Updated on 2026/09/10

写真a

 
VARQUEZ ALVIN CHRISTOPHER GALANG
 
Organization
School of Environment and Society Associate Professor
Title
Associate Professor
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Research Interests

  • Global urban dlimatology, Urban-scale climate change, Numerical weather prediction, GIS-based dataset construction

Education

  • Tokyo Institute of Technology   International Development Engineering

    2009.10 - 2014.10

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    Country: Japan

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  • De La Salle University - Manila   Department of Civil Engineering

    2004 - 2008.10

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    Country: Philippines

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  • Bohol Wisdom School   High School

    2001 - 2004

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    Country: Philippines

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Research History

  • Scientific Data, Nature Portfolio journals   Editorial Board Member

    2024.2

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  • Institute of Science Tokyo   Department of Transdisciplinary Science and Engineering   Associate Professor

    2020.4

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  • Tokyo Institute of Technology   Department of Transdisciplinary Science and Engineering   Specially-appointed Associate Professor

    2015.4 - 2020.3

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  • Tokyo Institute of Technology   Department of International Development Engineering   Post-doctoral Researcher

    2014 - 2015

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Professional Memberships

  • Meteorological Society of Japan

    2025

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  • Heat Island Institute International

    2024.9

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  • Japanese Society for Engineering Education

    2021

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  • American Geophysical Union

    2016.7 - 2025.12

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  • Japan Society of Civil Engineers

    2010

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  • International Association for Urban Climate

    2009

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Papers

  • Evaluating different satellite-based Aerosol Optical Depth (AOD) in predicting inland daytime PM2.5 using machine learning-based regression approach Reviewed International journal

    Roseanne V. Ramos, Mark Joseph R. Calubad, Alvin Christopher G. Varquez

    The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences   Volume XLIX-B2-2026   1439 - 1435   2026.7

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:Copernicus Publications  

    Aerosols play a critical role in the development of the boundary layer and build-up of air pollution in urban environments. Their presence in the atmosphere is quantified by Aerosol Optical Depth (AOD). Satellite sensors observe and retrieve AOD at varied spatial and temporal resolutions. In air quality monitoring, satellite-based AOD products are typically utilized to predict ground concentrations of fine particulate matter (PM2.5) through various modelling approaches. This study evaluates AOD products observed by Moderate Resolution Imaging Spectroradiometer (MODIS), Visible Infrared Imaging Radiometer Suite (VIIRS) and the Advanced Himawari Imager (AHI) of Himawari-8 in predicting inland daytime PM2.5 concentrations for test sites in Japan and South Korea. Prediction models were constructed using eXtreme Gradient Boosting (XGBoost) regression with input variables from observation datasets matched on ground PM2.5 station locations. In addition to AOD, twelve (12) predictor variables representing topographic and meteorological parameters were considered. Prediction results were evaluated using Kruskal-Wallis test and effect size analysis to compare the absolute error distributions across AOD products. Statistical results indicate that while models utilizing MODIS AOD generalize better to new data, the overall difference in prediction accuracy is statistically negligible. These findings suggest that no single AOD product is significantly superior in predicting ground-level PM2.5 concentrations, highlighting the potential of integrating AOD values from various sources. This work is essential for improving the accuracy of PM2.5 estimates and for supporting more effective mapping of urban air pollution.

    DOI: 10.5194/isprs-archives-XLIX-B2-2026-1439-2026

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  • Drainage Duration Variability and PALSAR-2 Sensitivity to Rice-Field Water Status: Insights from Large-Scale In Situ Water-Level Observations International journal

    Xiao Jin, Muditha Madusanka Dantanarayana, Alexis Declaro, Shinjiro Kanae, Alvin C. G. Varquez

    Remote Sensing   Vol. 18 ( Issue 13 )   2026.7

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:MDPI  

    DOI: 10.3390/rs18132136

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  • Comparative Analysis of Future Urban Thermal Comfort in Three Cities Considering Urbanization Under Multiple CMIP6 Scenarios Reviewed International journal

    Xiao Jin, Alvin C. G. Varquez, Do Ngoc Khanh, Tomohiko Ihara, Norihiro Itsubo, Manabu Kanda, I. Dewa Gede Agung Junnaedhi

    Earth and Space Science   Vol. 13 ( Issue 7 )   2026.7

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:Wiley  

    DOI: 10.1029/2025EA004856

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  • URBANIZATION AND CLIMATE CHANGE EFFECTS ON FUTURISTIC THERMAL COMFORT OF THREE MEGACITIES: SSP370 SCENARIO Reviewed

    Xiao Jin, Alvin C. G. Varquez, Do Ngoc Khanh, Tomohiko Ihara, Norihiro Itsubo, Manabu Kanda

    Journal of JSCE Special Publication   2026.2

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:J-STAGE  

    Rising climate hazards in urban areas, driven by global climate change and intensified by urbanization, are increasing extreme thermal stress, posing significant risks to thermal comfort and socioeconomic well-being. This study projects high-resolution future urban climate and thermal stress for 2050 under the SSP370 scenario, a high-emission, low-mitigation pathway from the Coupled Model Intercomparison Project Phase 6 (CMIP6). In this research, hourly 1.5 × 1.5-km projections of meteorology and Universal Temperature Climate factor (UTCI) were generated, incorporating urbanization effects (future urban morphology and anthropogenic heat emissions change) across three major cities: Tokyo, Cairo, and Jakarta. Under SSP370, both UTCI and air temperature increase substantially across all cities, with UTCI showing stronger responses. Urban change effects vary distinctly across cities: Tokyo shows cooling due to reduced anthropogenic heat emissions, with air temperature responding more strongly than UTCI, while Cairo and Jakarta experience warming from continued urban development. Despite these differences, the magnitudes of urban change effects are inversely correlated with background temperature across all cities. Analysis of feature importance through machine-learning reveals that urban change-induced UTCI responses are radiation-dominated in Tokyo and Cairo, contrasting with ventilation-dominated responses in humid Jakarta.

    DOI: 10.2208/journalofjscesp.25-16117

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  • Improving prediction of PM2.5 in Metro Manila using XGBoost with Optuna hyperparameter optimization Reviewed International journal

    Roseanne V. Ramos, Alvin Christopher G. Varquez

    ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences   Vol. X-5/W4-2025   369 - 376   2026.2

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:Copernicus Publications  

    Reporting air pollution levels in Metro Manila, Philippines remains dependent on records from few ground monitoring stations. For impact studies on human health, grid-based pollution levels datasets will enhance the assessment of the exposure and risk of the local population with a finer spatial resolution. This paper presents an enhanced model for fine particulate matter (PM2.5) in Metro Manila using extreme gradient boosting (XGBoost) with predictor variables from daily satellite observations and climate reanalysis datasets. This study employs XGBoost with Optuna workflow, a Bayesian optimization algorithm, to determine optimal learning parameters achieving least mean absolute error (MAE), root mean squared error (RMSE) and highest coefficient of determination R2 for both training and test datasets to obtain more accurate predictions of PM2.5. Predictor variables assessed are Aerosol Optical Depth (AOD), emissivity, direct solar radiation (DSR), albedo, land surface temperature during daytime (LSTDT) and nighttime (LSTNT), Normalized Difference Vegetation Index (NDVI), wind speed, air temperature, pressure and total precipitation. The results indicate that using a Kriging-based interpolated PM2.5 as target variable achieves the highest R2 = 0.73 and lowest RMSE (1.08 μg/ m3) in the test data using K-fold cross-validation approach (k = 5). The predictors in the best XGBoost model with relatively high feature importance in both gain scores and SHAP values are DSR, precipitation, LSTDT, air temperature and AOD in the 0.47 μm band. These outputs can be utilized in generating daily gridded PM2.5 maps for long-term health impact studies and assessment of seasonal variations of PM2.5 at regional level.

    DOI: 10.5194/isprs-annals-X-5-W4-2025-369-2026

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    Other Link: https://isprs-annals.copernicus.org/articles/X-5-W4-2025/369/2026/

  • DYNAMIC POPULATION THERMAL EXPOSURE USING UTCI AND MOBILE POPULATION DATA Reviewed

    Ryoga HIROKI, Thanakrit YOONGSOMPORN, Alvin C. G. VARQUEZ, Sunkyung CHOI, Makoto OKUMURA, Shinya HANAOKA, Manabu KANDA

    Journal of JSCE Special Publication   2026   n/a - n/a   2026

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:Japan Society of Civil Engineers  

    Climate-related risks have raised concerns about public health and social vulnerability. In this context, evaluating thermal environments in relation to the presence and dynamics of people has become increasingly important for developing effective adaptation strategies. Still, there are limited analyses that integrate dynamic population change and comprehensive thermal indices. This study proposes the Dynamic Population Thermal Exposure (DPTE), which integrates the Universal Thermal Climate Index (UTCI) with Mobile Spatial Statistics (MSS) datasets to clarify overall temporal patterns in population-level thermal risks. As a result, DPTE exhibited region- and season-specific temporal variations in thermal exposure, suggesting its potential to identify time-dependent public heat stress risk. This study may contribute to more accurate thermal risk assessment and support the development of climate-resilient and sustainable cities.

    DOI: 10.2208/journalofjscesp.25-16026

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  • RAINFALL’S INFLUENCE ON NATIONWIDE HUMAN MOBILITY AS EVIDENCED FROM HIGH SPATIOTEMPORAL RESOLUTION RAIN AND POPULATION DATA Reviewed

    Thanakrit YOONGSOMPORN, Alvin C.G. VARQUEZ, Sunkyung CHOI, Makoto OKUMURA, Shinya HANAOKA, Manabu KANDA

    Journal of JSCE Special Publication   2026   n/a - n/a   2026

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:Japan Society of Civil Engineers  

    DOI: 10.2208/journalofjscesp.25-16025

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  • Development of Small-Scale WRF “Urban” Model for Educational and Research Purposes

    Mok WATTANASOPON, Alvin Christopher Galang VARQUEZ, Manabu KANDA

    日本気象学会2025年度秋季大会   2025.11

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    Language:English   Publishing type:Research paper (conference, symposium, etc.)   Publisher:The Meteorological Society of Japan  

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  • MODELING THE IMPACT OF ANTHROPOGENIC HEAT ON SUMMER NEAR-SURFACE OZONE IN THE KANTO REGION

    Maria Deandra Crisostomo ANDAL, Alvin Christopher Galang VARQUEZ, Manabu KANDA, Paul GRIFFITHS, Prabir PATRA, Masayuki TAKIGAWA, Natsumi KAWANO, Akio Yamagami, Quang-Van DOAN

    日本ヒートアイランド学会 第20回全国大会   2025.9

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    Language:English   Publishing type:Research paper (conference, symposium, etc.)   Publisher:Heat Island Institute International  

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  • DEEP LEARNING FOR URBAN GROWTH AND SHRINKAGE SIMULATION Comparison of Delhi's urbanization projected by fusion ConvLSTM–U-Net framework and SLEUTH

    Sambeet Kumar, Alvin Christopher Varquez, Manabu Kanda

    日本ヒートアイランド学会 第20回全国大会   2025.9

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    Language:English   Publishing type:Research paper (conference, symposium, etc.)   Publisher:Heat Island Institute International  

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  • MACHINE LEARNING-BASED REGRESSION MODELING FOR PREDICTING SURFACE PM2.5 IN KANTO REGION, JAPAN

    Roseanne Ramos, Alvin Christopher Varquez, Maria Deandra Crisostomo Andal, Zeyu Chen, ATSUSHI INAGAKI, MANABU KANDA

    2025.9

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    Language:English   Publishing type:Research paper (conference, symposium, etc.)   Publisher:Japan Heat Island Institute  

    Acquiring detailed information on the distribution of fine particulate matter (PM2.5) is important for comprehensive reporting of air pollution levels in urban areas. However, for large-scale projects, it is difficult to rely only on ground measurements and limited number of sensors. This study presents a machine learning (ML)-based modeling approach to estimate surface PM2.5 levels in Kanto region based on input variables from an atmospheric chemistry model. Anthropogenic heat emissions (AHE), anthropogenic and biogenic emission sources were considered in the numerical simulations using Weather Research and Forecasting coupled with Chemistry (WRF-Chem). Meteorological parameters (i.e., aerosol optical depth, temperature, relative humidity, wind speed, surface albedo, emissivity, rainfall, pressure, shortwave radiation) and topographical variables (i.e., AHE, leaf area index, vegetation fraction, terrain height, land use and distance from coastline) were set as predictors in training tree-based regression ML models. Statistical results show that in 50 prediction trials, XGBoost achieves better accuracy than LightGBM and Random Forest in terms of MAE (0.094 μg/m³), RMSE (0.147 μg/m³) and R2 (0.990). The processes presented here serves as a preliminary workflow in developing a robust model for operational use in reporting surface PM2.5 levels in urban environments.

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  • Geospatial Assessment and Economic Analysis of Rooftop Solar Photovoltaic Potential in Thailand Reviewed International journal

    Linux Farungsang, Alvin Christopher G. Varquez, Koji Tokimatsu

    Sustainability   Vol. 17 ( Issue 15 )   2025.8

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:MDPI  

    Evaluating the renewable energy potential, such as that of solar photovoltaics (PV), is important for developing renewable energy policies. This study investigated rooftop solar PV potential in Thailand based on open-source geographic information system (GIS) building footprints, solar PV power output, and the most recent land use data (2022). GIS-based overlay analysis, buffering, fishnet modeling, and spatial join operations were applied to assess rooftop availability across various building types, taking into account PV module installation parameters and optimal panel orientation. Economic feasibility and sensitivity analyses were conducted using standard economic metrics, including net present value (NPV), internal rate of return (IRR), payback period, and benefit–cost ratio (BCR). The findings showed a total rooftop solar PV power generation potential of 50.32 TWh/year, equivalent to 25.5% of Thailand’s total electricity demand in 2022. The Central region contributed the highest potential (19.59 TWh/year, 38.94%), followed by the Northeastern (10.49 TWh/year, 20.84%), Eastern (8.16 TWh/year, 16.22%), Northern (8.09 TWh/year, 16.09%), and Southern regions (3.99 TWh/year, 7.92%). Both commercial and industrial sectors reflect the financial viability of rooftop PV installations and significantly contribute to the overall energy output. These results demonstrate the importance of incorporating rooftop solar PV in renewable energy policy development in regions with similar data infrastructure, particularly the availability of detailed and standardized land use data for building type classification.

    DOI: 10.3390/su17157052

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  • Long‐Term Changes of Universal Thermal Climate Index (UTCI) Estimated From Weather Stations and Gradient‐Boosted Decision Trees Throughout Japan Reviewed International journal

    Ryoga Hiroki, Alvin C. G. Varquez, Do Ngoc Khanh, Ryza Rynazal, Florent Renard, Lucille Alonso, Manabu Kanda

    International Journal of Climatology   2025.6

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:John Wiley & Sons Ltd on behalf of Royal Meteorological Society.  

    DOI: 10.1002/joc.8843

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  • Impact of Anthropogenic Heat on Air Temperature: A First‐Order Estimate Using Dimensional Analysis and Numerical Simulations Reviewed International journal

    Do Ngoc Khanh, Alvin C. G. Varquez, Manabu Kanda

    Geophysical Research Letters   Vol. 52 ( Issue 11 )   2025.6

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:American Geophysical Union  

    DOI: 10.1029/2024GL114400

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  • Inter-comparison of present and future urban climates of three cities considering multiple CMIP6 scenarios and urbanization International journal

    Xiao Jin, Alvin C.G. Varquez, Ngoc Khanh Do, Ihara Tomohiko, Itsubo Norihiro, Manabu kanda, Atsushi Inagaki

    2025.5

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    Language:English   Publishing type:Research paper (international conference proceedings)  

    DOI: 10.5194/icuc12-709

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  • Humidity-driven air-conditioning energy demand changes in global cities under climate change Reviewed International journal

    Xinchang "Cathy" Li, Lei Zhao, Zhiwen Luo, Keith Oleson, Xiaoxiong Xie, Mitsuna Sekiya, Alvin Varquez, Yifan Cheng

    Nature Cities   2025.5

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:Springer Nature  

    DOI: 10.5194/icuc12-282

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  • Air Conditioning as a Climate Adaptation Strategy for Sleep Disturbances: A Data-Driven Approach

    Tomohiko Ihara, Seiki Sugimoto, Alvin Christopher Galang Varquez, Norihiro Itsubo

    2025.5

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  • Investigating the influence of distributed anthropogenic heating to simulated ozone formation

    Maria Deandra Crisostomo Andal, Alvin Christopher Galang Varquez, Manabu Kanda, Shikan Nagata, Masayuki Takigawa, Prabir Kumar Patra, Paul Griffiths, Natsumi Kawano, Akio Yamakami, Quang Van Doan

    2025.5

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  • Effects of spatiotemporal changes in anthropogenic heat emission on 14-km resolution global climate

    Alvin Christopher Galang Varquez, Masuo Nakano, Makoto Nakayoshi, Yuya Takane, Do Ngoc Khanh

    2025.5

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  • Integrated assessment model-driven 1-km anthropogenic heat emission generation tool

    Alvin Christopher Galang Varquez, Mitsuna Sekiya, Do Ngoc Khanh, Atsushi Inagaki, Manabu Kanda, Tomohiko Ihara, Norihiro Itsubo

    2025.5

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  • Development of Dynamic Standard Effective Temperature (D-SET) for evaluation of the change in thermal comfort over time.

    Ryoga Hiroki, Alvin Christopher Galang Varquez, Do Ngoc Khanh, Florent Renard, Lucille Alonso, I Dewa Gede Agung Junnaedhi, Manabu Kanda, Atsushi Inagaki

    2025.5

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  • High-resolution outdoor heat-risk modeling for city central areas with applications to Tokyo and Lyon Reviewed International journal

    Alvin C.G. Varquez, Janat Taerakul, Florent Renard, Lucille Alonso, Sunkyung Choi, Ryoga Hiroki, Yasunobu Ashie, Eiko Kumakura, Makoto Okumura, Shinya Hanaoka, Atsushi Inagaki, Manabu Kanda

    Sustainable Cities and Society   125   106344 - 106344   2025.5

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:Elsevier BV  

    DOI: 10.1016/j.scs.2025.106344

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  • Preliminary investigation on the effectiveness of fan-attached jackets in improving dynamic thermal comfort

    Ryoga Hiroki, Do Ngoc Khanh, Alvin C. G. Varquez, Manabu Kanda

    IOP Conference Series: Earth and Environmental Science   1472 ( 1 )   012029 - 012029   2025.4

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    Publishing type:Research paper (scientific journal)   Publisher:IOP Publishing  

    Abstract

    It is necessary to consider various adaptation methods in the context of global climate change and urbanization, which are causing health and social risks. This study investigated the effectiveness of using fan-attached jackets as a thermal comfort adaptation measure for daily situations with consideration of the dynamic physical and psychological responses of the human body to the thermal environment in Japan. By doing an outdoor experiment with wearable observation devices, we identified the potential effectiveness of fan-attached jackets such as the reduction of discomforts while walking during summer and acceleration of recovery to a comfortable state afterward. The Bindings suggest that fan-attached jackets can alleviate both physiological and psychological thermal stress in warm conditions, making them suitable as a heat adaptation measure for daily use.

    DOI: 10.1088/1755-1315/1472/1/012029

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    Other Link: https://iopscience.iop.org/article/10.1088/1755-1315/1472/1/012029/pdf

  • 統合評価モデルによる全球人工排熱予測

    関谷 光夏, Alvin C. G. VARQUEZ, Do Ngoc KHANH, 稲垣 厚至, 神田 学, 井原 智彦, 伊坪 徳宏

    土木学会論文集   Volume 81 ( Issue 16 )   2025.2

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  • Spatiotemporal Analysis of Human Mobility in Greater Tokyo Area Using Hourly 500 m Mobile Spatial Statistics from 2019 to 2021

    Thanakrit Yoongsomporn, Alvin Christopher Galang Varquez, Sunkyung Choi, Makoto Okumura, Shinya Hanaoka, Manabu Kanda

    Urban Science   Vol. 69   2025.2

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    Language:English   Publishing type:Research paper (scientific journal)  

    DOI: 10.3390/urbansci9020050

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  • GLOBAL ANTHROPOGENIC HEAT EMISSION PROJECTIONS INFORMED BY AN INTEGRATED ASSESSMENT MODEL

    Mitsuna SEKIYA, Alvin C. G. VARQUEZ, Do Ngoc KHANH, Atsushi INAGAKI, Manabu KANDA, Tomohiko IHARA, Norihiro ITSUBO

    Japanese Journal of JSCE   81 ( 16 )   n/a - n/a   2025

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    Publishing type:Research paper (scientific journal)   Publisher:Japan Society of Civil Engineers  

    DOI: 10.2208/jscejj.24-16131

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  • INVESTIGATING THE IMPACT OF URBAN AGGLOMERATION FORMATION ON HEAT WAVES THROUGH DEEP LEARNING BASED LAND COVER CLASSIFICATION DATA

    Ying LIU, Alvin C. G. VARQUEZ, Do Ngoc KHANH, Manabu KANDA

    Journal of JSCE   13 ( 2 )   n/a - n/a   2025

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    Language:Japanese   Publishing type:Research paper (scientific journal)   Publisher:Japan Society of Civil Engineers  

    DOI: 10.2208/journalofjsce.24-16132

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  • Integrated assessment model-informed tool for generating 1-km global projections of anthropogenic heat emission International journal

    Alvin Christopher Varquez, Mitsuna Sekiya, Do Ngoc Khanh, ATSUSHI INAGAKI, MANABU KANDA, Tomohiko Ihara, Norihiro Itsubo

    2024.12

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  • Investigating the influence of distributed anthropogenic heating to simulated atmospheric chemistry International journal

    Maria Deandra Crisostomo Andal, Alvin Christopher Varquez, MANABU KANDA, Shikan Nagata, Masayuki Takigawa, Prabir Kumar Patra, Paul T. Griffiths, Natsumi Kawano, Quang Van Doan, Akio Yamakami

    2024.12

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  • Prescribing spatio-temporally varying anthropogenic heat emissions into a global climate model: Methods and Impacts International journal

    Alvin Christopher Varquez, Masuo Nakano, Makoto Nakayoshi, Yuya Takane, Do Ngoc Khanh

    2024.12

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  • GLOBAL CLIMATE MODELING WITH SPATIO-TEMPORAL ANTHROPOGENIC HEAT EMISSIONS Methodology and Initial Findings

    VARQUEZ Alvin Christopher Galang, Masuo Nakano, 仲吉信人, Yuya Takane, KHANH Do Ngoc

    2024.9

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  • Linking climate change with urban climate International journal

    Alvin Christopher Varquez

    2024.9

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  • Analysis of Students’ Perspectives Towards International Transdisciplinary Undergraduate Program in Science and Engineering Reviewed

    Sasipa Boonyubol, Jeffrey S. Cross, Alvin Christopher Galang Varquez, Sunkyung Choi, Kultip Suwanteep, Mehrdad Sadeghzadeh Nazari, May Kristine Jonson Carlon, Shinya Hanaoka

    2024.9

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  • Impact of global climate change and urbanization on megacities International journal

    Do Ngoc Khanh, Alvin Christopher Varquez, MANABU KANDA

    2024.9

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  • Effects of spatio-temporally-varying anthropogenic heat on high-resolution modelled global climate International journal

    Alvin Christopher Varquez, Masuo Nakano, Makoto Nakayoshi, Yuya Takane, Do Ngoc Khanh

    2024.5

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  • MULTI-MEGACITY INVESTIGATION OF HEAT WAVE EVENTS UNDER VARIOUS CLIMATE CHANGE AND URBANIZATION SCENARIOS Reviewed

    KHANH Do Ngoc, VARQUEZ Alvin C. G., KANDA Manabu

    Journal of JSCE   12 ( 2 )   n/a   2024

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:Japan Society of Civil Engineers  

    In 2022, intense heat waves occur all around the world. In this study, we project these heat waves into the future with futuristic projection of hourly varying spatially distributed anthropogenic heat for three megacities—Delhi, London, and Tokyo. Different future climate forcing (CMIP5 and CMIP6) was also compared. We found that if similar heat waves occur in the future, they may be 0.8 to 1.5 °C hotter than the past events, on average. Urbanization in Delhi may severely worsen the heat wave, while projected decrease in energy usage in London and Tokyo may make the heat waves less severe. For the concerned heat wave events, urbanization effect was also found to be stronger in nighttime than daytime and exhibits large spatial heterogeneity and dependence on background climate forcing. Difference between CMIP5 and CMIP6 was significant but was much less than the difference between CMIP5/CMIP6 and the present.

    DOI: 10.2208/journalofjsce.23-16120

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  • ANNUAL PAST-PRESENT LAND COVER CLASSIFICATION FROM LANDSAT USING DEEP LEARNING FOR URBAN AGGLOMERATIONS Reviewed

    CHINCHUTHAKUN Worameth, WINDERL David, VARQUEZ Alvin C.G., YAMASHITA Yukihiko, KANDA Manabu

    Journal of JSCE   12 ( 2 )   n/a   2024

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    Language:English   Publishing type:Research paper (scientific journal)   Publisher:Japan Society of Civil Engineers  

    Historical land cover data is crucial for understanding urbanization dynamics, climate modeling, and monitoring water resources. Following recent advancements in deep learning for processing Landsat archive data, prior studies have released high-resolution historical land cover maps on a global scale. However, these works often present prediction results limited to specific periods of coverage, which hinders their utility in conducting time series analysis across different urban agglomerations. To address this issue, we propose deep-learning models for land cover classification from Landsat images at a 30-meter spatial resolution. Our models are specifically designed for urban areas and are trained to be compatible with the sensors used in the Landsat series from 1972 to the present. Experimental results demonstrate that our models are highly effective in predicting land cover maps in new cities, particularly in built-up land and water regions. Our research provides pretrained models for land cover classification, facilitating future studies in related fields.

    DOI: 10.2208/journalofjsce.23-16151

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  • The combined effect of global warming and urbanization on future thermal comfort of worldwide megacities International journal

    Khanh Ngoc Do, Alvin Christopher Varquez, MANABU KANDA

    2023.8

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  • High-resolution heat-risk modeling and comparison of downtown areas of two cities on extreme hot summer days of 2022 International journal

    Alvin Christopher Varquez, Janat Taerakul, Florent Renard, Lucille Alonso, Ryoga Hiroki, Yasunobu Ashie, ATSUSHI INAGAKI, MANABU KANDA, Sunkyung Choi, Makoto Okumura, Shinya HANAOKA

    2023.8

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  • Urban Module and Dataset of SCALE for an Urban Climate Simulation International journal

    Sachiho Adachi, Khanh Ngoc Do, Seiya Nishizawa, Alvin Christopher Varquez, MANABU KANDA, Hirofumi Tomita

    2023.8

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  • Thermal comfort modeling in crowded and touristic areas in Tokyo International journal

    Florent Renard, Lucille Alonso, Alvin Christopher Varquez, Ryoga Hiroki, Janat Taerakul

    2023.8

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  • Incorporating a detailed global anthropogenic heat emission dataset into an earth system model International journal

    Alvin Christopher Varquez, Unubold Erdenebeleg, MANABU KANDA

    2023.8

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  • Long-term changes of Universal Thermal Climate Index (UTCI) estimated from weather stations, climate models, and decision trees International journal

    Ryoga Hiroki, Alvin Christopher Varquez, Khanh Ngoc Do, I Dewa Gede Junnaedhi, MANABU KANDA, Florent Renard, Lucille Alonso, Ryza Rynazal

    2023.8

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  • Using Deep Learning to obtain wind field patterns and boundary layer height from doppler lidar and single point measurements International journal

    Alexandros Marios Makedonas, ATSUSHI INAGAKI, MANABU KANDA, Alvin Christopher Varquez, I Dewa Gede Junnaedhi, Khanh Ngoc Do

    2023.8

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  • Evaluating future railway-induced urban growth of twelve cities using multiple SLEUTH models with open-source geospatial inputs Reviewed International journal

    Alvin Christopher, G. Varquez, Sifan Dong, Shinya HANAOKA, MANABU KANDA

    Sustainable Cities and Society   Vol. 91   104442   2023.4

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  • Impact of urbanization on exposure to extreme warming in megacities Reviewed International journal

    Do Ngoc Khanh, Alvin C.G. Varquez, Manabu Kanda

    Heliyon   9 ( 4 )   e15511   2023.4

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    Cities warm up due to two main factors: global climate change and urbanization-induced warming (so-called, urban heat island effect). In the projection of future climate, coarse-resolution global climate models are not suitable for looking into the heterogeneous urban surface and their changes. On the other hand, regional climate models, which are capable of looking into cities in detail, have never been used to investigate the global urban climate. Here we show that urbanization significantly increases exposure to extreme warming for megacity residents. We reflect urbanization between the 2010s and the 2050s into our model by considering the spatiotemporal change in urban surface (buildings and anthropogenic heat emissions) induced by urban population and economic growth. We found that in the 2050s, under the worst-case scenario, 78 percent of megacity residents will be exposed to 2.5 °Cwarming, much higher than the projection of 65 percent when urban warming is left out. Our results highlight the importance of accounting for local urbanization in future global urban climate projection.

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  • Various approaches to consider spatio-temporally varying anthropogenic heat emissions in a regional climate model International journal

    Alvin Christopher Varquez, Khanh Ngoc Do, I Dewa Gede Junnaedhi, MANABU KANDA

    2022.12

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  • Effects of Urban Development on Regional Climate Change and Flood Inundation in Jakarta, Indonesia

    Bambang Adhi Priyambodoho, Shuichi Kure, Nurul Fajar Januriyadi, Mohammad Farid, Alvin Christopher Galang Varquez, Manabu Kanda, So Kazama

    JOURNAL OF DISASTER RESEARCH   17 ( 4 )   516 - 525   2022.6

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    DOI: 10.20965/jdr.2022.p0516

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  • Global Urban Climatology International journal

    Alvin Christopher Varquez

    2022.3

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  • ANALYSIS OF SUMMER THERMAL COMFORT IN JAPAN FROM 1980 TO 2020 USING UTCI

    廣木亮哉, KHANH Do Ngoc, VARQUEZ Alvin C. G., 神田学

    土木学会論文集 B1(水工学)(Web)   78 ( 2 )   I_79 - I_84   2022

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    There is growing concern about the health risks posed by global warming and the heat island effect. In order to properly assess health risks, it is important to evaluate them in terms of thermal comfort. This study evaluated the long-term trend of the Universal Thermal Climate Index (UTCI) in Japan in summer from 1980 to 2020, and the relationship between UTCI and the number of heat stroke patients. Regarding the long-term trend of UTCI, increasing trends were detected at 109 out of 140 AMeDAS sites. Thermal comfort had worsen since the rise in air temperatures, MRT, and decreasing wind speeds. Regarding the relationship between UTCI and the number of heat stroke cases, we found that the UTCI threshold at which the number of heat stroke cases drastically increase differs across cities geographically and lower in northern cities than southern cities.

    DOI: 10.2208/jscejhe.78.2_i_79

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  • Educational Assistant Wireframe for the Elderly to Mitigate Urban Climate Health Risks Reviewed International journal

    May Kristine Jonson Carlon, Alvin Christopher Galang Varquez, Eden Mariquit Andrews, John Maurice Gayed

    30TH INTERNATIONAL CONFERENCE ON COMPUTERS IN EDUCATION, ICCE 2022, VOL 2   638 - 640   2022

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  • Educational Assistant Wireframe for the Elderly to Mitigate Urban Climate Health Risks.

    May Kristine Jonson Carlon, Alvin Christopher Galang Varquez, Eden Mariquit Andrews, John Maurice Gayed

    Proceeding of the 30th International Conference on Computers in Education(ICCE)   2022

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  • Global 1-km present and future hourly anthropogenic heat flux International journal

    Alvin Christopher Galang Varquez, Shota Kiyomoto, Do Ngoc Khanh, Manabu Kanda

    Scientific Data   8 ( 1 )   64 - 64   2021.2

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    DOI: 10.1038/s41597-021-00850-w

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  • W-02 Preliminary Evaluation of a Transdisciplinary International Undergraduate Program in Engineering

    VARQUEZ Alvin Christopher Galang, CROSS Jeffrey S., CARLON May Kristine Jonson, ANDREWS Eden Mariquit, NAZARI Mehrdad Sadeghzadeh, CHOI Sunkyung, HANAOKA Shinya

    JSEE Annual Conference International Session Proceedings   2021   6 - 11   2021

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    The Global Scientist and Engineers Program (GSEP) is Tokyo Institute of Technology’s purely English instruction-based undergraduate program in transdisciplinary science and engineering specifically designed for international students with minimal to no Japanese communication ability. The program faces multiple challenges not just those relating to multiculturalism but also in providing education in a newly emerging academic field. This research evaluates the program through questionnaires, mind mapping workshop, and focus group discussion conducted with the program’s first cohort who graduated in March 2020. The program was evaluated on how well the graduating students have gained confidence in important areas relevant to their field of study and the amount of support they received while in the program. The first cohort showed satisfaction being graduates of the program, expressed confidence in their transdisciplinary knowledge, and see themselves as global citizens. With enhanced engagement with Japanese students, the program has the potential to become a top-notched international undergraduate engineering degree program based in Tokyo.

    DOI: 10.20549/jseeen.2021.0_6

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  • EVALUATION OF MULTIPLE SIMULATED SEA-BREEZE EVENTS IN TROPICAL MEGACITY USING HIGH-TEMPORAL-RESOLUTION OBSERVATION DATA

    I Dewa G. A. JUNNAEDHI, INAGAKI Atsushi, VARQUEZ Alvin C. G., KANDA Manabu

    土木学会論文集 B1(水工学)(Web)   77 ( 2 )   I_1309 - I_1314   2021

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    Simulation of seven sea-breeze days (SBD) during dry season in tropical megacity of Jakarta was carried out using WRF with detailed urban representation. Model simulations were evaluated using satellite derived cloud line and high-temporal-resolution meteorological data obtained from observation campaign in 2017 and 2018. Results shows that WRF with detailed urban representation was able to simulate sea-breeze features and the associative boundary layer development. In the early stage of sea-breeze, model convergence line associated with sea-breeze front were matched against cloud line derived from satellite imagery. WRF tend to produce earlier sea-breeze occurrence due to overestimation of shortwave radiation and underestimation of latent heat flux. In general, simulated wind speed, temperature and relative humidity shows good agreement with observed values. Model also able to well simulate sea-breeze features, including lower boundary layer over Jakarta associated with thermal induced boundary layer (TIBL). Sea-breeze TIBL is influenced by coastal form of Jakarta and might plays important factor in air quality over the city.

    DOI: 10.2208/jscejhe.77.2_i_1309

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  • Ordinary Differential Equations and Physical Phenomena: A Short Introduction with Python

    Manabu Kanda, Alvin Christopher Galang Varquez

    2020.11

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  • Improvement of an Urban Growth Model for Railway-Induced Urban Expansion International journal

    Alvin Christopher G. Varquez, Sifan Dong, Shinya Hanaoka, Manabu Kanda

    Sustainability   12 ( 17 )   6801 - 6801   2020.8

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    DOI: 10.3390/su12176801

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  • Future increase in elderly heat-related mortality of a rapidly growing Asian megacity Reviewed International journal

    Varquez, A.C.G., Darmanto, N.S., Honda, Y., Ihara, T., Kanda, M.

    Scientific Reports   10 ( 1 )   9304 - 9304   2020.6

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    DOI: 10.1038/s41598-020-66288-z

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  • Development of Urban Growth Model for Transit Oriented Development

    DONG Sifan, VARQUEZ Alvin C. G., HANAOKA Shinya

    土木計画学研究・講演集(CD-ROM)   61   2020

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  • EVALUATION OF MOBILITY-INDUCED HEAT RISK USING NUMERICAL WEATHER SIMULATION AND QUASI-REAL TIME CONGESTION DATA

    関日菜々, VARQUEZ Alvin C. G., 足永靖信, 仲吉信人, 神田学

    土木学会論文集 B1(水工学)(Web)   76 ( 2 )   I_283 - I_288   2020

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    Heat-risk evaluations are needed by societies for adapting to and mitigating the social/health impacts attributed to climate change and urbanization. Meanwhile, big data and numerical models are advancing.

     In this study, we propose an integrated approach to utilize both big data and existing models for estimating heat-related risk. By combining products of a 3D-City irradiance model and Google big data services, a geospatial framework for mapping heat-related risks(Hazard×Exposure×Vulnerability) was developed .Hazard and exposure(individual HR factor) were estimated using thresholds of wetbulb globe temperature(WBGT) and mobility from frequented locations to nearest station exits; Vulnerability(HR probability factor) was estimated using popular times of frequented locations. Through this framework, multiple perspectives for understanding heat risks may be observed at various districts. For example, ATMs were found to have high heat risks mainly because of its high HR probability factor.

    DOI: 10.2208/jscejhe.76.2_i_283

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  • FUTURE CLIMATE PROJECTION OF MEGACITIES CONSIDERING URBANIZATION SCENARIOS

    KHANH Do Ngoc, VARQUEZ Alvin C. G., KANDA Manabu

    土木学会論文集 B1(水工学)(Web)   76 ( 2 )   I_103 - I_108   2020

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    Urbanization is an essential, yet underrepresented, parameter when investigating futuristic climate change of cities. The change in 2 m air temperature in August between the 2006–2015 period and the 2046–2055 period for 33 megacities and 10 emerging megacities under RCP8.5 emission forcing and SSP3 was projected with the consideration of both global climate change (using pseudo-global warming method) and local urbanization (using global urban sprawling map, distributed urban morphological parameters, and hourly anthropogenic heat emission dataset).

     In newly urbanized area, the urbanization effect will be significant, accounting for (13.5 ± 5.9) % of the total temperature change. In existing urban areas, the effect will vary depending on the current degree of urbanization. When viewed over a regional scale, the effect will be rather insignificant. It was observed in some cities that urbanization effect originating from urban area was advected by the wind to non-urban area located kilometers downwind.

    DOI: 10.2208/jscejhe.76.2_i_103

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  • 温熱解析と準リアルタイム混雑データを用いた熱リスクの評価手法の提案—EVALUATION OF MOBILITY-INDUCED HEAT RISK USING NUMERICAL WEATHER SIMULATION AND QUASI-REAL TIME CONGESTION DATA

    関 日菜々, Alvin C. G. VARQUEZ, 足永 靖信, 仲吉 信人, 神田 学

    水工学論文集 Annual journal of Hydraulic Engineering, JSCE / 土木学会水工学委員会 編   65   Ⅰ_283 - 288   2020

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  • FUTURE CLIMATE PROJECTION OF MEGACITIES CONSIDERING URBANIZATION SCENARIOS

    65   Ⅰ_103 - 108   2020

  • Global Urban Climatology Framework: New Perspective and Highlights International journal

    Varquez, A.C.G., Kanda, M.

    2019.12

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  • Future urban climate projection in a tropical megacity based on global climate change and local urbanization scenarios Reviewed International journal

    Darmanto, N.S., Varquez, A.C.G., Kawano, N., Kanda, M.

    Urban Climate   29   100482 - 100482   2019.9

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    DOI: 10.1016/j.uclim.2019.100482

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  • High-resolution global urban growth projection based on multiple applications of the SLEUTH urban growth model Reviewed International journal

    Zhou, Y., Varquez, A.C.G., Kanda, M.

    Scientific Data   6 ( 1 )   34 - 34   2019.4

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  • エアコンによる睡眠困難および疲労の障害調整生存年(DALY)の軽減効果-インドネシア・ジャカルタにおける評価-

    桑山 忠弘, AND, 山口, 和貴 AND, 岡田, 和樹, AND Kazuki Okada AND, 亀卦川, 幸浩 AND 神田, 学, AND MANABU, KANDA AND, A.C.G AND, Alvin Christopher, Varquez AND, Nisrina Setyo Darmanto AND, Prihadi Setyo Darmanto

    日本LCA学会誌   15 ( 1 )   2 - 9   2019

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    In Asian megacities, not only climate change but also heat island phenomena are expected to pose air temperature increase. Therefore, effective adaptation measures to alleviate health damage caused by temperature increase are becoming more crucial. The objective of this study is to evaluate the effect of air conditioner on health damages using disability-adjusted life year(DALY)and considering an adverse effect from temperature increase accompanied by exhaust heating from outdoor units and uncertainty of the effect caused by interannual variability in temperature in Jakarta, Indonesia. Health damages to be assessed were sleep disturbance and fatigue. By increasing the usage rate of air conditioners, it was estimated that the DALY reduction per person per month in August of the average temperature year is 2.48 × 10-4 years for sleep disturbance, 1.43 × 10-5 years for fatigue, and totally 2.62 × 10-4 years. It corresponded with 29.8% reduction from the present situation. The effect of interannual variability in temperature was not large, which was 7.94 × 10-5 years at most. Air conditioner will be one of effective adaptations throughout the year considering small monthly variability in temperature and the residents’thermal perception.

    DOI: 10.3370/lca.15.2

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  • 背景気候や地理条件を含めた包括的なヒートアイランド現象のメカニズムの考察—MECHANISM OF THE URBAN HEAT ISLAND CONSIDERING GEOGRAPHY AND BACKGROUND CLIMATE

    浅見 真由, 仲吉 信人, Alvin C. G. Varquez, 神田 学

    水工学論文集 Annual journal of Hydraulic Engineering, JSCE / 土木学会水工学委員会 編   64   I_37 - 42   2019

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  • CONSTRUCTION OF LAND USE DATABASE BEFORE URBANIZATION FOR GLOBAL URBAN CLIMATE ANALYSIS

    NARITA Yuuri, VARQUEZ Alvin C. G., NAKAYOSHI Makoto, KANDA Manabu

    Journal of Japan Society of Civil Engineers, Ser. B1 (Hydraulic Engineering)   75 ( 2 )   I_1039 - I_1044   2019

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    In order to analyze the effects of urban warming, it is essential to estimate Urban Heat Island (UHI) and elucidate its mechanism. However, the method to estimate UHI, which has been studied by previous numerical simulation, is simplified by replacing land use before urbanization with vegetation not necessarily representing the background climate of the region. This leads to inaccurate UHI estimates

     In this study, we construct a land use global database representing pre-urbanization for an improved numerical modeling of the UHI. This database makes it possible to compare urban meteorological conditions using current land use and those utilizing typical land use before urbanization for any city around the world. This study demonstrates the usage of the global database by comparing two simulation cases for 35 large cities and examining the tendency of UHI. Temperature rises are seen in both cities during the daytime and nighttime in many cities. The current work also hints the possible dependence of UHI on topography, building geometry, etc.

    DOI: 10.2208/jscejhe.75.2_i_1039

    DOI: 10.2208/jscejhe.76.2_i_103_references_DOI_Cv8REbTy4YBDZQ2XXWP9sCdc0R1

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  • MECHANISM OF THE URBAN HEAT ISLAND CONSIDERING GEOGRAPHY AND BACKGROUND CLIMATE

    浅見真由, 仲吉信人, VARQUEZ Alvin C. G., 神田学

    土木学会論文集 B1(水工学)(Web)   75 ( 2 )   I_37 - I_42   2019

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    The urban heat island (UHI) is caused by the progress of urbanization, but is considered to be influenced by various factors that differ depending on the cities, such as the geography and the background climate. However, the comprehensive mechanism is not clear yet. In this study, we tried to clarify the influence of not only urbanization, but geography and background climate by comparing the heat island phenomena of multiple cities in the world using numerical simulation. The wind speed is the main contributor to the urban heat island intensity; the heat of the city is transferred more effectively to the surrounding area as the wind speed is stronger. The wind speed is considered to be a comprehensive indicator reflecting the effect of geography around the city, and the roughness of the buildings.

    DOI: 10.2208/jscejhe.75.2_i_37

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  • CONSTRUCTION OF LAND USE DATABASE BEFORE URBANIZATION FOR GLOBAL URBAN CLIMATE ANALYSIS

    成田悠理, VARQUEZ Alvin C. G., 仲吉信人, 神田学

    土木学会論文集 B1(水工学)(Web)   75 ( 2 )   2019

  • The atmospheric effect of anthropogenic emissions to large Asian urban agglomerations Reviewed International journal

    Varquez, A.C.G., Kawano, N., Kanda, M., Nakayoshi, M.

    2018.9

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  • Future population distribution of an urban agglomeration given climate change scenarios

    VARQUEZ Alvin C. G., TAKAKUWA Shun, KANDA Manabu, XIN Zhuohang

    土木学会論文集 B1(水工学)(Web)   74 ( 4 )   I_223 - I_228   2018

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    A systematic method to project the future distribution of population in megacities is introduced. Two general steps were discussed: (1) estimation of urban sprawl by an urban growth model, SLEUTH; (2) estimation of population distribution by a logistic model with variable empirical coefficients. Predicting the annual change from 2014 to 2050, Jakarta megacity was used as a benchmark urban agglomeration. The key inputs are historical land cover and geographic information, transportation networks, high-spatial resolution population density, and country-level projection of population as defined by various shared socio-economic pathways (SSP). Coefficients were modified in SLEUTH to predict urban sprawling (and auxiliary probability map) compatible with a suitable SSP faced by the encompassing country. Utilizing the predicted annual probability of urbanization and the key inputs into a discrete logistic model with empirical coefficients fitted to minimize the difference of total predicted population with that provided by SSP, population distribution of the target urban agglomeration, Jakarta, was obtained.

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  • NUMERICAL INVESTIGATION OF ANTHROPOGENIC HEAT EMISSION IMPACTS ON LARGE ASIAN CITIES

    VARQUEZ Alvin C. G., KAWANO Natsumi, KANDA Manabu, NAKAYOSHI Makoto

    土木学会論文集 B1(水工学)(Web)   74 ( 5 )   I_1177 - I_1182   2018

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    The contribution of anthropogenic heat (AH) to the surface energy budget is well known. However, further investigation of realistic AH emissions in cities and their interactions with its surrounding atmospheric environment is still limited. Furthermore, past studies are site-specific providing limited insight to general impacts of AH. In this study, a realistic, high-spatiotemporal AHE dataset was used as surface boundary input into a weather model. With monthly-representative typical diurnal climatic pattern from 2006 to 2015 as lateral boundary, weather simulation of atmospheric environment of 15 large Asian cities included in the world’s top 30 largest cities declared by the United Nations was conducted. Results suggest that the effect of AH per location is sensitive to the background climate. An empirical equation is introduced to approximate the amount of temperature increase for any city of a given AH and background monthly temperature.

    DOI: 10.2208/jscejhe.74.5_i_1177

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  • 全球・都市の将来シナリオを考慮した都市街区の温熱環境予測

    居石貴史, AND, Takafumi, Sueishi AND Meral Yucel AND, 足永靖信, AND ATSUSHI, INAGAKI AND, 稲垣厚至, AND, 仲吉信人, AND Alvin Christopher, Varquez AND Varquez, A.C.G AND, Nisrina Setyo Darmanto AND Darmanto, N. S. AND, 神田学, AND, MANABU KANDA

    土木学会論文集 B1(水工学)(Web)   74 ( 4 )   I_259 - I_264   2018

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    Recently, temperature in urban areas continue to rise as an effect of climate change and urbanization. Asian megacities are projected to expand rapidly resulting to serious in the future atmospheric environment. Thus, detailed analysis of urban meteorology for Asian megacities is needed to prescribe optimum countermeasure for these warming. A building-resolving large eddy simulation (LES) offline coupled with an energy balance model is conducted for a highly urbanized district in central Jakarta on typical daytime hours. Six cases were considered; two cases which utilized present urban scenario and four cases represent different urban configurations in 2050. The present case was used for validation by comparison with a moving observation of wet bulb temperature (WBGT). Meteorological inputs of the other present case and four future cases were acquired from a downscaling model. The future configurations were based on representative concentration pathways (RCP) and shared socio-economic pathways (SSP). Using the standard new effective temperature (SET*), thermal comfort in urban area in Jakarta was calculated and analyzed. Construction of dense high-rise buildings can reduce SET* (thermal comfort) due to increased shading throughout the district during daytime. Near-surface winds and temperatures were affected by the projected changes in morphology. For example, homogeneous high-rise buildings (case 3 and 4) prevented cooler downdrafts thereby maintaining high potential temperature within the street canyons.

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  • Global urban climatology: a meta-analysis of air temperature trends (1960–2009) Reviewed International journal

    Varquez, A.C.G., Kanda, M.

    npj Climate and Atmospheric Science   1 ( 1 )   32   2018

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    DOI: 10.1038/s41612-018-0042-8

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  • 全球・都市の将来シナリオを考慮した都市街区の温熱環境予測—INFLUENCE OF CLIMATE CHANGE AND URBANIZATION TO FUTURE THERMAL ENVIRONMENT WITHIN A MEGACITY

    居石 貴史, Meral Yucel, Alvin C.G. Varquez, Nisrina Darmanto, 足永 靖信, 稲垣 厚至, 仲吉 信人, 神田 学

    水工学論文集 Annual journal of Hydraulic Engineering, JSCE / 土木学会水工学委員会 編   62   Ⅰ_259 - 264   2018

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  • 点熱源を考慮した高解像度全球人工排熱量の推定手法—ANTHROPOGENIC HEAT FLUX DISTRIBUTION WITH POINT SOURCES FOR GLOBAL URBAN CLIMATOLOGY

    清本 翔太, Alvin C.G. Varquez, 神田 学

    水工学論文集 Annual journal of Hydraulic Engineering, JSCE / 土木学会水工学委員会 編   63   I_1171 - 1176   2018

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  • Urban roughness parameters estimation from globally available datasets for mesoscale modeling in megacities Reviewed International journal

    Darmanto, N.S., Varquez, A.C.G., Kanda, M.

    Urban Climate   21   243 - 261   2017.9

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    DOI: 10.1016/j.uclim.2017.07.001

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  • Global anthropogenic heat flux database with high spatial resolution Reviewed International journal

    Dong, Y., Varquez, A.C.G., Kanda, M.

    Atmospheric Environment   150   276 - 294   2017.2

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    DOI: 10.1016/j.atmosenv.2016.11.040

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  • Weather Modelling of Urban Heat Island in Megacities Using Distributed Urban Parameters Derived from Global Datasets International journal

    Kawano, N., Varquez, A. C. G., Dong, Y., Kanda, M., Roth, M.

    2017.1

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  • High-resolution Satellite-derived Urban Roughness Parameters for Mesoscale Modeling in Megacities

    Darmanto N.S., Varquez, A.C.G., Kanda M.

    2017.1

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  • REPRESENTATIVE URBAN GROWING SCENARIOS FOR FUTURE CLIMATE MODELS

    61   Ⅰ_103 - 108   2017

  • REPRESENTATIVE URBAN GROWING SCENARIOS FOR FUTURE CLIMATE MODELS International journal

    VARQUEZ Alvin C.G., DARMANTO Nisrina, KAWANO Natsumi, TAKAKUWA Shun, KANDA Manabu, XIN Zhuohang

    土木学会論文集 B1(水工学)(Web)   73 ( 4 )   I_103 - I_108   2017

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    Despite increasing utilization and accuracy of models to predict the future climate and hydrology at higher resolutions, urban areas are still underrepresented. A method to determining future distribution of urban parameters in accordance with the global climate and socio-ecoonomic pathways of the future is proposed. An urban growth model was used to project the expansion of urban areas in 2050 of Jakarta. From shared socio-economic pathways (SSP), total population in the future was acquired. Using historical population distribution data, spatial distribution of population was projected until the year 2050. From empirical relationships acquired from population with nighttime lights adjustment, actual urban parameters, and GDP, futuristic urban parameters were calculated. Finally, the calculated future distribution of urban parameters was used in downscaling the future climate of Jakarta using the pseudo-global warming method.

    DOI: 10.2208/jscejhe.73.i_103

    DOI: 10.2208/jscejhe.76.2_i_103_references_DOI_PAEKG0Xpk2ZFy1oxqzfWtebTZxb

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  • Future climate prediction of urban atmosphere in a tropical megacity. International journal

    Darmanto, N.S., Varquez, A.C.G., Kanda, M.

    2016.12

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  • Construction of globally distributed urban parameters for weather model International journal

    Kawano, N., Varquez, A., Dong, Y., Yucel, M., Sueishi, T., Kanda, M., Roth, M.

    Proceedings of the Academy for Co-creative Education of Environment and Energy Science   2016.12

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  • Future climate prediction of urban atmosphere in a tropical megacity. International journal

    Darmanto, N.S., Varquez, A.C.G., Kanda, M.

    2016.12

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  • Global distribution of urban parameters derived from high-resolution global datasets for weather modelling, International journal

    Kawano, N., Varquez, A., Dong, Y., Yucel, M., Sueishi, T., Kanda, M.

    2016.12

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  • 都市気象学の体系化に向けた最近の研究から Global Urban Climatology

    VARQUEZ Alvin Christopher Galang

    水文・水資源学会誌   29 ( 5 )   313 - 325   2016.9

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  • IMPROVEMENTS OF URBAN REPRESENTATION IN WEATHER MODELS USING GLOBAL DATASETS

    YUCEL Meral, Alvin C. G. VARQUEZ, DARMANTO Nisrina, KANDA Manabu

    Journal of Japan Society of Civil Engineers, Ser. B1 (Hydraulic Engineering)   72 ( 4 )   I_91 - I_96   2016

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    Recent studies have proven the need for realistic urban representation in weather models. However, cities modeled using distributed urban parameters with updated urban parameterization are still few and limited to highly developed countries. Furthermore, real building datasets used to estimate the urban parameters are unavailable or lacking in other cities. This study was conducted to address both issues by expanding the advance weather model methodology to another megacity and utilizing global datasets to readily estimate a distribution of urban and other surface parameters. Sensitivity of the models to either real or global-estimated urban parameters was conducted; and the urban effect to a synoptic circulation over Istanbul was investigated. The simulation results for a typical summer day over Istanbul suggest that global datasets can be used as alternative to real building data for estimating distributed urban parameters.

    DOI: 10.2208/jscejhe.72.i_91

    DOI: 10.2208/jscejhe.74.5_i_1177_references_DOI_QRAOwPK8b5PinYZXi9Y6OgA9EIG

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  • GLOBAL URBAN CLIMATOLOGY —GENERAL SIMULATION FRAMEWORK FOR HEAT ISLAND ANALYSIS

    Natsumi KAWANO, Yue DONG, Meral YUCEL, Alvin C. G. VARQUEZ, Manabu KANDA

    Journal of Japan Society of Civil Engineers, Ser. B1 (Hydraulic Engineering)   72 ( 4 )   I{\_}97 - I{\_}102   2016

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    DOI: 10.2208/jscejhe.72.i_97

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  • グローバル都市気象学 -都市温暖化の汎用解析手法の提案

    河野なつ美, DONG Yue, YUCEL Meral, VARQUEZ Alvin C. G., 神田学

    土木学会論文集 B1(水工学)(Web)   72 ( 4 )   2016

  • IMPROVEMENTS OF URBAN REPRESENTATION IN WEATHER MODELS USING GLOBAL DATASETS

    Meral YUCEL, Alvin C. G. VARQUEZ, Nisrina DARMANTO, Manabu KANDA

    Journal of Japan Society of Civil Engineers, Ser. B1 (Hydraulic Engineering)   72 ( 4 )   I{\_}91 - I{\_}96   2016

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    DOI: 10.2208/jscejhe.72.i_91

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  • GLOBAL URBAN CLIMATOLOGY —GENERAL SIMULATION FRAMEWORK FOR HEAT ISLAND ANALYSIS

    KAWANO Natsumi, DONG Yue, YUCEL Meral, Alvin C. G. VARQUEZ, KANDA Manabu

    Journal of Japan Society of Civil Engineers, Ser. B1 (Hydraulic Engineering)   72 ( 4 )   I_97 - I_102   2016

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    Weather models coupled with urban parameterizations require robust and realistic urban parameter inputs such as actual building distribution. Acquiring real building parameters often require huge amount of time and money. In this study, we introduce a simplified but precise approximation of urban parameters through a readily-available, high-resolution global dataset. Regression equations were derived from the spatial relationship of global 1-km population dataset adjusted by nightlight distribution to real urban parameters in Japan and Istanbul, Turkey. These equations can readily estimate urban parameters globally. Derived global urban parameters were incorporated into a weather model to investigate urban heat island in neighboring megacities in South and Southeast Asia. UHI phenomena of 5 mega cities depended a great deal on location and climate zone of each city.

    DOI: 10.2208/jscejhe.72.i_97

    DOI: 10.2208/jscejhe.74.5_i_1177_references_DOI_WPWjMHWElvF5fhF2PfZCZ8uIxgL

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  • The Effects of Highly Detailed Urban Roughness Parameters on a Sea-Breeze Numerical Simulation Reviewed International journal

    Alvin Christopher G. Varquez, Makoto Nakayoshi, Manabu Kanda

    BOUNDARY-LAYER METEOROLOGY   154 ( 3 )   449 - 469   2015.3

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  • Implementation of the WRF-Urban Canopy Model to Istanbul,Turkey Reviewed International journal

    Yucel, M., Varquez, A. C. G., Kanda, M.

    2014.12

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  • Study on Climate Changes using Urban Parameterization and Pseudo Global Warming (PGW) Method in Kanto during Summer Season Reviewed International journal

    Kawano, N., Varquez, A. C. G., Kanda, M.

    2014.12

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  • Study on Climate Changes using Urban Parameterization and Pseudo Global Warming (PGW) Method during Summer Season Reviewed International journal

    Kawano, N., Varquez, A. C. G., Kanda, M.

    2014.11

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  • 擬似温暖化及び都市温暖化を利用した関東夏期の将来気候変化 Reviewed

    河野なつ美, Alvin C.G.Varquez, 神田 学

    2014.9

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  • Numerical investigation of summer sea breeze using updated urban aerodynamic parameters in Kanto Region Reviewed International journal

    Varquez, A.C.G., Nakayoshi, M., Kanda, M

    2014.2

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  • DATABASE OF METEOROLOGICAL URBAN GEOMETRIC PARAMETERS OF JAPAN AND EXTENSION TO GLOBAL SCALE

    真壁拓也, 仲吉信人, VARQUEZ Alvin Christopher G., 神田学

    土木学会論文集 B1(水工学)(Web)   70 ( 4 )   2014

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  • WRF APPLICATION OF HIGH RESOLUTION URBAN SURFACE PARAMETERS ON SOME MAJOR CITIES OF JAPAN

    VARQUEZ Alvin Christopher G., NAKAYOSHI Makoto, MAKABE Takuya, KANDA Manabu

    土木学会論文集 B1(水工学)(Web)   70 ( 4 )   2014

  • STAGNATION REGION OF SEA BREEZE FRONT ALONG TOKYO-NERIMA-SAITAMA LINE

    仲吉信人, 大久保洸平, C.G.VARQUEZ Alvin, 神田学, 藤原忠誠

    土木学会論文集 B1(水工学)(Web)   69 ( 4 )   I_1741 - I_1746   2013

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    This paper analyzed the behavior of sea breeze (hereafter SB) penetration to urban area in Kanto. In order to analyze SB penetration, we proposed a new method for SB-front detection using very high-resolution-geostationary satellite images, or MTSAT-2 Rapid Scan, with 1 km-spatial and 5 min.-temporal resolution. From the images, the detailed behaviors of SB were successfully visualized. For the selected SB events, the penetrations to in-land from Tokyo bay and Sagami bay were discussed using the point data of AMeDAS and Atmospheric Environmental Regional Observation System (AEROS), and also a result from the meso-scale simulation, where the important urban effects were parameterized (e.g., actual aero-thermodynamic parameters, anthropogenic heat and vapor emission). Along Tokyo-Saitama line, SB stagnation occurred in every sea breeze event. The observed higher air temperature and convergence resulted in increased vertical mixing, leading to SB stagnation.

    DOI: 10.2208/jscejhe.69.i_1741

    DOI: 10.2208/jscejhe.73.i_463_references_DOI_1ZjIqSgVg7RJnuATJmlhRv9grAc

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  • 最新の都市パラメタリゼーションを導入した集中豪雨シミュレーション—SIMULATION OF LOCALIZED HEAVY RAIN CONSIDERING THE LATEST URBAN PARAMETERIZATIONS Reviewed

    仲野 久美子, 仲吉 信人, Alvin C.G. Varquez

    水工学論文集 Annual journal of Hydraulic Engineering, JSCE / 土木学会水工学委員会 編   57   1_355 - 360   2013

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  • 東京-練馬-埼玉ラインに見られる海風よどみ領域—STAGNATION REGION OF SEA BREEZE FRONT ALONG TOKYO-NERIMA-SAITAMA LINE Reviewed

    仲吉 信人, 大久保 洸平, Alvin C.G. Varquez

    水工学論文集 Annual journal of Hydraulic Engineering, JSCE / 土木学会水工学委員会 編   57   I_1741 - 1746   2013

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  • Impact of high-resolution sea-surface temperature and latest urban parameters on localized heavy rain in Tokyo using a weather forecasting model International journal

    Kumiko Nakano, Alvin C.G. Varquez, Makoto Nakayoshi, Manabu Kanda, Takao Yoshitake, Hiroyuki Kusaka

    2012.10

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  • Tokyo localized rainfall simulation using improved urban and sea parameterized WRF-ARW Reviewed International journal

    Varquez, A.C.G., Kanda M., Nakayoshi M., Adachi S., Nakano K., Yoshikane T., Tsugawa M., Kusaka H.

    79(4pages)   2012.8

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  • Applicability of an Improved Water and Energy Teansfer Processes Model on Rapid Rainfall-Runoff Events of Toyo Urban Watersheds

    Alvin Christopher VARQUEZ AND Varquez Alvin Christopher Galang AND Kenji KOBAYASHI AND 小林 賢司 AND Manabu KANDA AND 神田 学 AND Tsuyoshi KINOUCHI AND 木内 豪

    水工学論文集(CD-ROM)   55 ( 4 )   I_25 - I_30   2011

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    This paper highlights the application of Water and Energy Transfer Processes (WEP) Model to two highly urbanized watersheds within Tokyo, Japan; Nomikawa and Meguro watershed. Major model improvements include refinement of time-resolution input rainfall data from 1 hr. to 10 min. intervals, and addition of subroutine to accommodate weir/side-weir effects and rainfall input. 2007 heavy rainfall data from Tokyo AMESH were used in Nomikawa watershed simulation. 2008 heavy rainfall data from Tokyo Metropolitan Construction Bureau were also used to simulate runoffs for Meguro watershed. The improved model was validated using comparative analysis of previous and new model using simulated river discharges and actual gauge measurements. Results show the new model simulates rapid runoffs well.

    DOI: 10.2208/jscejhe.67.i_25

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  • W-02 Preliminary Evaluation of a Transdisciplinary International Undergraduate Program in Engineering

    VARQUEZ Alvin Christopher Galang, CROSS Jeffrey S., CARLON May Kristine Jonson, ANDREWS Eden Mariquit, NAZARI Mehrdad Sadeghzadeh, CHOI Sunkyung, HANAOKA Shinya

    JSEE Annual Conference International Session Proceedings (Web)   2021   2021

  • MECHANISM OF THE URBAN HEAT ISLAND BY COMPARISON OF MULTIPLE CITIES OVER THE WORLD

    浅見真由, 仲吉信人, VARQUEZ Alvin Christopher Galang, 神田学

    日本ヒートアイランド学会全国大会   14th   2019

  • 世界28メガシティを対象とした都市構造や地理・気象条件がヒートアイランド現象に及ぼす影響評価

    浅見真由, 仲吉信人, VARQUEZ Alvin C.G., 神田学

    日本気象学会大会講演予稿集(CD-ROM)   ( 115 )   2019

  • 世界28メガシティを対象とした都市構造や地理・気候条件がヒートアイランド現象に及ぼす影響評価

    浅見真由, 仲吉信人, VARQUEZ Alvin C. G., 神田学

    土木学会年次学術講演会講演概要集(CD-ROM)   74th   2019

  • ジャカルタにおけるエアコンの健康被害軽減効果と環境影響の統合評価—Integrated Assessment of Health Damage Reduction and Environmental Impacts by Air Conditioners in Jakarta, Indonesia

    井原 智彦, 桑山 忠弘, 大棟 俊, 伊坪 徳宏, 山口 和貴, 岡田 和樹, 亀卦川 幸浩, Prihadi Setyo Darmanto, Alvin Christopher Galangc Varquez, Nisrina Setyo Darmanto, 神田 学

    エネルギー・資源学会研究発表会講演論文集   37   1 - 4   2018.6

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  • ジャカルタにおけるエアコンの健康被害軽減効果と環境影響の統合評価

    井原智彦, 桑山忠弘, 大棟俊, 伊坪徳宏, 山口和貴, 岡田和樹, 亀卦川幸浩, DARMANTO Prihadi Setyo, VARQUEZ Alvin Christopher Galangc, DARMANTO Nisrina Setyo, 神田学

    エネルギー・資源学会研究発表会講演論文集(CD-ROM)   37th   2018

  • CONSIDERATION OF TEMPERATURE RISE CAUSED BY URBANIZATION IN 28 MEGA CITIES

    浅見真由, 仲吉信人, VARQUEZ Alvin Christopher Galang, 神田学

    日本ヒートアイランド学会全国大会   13th   2018

  • ジャカルタにおける電気自動車普及によるヒートアイランド緩和ポテンシャルの評価

    山口和貴, 桑山忠弘, 井原智彦, 亀掛川幸浩, 岡田和樹, 神田学, VARQUEZ Alvin C. G., DARMANTO Nisrina S., DARMANTO Prihadi S.

    エネルギー・資源学会研究発表会講演論文集(CD-ROM)   37th   59 - 63   2018

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  • 気象・火災予測モデルWRF-Fireの市街地火災への適用

    山下晃平, VARQUEZ Alvin C.G., 神田学, 室崎益輝, 岩見達也, 坂本朗一

    日本気象学会大会講演予稿集   ( 114 )   2018

  • ANTHROPOGENIC HEAT FLUX DISTRIBUTION WITH POINT SOURCES FOR GLOBAL URBAN CLIMATOLOGY

    清本翔太, Varquez Alvin C. G., 神田学

    土木学会論文集 B1(水工学)(Web)   74 ( 5 )   I_1171 - I_1176   2018

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    Global anthropogenic heat flux (AHF) with high spatial resolution is needed to deepen understanding of climate in cities. Existing datasets require improvements in the spatial estimation of AHF. Specifically, AHF point sources of industrial facilities, power plants, or oil refineries were not detected.

     In this study, we improved the spatial estimation of AHF globally by estimating the emissions of point sources using a coupling of short-wavelength infrared data measured by satellite (VIIRS-Nightfire) with conventional top-down approach methodology. Using VIIRS-Nightfire, we have validated the location of point sources and partitioned the bulk estimates of energy consumption in Japan. Most of the detected AHF from point sources were coming from either blast furnaces or thermal power plants.

    DOI: 10.2208/jscejhe.74.5_i_1171

    DOI: 10.2208/jscejhe.76.2_i_103_references_DOI_N374bGPCdR7mbwiobeq3mXd8PCV

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  • Future population distribution of an urban agglomeration given climate change scenarios Reviewed

    Varquez, A.C.G., Takakuwa, S., Kanda, M., Xin, Z.

    Journal of Japan Society of Civil Engineers, Ser. B1 (Hydraulic Engineering)   62 ( No. 4 )   Ⅰ_223 - 228   2018

  • NUMERICAL INVESTIGATION OF ANTHROPOGENIC HEAT EMISSION IMPACTS ON LARGE ASIAN CITIES Reviewed

    Varquez, A.C.G., Kawano, N., Kanda, M., Nakayoshi, M.

    Journal of Japan Society of Civil Engineers, Ser. B1 (Hydraulic Engineering)   63 ( No. 5 )   I_1177 - 1182   2018

  • 高解像度全球人工排熱量の将来推定

    清本翔太, VARQUEZ Alvin C. G., 神田学

    日本気象学会大会講演予稿集   ( 113 )   2018

  • WRF-Fireによる火災延焼シミュレーション

    山下晃平, VARQUEZ Alvin C. G., 神田学

    日本気象学会大会講演予稿集   ( 111 )   2017

  • ジャカルタを対象としたWRFの都市キャノピースキームに関する比較実験

    岡田和樹, 亀卦川幸浩, 井原智彦, VARQUEZ Alvin C. G., 稲垣厚至, 神田学

    日本気象学会大会講演予稿集   ( 112 )   2017

  • EVALUATION OF SLEEP DISTURBANCE MITIGATION EFFECT BY INCREASE AIR CONDITIONER USE IN JAKARTA

    桑山忠弘, 前田健太郎, 亀卦川幸浩, 岡田和樹, 山口和貴, 高根雄也, 神田学, DARMANTO Nisrina Setyo, VARQUEZ Alvin Christopher Galangc, DARMANTO Prihadi Setyo, 井原智彦

    日本ヒートアイランド学会全国大会   12th   2017

  • Global Urban Climatology International journal

    Alvin Christopher Galang VARQUEZ

    JOURNAL OF JAPAN SOCIETY OF HYDROLOGY AND WATER RESOURCES   29 ( 5 )   313 - 325   2016

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    <p>&emsp;Global urban climatology (GUC) is proposed as a subfield of urban climatology. The main focus of GUC is uniform understanding of urban climates across all cities, globally. By utilizing globally applicable methodologies to quantify and compare urban heat islands of cities with diverse backgrounds, including their geography, climate, socio-demography, and other factors, a universal understanding of the mechanisms underlying the formation of the phenomenon can be established. The implementation of GUC involves the use of globally acquired historical observation networks, gridded meteorological parameters from climate models, global geographic information system datasets, the construction of a distributed urban parameter database, and the development of techniques necessary to model the urban climate. Here, the GUC concept, the pathways through which GUC assessments can be undertaken, and current implementations are discussed together with some examples of its application.</p>

    DOI: 10.3178/jjshwr.29.313

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  • The Meteorological Effects of Detailed Urban Parameter Inclusion to Weather Research and Forecasting Model on Dry Days

    Varquez Alvin Christopher Galang, Varquez Alvin Christopher

    2014.9

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    This research focuses on the improvement of urban parameters for weather models. The distribution database – derived from a combination of recently-derived parameterisation, processed urban building geometry data, and open source satellite-acquired digital elevation maps – were incorporated into the urban canopy model of the Advance Weather Research and Forecasting Model. The focus of the study is on the importance of applying large eddy simulation-derived aerodynamic parameterisation into the model. The statistics of simulated wind speeds using new parameterisation reveal better accuracy than those using conventional roughness parameters. The modified model was used to understand actual building roughness effects on wind fields. On account of the increased roughness parameter values, surface drag became more apparent at urban areas. Consequently, the simulated spatial distribution of fronts matches well with ground observations and satellite imagery. The applications of the model cover an investigation of the interaction of sea breeze circulation and urban heat island in Tokyo and other major cities.

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  • 5. Numerical Simulation and Countermeasures of Localized Rainfall in Tokyo(Interdisciplinary Approaches to Advance Environmental Science and Engineering (A Report on the Symposium of the 2011 Fall Assembly of the Meteorological Society of Japan))

    KANDA Manabu, NAKAYOSHI Makoto, VARQUEZ Alvin Christopher Galang

    61 ( 5 )   362 - 370   2014.5

  • D404 気象解析のための全日本都市幾何データベースの構築と世界への拡張可能性(大気境界層,一般口頭発表)

    真壁 拓也, 仲吉 信人, Varquez Alvin Christopher Galang, 神田 学

    大会講演予講集   105 ( 105 )   353 - 353   2014

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  • 擬似温暖化を利用した名古屋都市圏の将来気候変化

    河野なつ美, 仲吉信人, 神田学, VARQUEZ Alvin C. G., 足立幸穂, 原政之, 近藤由美

    日本気象学会大会講演予稿集   105 ( 105 )   307   2014

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  • DATABASE OF METEOROLOGICAL URBAN GEOMETRIC PARAMETERS OF JAPAN AND EXTENSION TO GLOBAL SCALE

    MAKABE Takuya, NAKAYOSHI Makoto, VARQUEZ ALVIN CHRISTOPHER GALANG, KANDA Manabu

    Journal of Japan Society of Civil Engineers, Ser. B1 (Hydraulic Engineering)   58 ( 4 )   331 - 336   2014

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    Language:Japanese   Publisher:Japan Society of Civil Engineers  

    Numerical weather prediction models for urban weather require various urban parameters such as urban geometry and anthropogenic heat emission. Preparing databases of these urban parameters is essential for better reproducibility of urban weather simulation.<br>In this paper, a database of urban geometric parameters for the whole Japan is created using a detailed building GIS. This database includes average, maximum, and standard deviation of building heights, plane and frontal area indices, roughness length for momentum, displacement height, and sky view factor. Furthermore, to expand this database to areas where detailed building GIS is not well prepared, methods of estimating the surface parameters are proposed. These methods require only a global digital elevation models and aerial imagery, which are now open to public inspection and easy to obtain. The results are compared with values derived from high-resolution building heights data.

    DOI: 10.2208/jscejhe.70.I_331

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  • WRF APPLICATION OF HIGH RESOLUTION URBAN SURFACE PARAMETERS ON SOME MAJOR CITIES OF JAPAN International journal

    VARQUEZ Alvin Christopher Galang, NAKAYOSHI Makoto, MAKABE Takuya, KANDA Manabu

    Journal of Japan Society of Civil Engineers, Ser. B1 (Hydraulic Engineering)   58 ( 4 )   175 - 180   2014

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    Numerical weather prediction models have been improved to adequately represent the growing influence of urban areas to surrounding weather. Recently, updated LES-derived empirical equations on the aero-dynamic urban surface parameters displacement height d, and roughness length for momentum z0m, have been introduced. Using a high spatial resolution d, z0m, and anthropogenic heat emission distribution, dry case simulation was conducted using Weather Research and Forecasting Model with domains covering Tokyo, Nagoya, and Osaka. It was found that default WRF generally underestimate roughness. Results were also compared with actual observations of 2 m air temperature and surface wind speed, and were found to be well represented in the model when detailed parameters were used.

    DOI: 10.2208/jscejhe.70.I_175

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  • SIMULATION OF LOCALIZED HEAVY RAIN CONSIDERING THE LATEST URBAN PARAMETERIZATIONS

    仲野久美子, 仲吉信人, VARQUEZ Alvin C. G., 神田学, 足立幸穂, 日下博幸

    土木学会論文集 B1(水工学)(Web)   69 ( 4 )   I_355 - I_360   2013

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    Language:Japanese   Publisher:Japan Society of Civil Engineers  

    Urban localized heavy rainfall has become a serious issue especially during summer in the Tokyo metropolitan area. In order to analyze its relationship with urbanization, improved urban parameters were implemented into WRF together with high spatial resolution sea surface temperature (SST). For the simulation, the aerodynamic parameters such as roughness length and displacement height were prepared using a new feedback parameterization derived from large eddy simulations of real urban morphology. Applying the new urban parameterization realized a more accurate simulation of localized heavy rainfall. The stagnation of heat and water vapor around city, and also the delay of sea breeze caused by the drag of urban geometry, increased heavy rain in Tokyo.

    DOI: 10.2208/jscejhe.69.i_355

    DOI: 10.3178/jjshwr.29.313_references_DOI_Mh49INl3IiNZtPODfz4KxyQerA

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  • 都市気象モデルにおける都市パラメータの感度解析

    足立幸穂, 日下博幸, DUDA Michael G., 神田学, VARQUEZ Alvin C. G., 仲吉信人, 津川元彦, 木村富士男

    日本気象学会大会講演予稿集   102 ( 102 )   422   2012

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Presentations

  • Modeling of near-surface PM2.5 using machine learning regression informed by a chemistry transport model: A case study in Kanto Region, Japan International conference

    Roseanne Ramos, Alvin Christopher Varquez, Maria Deandra Crisostomo Andal, Zeyu Chen, Atsushi Inagaki, Manabu Kanda

    JpGU-AGU Joint Meeting 2026  2026.5 

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    Event date: 2026.5

    Language:English   Presentation type:Poster presentation  

    Venue:Chiba  

    Fine particulate matter (PM2.5) levels are regulated globally due to their significant impact on human health. In urban environments, sensors deployed on the ground measure PM2.5 for ambient and roadside monitoring. These sensor networks often do not give sufficient measurements to report the spatial variability of ground PM2.5 concentrations in highly polluted cities for air quality management. Previous studies utilized statistical and dispersion models to obtain high-resolution maps of PM2.5 concentrations and quantify pollution levels in unsampled locations. However, these approaches were limited to ground observations and existing prediction models cannot capture the complex non-linear relationships of PM2.5 with environmental variables affecting their transport in the atmosphere. To address these gaps, we propose a machine learning (ML)-based modeling framework for estimating near-surface PM2.5 informed by an online-coupled chemical transport and meteorology model. The modeling framework considers physical and chemical processes through numerical simulations using Weather Research and Forecasting model coupled with Chemistry (WRF-Chem v4.6) and applies ML algorithms in developing a prediction model for near-surface PM2.5. WRF-Chem model utilized the combined scheme of Model for Ozone and Related Chemical Tracers (MOZART) and Model for Simulating Aerosol Interactions and Chemistry (MOSAIC), with urban grids represented by a Single Layer Urban Canopy model (SLUCM) combined with distributed urban morphological parameters, to simulate the chemical processes for the aerosol species in a 120x120 nested grid with spatial resolutions of 15km, 3km and 1.5km. Inputs for the emission sources were derived from the databases of the Japan’s Study for Reference Air Quality Modeling (J-STREAM). The prediction model was designed to be operational for regional applications, with our study site in Kanto Region of Japan. Hence, 17 features that are globally-measured operationally – aerosol optical depth (AOD), rainfall, solar radiation (solarrad), surface pressure, relative humidity (RH), temperature at 2m (T2), rolling averages of T2 (T2_prev6hrs and T2_next6hrs), wind speed, boundary layer height (BLH), surface albedo, surface emissivity, leaf area index (LAI), vegetation fraction, terrain height, anthropogenic heat emissions (AHE) and distance from the coastline – were extracted from WRF-Chem simulation outputs and were used as predictors in the ML to evaluate PM2.5. ML-based
    regression tasks were conducted using the Extreme Gradient Boosting (XGBoost) algorithm. The trained XGBoost model (with cross-validation test metrics RMSE=1.516 μg/m3, MAE=0.934 μg/m3, R2=0.989) was then applied for inference on observation variables extracted from climate reanalysis and satellite observations from the Moderate Resolution Imaging Spectrometer (MODIS) for a full year. The prediction model for near-surface PM2.5 shows that AOD, T2 and rolling averages, RH, surface pressure, LAI, BLH and wind speed were the most important predictors. In future work, the improvements on the model will comprise of additional feature engineering work on the input datasets, fine-tuning of model hyperparameters and re-evaluation of model accuracy, generalizability and transferability for application in other areas.

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  • Planetary Health and Quality of Life International conference

    Alvin Christopher Galang Varquez

    Philippine Geomatics Symposium 2025  2025.11 

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    Event date: 2025.11

    Language:English   Presentation type:Oral presentation (keynote)  

    Venue:Metro Manila  

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  • Improving prediction of PM2.5 in Metro Manila using XGBoost with Optuna hyperparameter optimization International conference

    Roseanne Ramos, Alvin Christopher Galang Varquez

    Philippine Geomatics Symposium 2025  2025.11 

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    Venue:Metro Manila  

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  • Investigating Anthropogenic Factors Influencing Kanto’s Localized Heavy Rainfall

    Zeyu CHEN, Maria Deandra ANDAL, Roseanne RAMOS, Alvin Christopher Galang VARQUEZ, Mizuo KAJINO, Prabir Kumar PATRA, Masayuki TAKIGAWA, Paul GRIFFITHS, Manabu KANDA, Natsumi KAWANO, Akio YAMAGAMI, Quang-Van DOAN

    The Meteorological Society of Japan 2025 Autumn Meeting  2025.11 

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  • Development of IAM-informed 1-km global anthropogenic heat emission scenarios International conference

    Alvin Christopher Galang Varquez

    CMIP6 seminar series 2025 # 9  2025.10 

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  • INVESTIGATING ANTHROPOGENIC FACTORS INFLUENCING KANTO’S LOCALIZED HEAVY RAINFALL

    Zeyu CHEN, Alvin Christopher Galang VARQUEZ, Maria Deandra ANDAL, Roseanne RAMOS, Mizuo KAJINO, Prabir Kumar PATRA, Masayuki TAKIGAWA, Paul GRIFFITHS, Manabu KANDA, Natsumi KAWANO, Akio YAMAGAMI, Quang-Van DOAN

    20th National Convention of the Japan Heat Island Institute  2025.9 

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  • IMPACTS OF ANTHROPOGENIC HEAT EMISSION ON GLOBAL CLIMATE UTILIZING NONHYDROSTATIC ICOSAHEDRA ATMOSPHERIC MODEL

    Pang Bo, Alvin Christopher Galang Varquez, Masuo Nakano, Makoto Nakayoshi, Yuya Takane, Do Ngoc Khanh

    日本ヒートアイランド学会第20回全国大会  2025.9 

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    Event date: 2025.9

    Language:English   Presentation type:Poster presentation  

    Venue:Kagawa  

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  • Inter-comparison of present and future urban climates of three cities considering multiple CMIP6 scenarios and urbanization International conference

    Xiao Jin, Alvin Christopher Galang Varquez, Ngoc Khanh Do, Ihara Tomohiko, Itsubo Norihiro, Manabu Kanda, Atsushi Inagaki

    12th International Conference on Urban Climate  2025.7 

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    Event date: 2025.7

    Language:English   Presentation type:Oral presentation (general)  

    Venue:Rotterdam  

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  • Effects of spatiotemporal changes in anthropogenic heat emission on 14-km resolution global climate International conference

    Alvin Christopher Galang Varquez, Masuo Nakano, Makoto Nakayoshi, Yuya Takane, Do Ngoc Khanh

    12th International Conference on Urban Climate  2025.7 

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    Event date: 2025.7

    Language:English   Presentation type:Oral presentation (general)  

    Venue:Rotterdam  

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  • Development of Dynamic Standard Effective Temperature (D-SET) for evaluation of the change in thermal comfort over time International conference

    Ryoga Hiroki, Alvin Christopher Galang Varquez, Do Ngoc Khanh, Florent Renard, Lucille Alonso, I Dewa Gede Agung Junnaedhi, Manabu Kanda, Atsushi Inagaki

    12th International Conference on Urban Climate  2025.7 

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    Event date: 2025.7

    Language:English   Presentation type:Oral presentation (general)  

    Venue:Rotterdam  

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  • Integrated assessment model-driven 1-km anthropogenic heat emission generation tool International conference

    Alvin Christopher Galang Varquez, Mitsuna Sekiya, Do Ngoc Khanh, Atsushi Inagaki, Manabu Kanda, Tomohiko Ihara, Norihiro Itsubo

    12th International Conference on Urban Climate  2025.7 

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    Event date: 2025.7

    Language:English   Presentation type:Oral presentation (general)  

    Venue:Rotterdam  

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  • Investigating the influence of distributed anthropogenic heating to simulated ozone formation International conference

    Maria Deandra Crisostomo Andal, Alvin Christopher Galang Varquez, Manabu Kanda, Shikan Nagata, Masayuki Takigawa, Prabir Kumar Patra, Paul Griffiths, Natsumi Kawano, Akio Yamakami, Quang Van Doan

    12th International Conference on Urban Climate  2025.7 

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    Event date: 2025.7

    Language:English   Presentation type:Oral presentation (general)  

    Venue:Rotterdam  

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  • Heat risk comparisons between Tokyo and Lyon on summer days of 2022 International conference

    Alvin C.G. Varquez, Janat Taerakul, Florent Renard, Lucille Alonso, Ryoga Hiroki, Yasunobu Ashie, Atsushi Inagaki, Manabu Kanda, Sunkyung Choi, Makoto Okumura, Shinya Hanaoka, Eiko Kumakura

    International Workshop on Urban Overheating  2024.7 

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    Event date: 2025.7

    Language:English   Presentation type:Oral presentation (invited, special)  

    Venue:Lyon  

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  • Preliminary investigation on the effectiveness of fan-attached jackets in improving dynamic thermal comfort International conference

    Ryoga Hiroki, Do Ngoc Khanh, Alvin Christopher Varquez, MANABU KANDA

    3rd International Seminar on Earth Sciences and Technology  2024 

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    Event date: 2024.9

    Language:English   Presentation type:Oral presentation (general)  

    Venue:Institut Teknologi Bandung  

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  • Impact of Global Warming and Urbanization on Inhabitants of Worldwide Megacities International conference

    Do Ngoc Khanh, Alvin C. G. Varquez, Manabu Kanda

    American Geophysical Union Fall Meeting 2022  2022.12 

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  • Impact of Urbanization to the Future Thermal Environment of Worldwide Megacities International conference

    Do Ngoc Khanh, Alvin C. G. Varquez, Manabu Kanda

    Asia Oceania Geosciences Society (AOGS) 19th annual meeting  2022.8 

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  • Numerical Investigation of the World's Large Urban Agglomerations Using Distributed Roughness and Anthropogenic Emissions, International conference

    Varquez, A.C.G., Kawano, N., Kanda, M., Nakayoshi, M.

    10th International Conference on Urban Climate (ICUC-10)  2018.8 

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    Venue:New York,  

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  • Weather Modeling of Megacities using Urban Parameters derived from Global Datasets International conference

    Kawano, N., Dong, Y., Varquez, A.C.G., Kanda, M.

    13th International Conference on Atmospheric Sciences and Applications to Air Quality  2015.12 

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  • Detection of Urban Environment from Landsat 8 for Mesoscale Modeling Purposes, International conference

    Darmanto, N.S., Varquez, A.C.G., Kanda, M.

    9th International Conference on Urban Climate  2015.7 

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    Event date: 2015.7

    Language:English   Presentation type:Poster presentation  

    Venue:Toulouse  

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  • Changing perspectives: Significance of long-term temperature observations in major cities International conference

    Varquez, A. C. G., Kanda, M.

    9th International Conference on Urban Climate (ICUC9) jointly with 12th Symposium on the Urban Environment  2015.7 

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    Event date: 2015.7

    Language:English   Presentation type:Oral presentation (general)  

    Venue:Toulouse  

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  • Weather Simulation of Sunny Days Using Detailed Urban Surface Parameters in Japan Major Cities International conference

    Varquez, A. C. G., Nakayoshi, M., Makabe, T., Kanda, M.

    the Academy for Co-creative Education of Environment and Energy Science  2013.12 

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    Event date: 2013.12

    Language:English   Presentation type:Oral presentation (general)  

    Venue:LA California  

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  • Applicability of WRF-ARW on Spatially Heterogeneous Urban Areas International conference

    Varquez, A., Kanda, M.

    The Asia-Oceania Top University League on Engineering - 2011  2011.10 

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    Language:English   Presentation type:Oral presentation (general)  

    Venue:Beijing  

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  • Water and EnergyProcesses (WEP) Model: Surface Runoff Modeling with Higher Time Resolution for Urban Watersheds International conference

    Varquez, A., Kobayashi, K., Kanda, M., Kinouchi, T.

    International Workshop on UrbanClimate Projection for better Adaptation Plan  2010.6 

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Awards

  • 令和6年度東工大工学教育賞 (Tokyo Tech Best Engineering Teacher Award)

    2024.9   Tokyo Institute of Technology  

    CHOI SUNKYUN, 先生, 代表者),VARQUEZ ALVIN CHRISTOPHER 准教授, SADEGHZADEH NAZARI MEHRDAD 特任講師, BOONYUBOL SASIPA 特任講師, SUWANTEEP KULTIP 助教, HEMTHAVY, PASOMPHONE 助教

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  • 1. Best Oral Presentation

    2018.9   1st International Conference on Tropical Meteorology and Atmospheric Sciences  

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  • Best International Paper Award in 61st Annual Meeting of Hydraulic Engineering

    2017   Committee on Hydroscience and Hydraulic Engineering Japan Society of Civil Engineers  

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  • Best Teacher Award for excellent contribution to GSEP

    2017   School of Engineering, School of Materials and Chemical Technology, and School of Environment and Society, Tokyo Institute of Technology  

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  • Outstanding Discussion Award in 61st Annual Meeting of Hydraulic Engineering

    2017   Committee on Hydroscience and Hydraulic Engineering Japan Society of Civil Engineers  

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  • Best International Paper Award (co-author) in 60th Annual Meeting of Hydraulic Engineering

    2016   Committee on Hydroscience and Hydraulic Engineering Japan Society of Civil Engineers  

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  • Best International Paper Award in 58th Annual Meeting of Hydraulic Engineering

    2014   Committee on Hydroscience and Hydraulic Engineering Japan Society of Civil Engineers  

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  • Rank 2 in National Licensure Examination for Civil Engineering in Philippines

    2009   Philippine Institute of Civil Engineers  

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  • Summa Cum Laude

    2008   De La Salle University – Manila  

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  • Best Presentation Nominee in 58th Annual Meeting of Hydraulic Engineering

    Committee on Hydroscience and Hydraulic Engineering Japan Society of Civil Engineers  

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Research Projects

  • Leveraging Big Data for Tourism Crisis Management: Understanding Tourism Resilience and Evacuation Behavior of Inbound Tourists

    Grant number:25K03366  2025.4 - 2030.3

    Japan Society for the Promotion of Science  Grants-in-Aid for Scientific Research  Grant-in-Aid for Scientific Research (B)

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    Grant amount:\18850000 ( Direct Cost: \14500000 、 Indirect Cost:\4350000 )

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  • GuCM: Integrated framework on multi-scale urban-centered global climate modeling

    Grant number:25K00040  2025.4 - 2028.3

    Japan Society for the Promotion of Science  Grants-in-Aid for Scientific Research  Grant-in-Aid for Scientific Research (B)

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    Grant amount:\18720000 ( Direct Cost: \14400000 、 Indirect Cost:\4320000 )

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  • Health damage reduction of air conditioners based on climate predictions and epidemiological survey analysis in cities around the world

    Grant number:23K28289  2024.4 - 2026.3

    Japan Society for the Promotion of Science  Grants-in-Aid for Scientific Research  Grant-in-Aid for Scientific Research (B)

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    Grant amount:\18590000 ( Direct Cost: \14300000 、 Indirect Cost:\4290000 )

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  • 気候変動下で激甚化する都市型水害の低減に向けた都市型豪雨のモデル精緻化と不確実性の低い予測技術の開発

    2024 - 2026

    Sponsored Research Program (Governmental)  環境研究総合推進費

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  • Global-to-Regional Urban Climate Change Assessment and Modeling (GRUCCAM)

    Grant number:21K14249  2021.4 - 2025.3

    Japan Society for the Promotion of Science  Grants-in-Aid for Scientific Research Grant-in-Aid for Early-Career Scientists  Grant-in-Aid for Early-Career Scientists

    Alvin C.G. Varquez

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    Authorship:Principal investigator 

    Grant amount:\4420000 ( Direct Cost: \3400000 、 Indirect Cost:\1020000 )

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  • メガシティ広域街区の乱流・熱予報―地球から人間まで

    Grant number:21H04573  2021.4 - 2025.3

    Japan Society for the Promotion of Science  Grants-in-Aid for Scientific Research Grant-in-Aid for Scientific Research (A)  Grant-in-Aid for Scientific Research (A)

    Manabu Kanda, Alvin C.G. Varquez, Atsushi Inagaki

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    Authorship:Coinvestigator(s) 

    Grant amount:\41990000 ( Direct Cost: \32300000 、 Indirect Cost:\9690000 )

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  • High-resolution heat-risk mapping from satellites, climate models, and big data

    Grant number:JPJSBP120213207  2021.4 - 2023.3

    Japan Society for the Promotion of Science  二国間交流事業共同研究・セミナー  Building planning and city planning-related

    Alvin C.G. Varquez, Florent Renard, Manabu Kanda, Atsushi Inagaki

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  • Global Urban Climatology

    Grant number:17H01292  2017.4 - 2021.3

    Japan Society for the Promotion of Science  Grants-in-Aid for Scientific Research Grant-in-Aid for Scientific Research (A)  Grant-in-Aid for Scientific Research (A)

    Kanda Manabu, Alvin C.G. Varquez, Atsushi Inagaki, Ryoko Oda, Makoto Nakayoshi

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    Grant amount:\43680000 ( Direct Cost: \33600000 、 Indirect Cost:\10080000 )

    Although heat Island has been ignored in the context of climate change studies due to its locality and small areal fraction, the recent Academic communities strongly suggest the importance of focusing on cities in their potential-high risks with global warming. This study extended the technological framework of urban climatology to global scale application, thereby intercomparing urban/global warming in multi-megacities. The followings are major outcomes; (1) the construction of global urban geophysical database, (2) the mechanism of urban/global warming in multi-megacities, and (3) future projection of urban/global warming in multi-megacities on the basis of different economical/ social future scenarios.

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  • 都市気象学における先進技術のアジアメガシティーへの拡張適用

    Grant number:14F04371  2014.4 - 2015.3

    日本学術振興会  科学研究費助成事業  特別研究員奨励費

    バルケズ アルビンCG

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    Grant amount:\1000000 ( Direct Cost: \1000000 )

    The research is based on the development of a new field of study called, “Global Urban Climatology”. The concept is based on the hypothesis that urban areas have a significant impact to the atmospheric environment not only in the local scale but in the regional scale as well. It relies on globally available datasets of various meteorological and geographical parameters. Firstly, using global surface temperature data from Berkeley Earth, grid-estimated and station-observed monthly surface air temperature data from the 1960s to 2000s was acquired. Trends were estimated for top 30 megacities world-wide for the years 1960 to 1984 and 1985 to 2009. The trends estimated from the stations and the trends estimated from the wider comprising grid were compared. Temperature was found to increase much faster in the stations than in the comprising grids questioning the extent of representativeness of grid-estimated surface temperature. Currently, the derived trend differences are being compared with energy consumption and trends of other meteorological parameters such as wind speed and precipitation.

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Teaching Experience

  • Geospatial data analysis for environment studies

    2020 Institution:Tokyo Institute of Technology

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  • Theory of Linear Systems

    2019 - 2020 Institution:Tokyo Institute of Technology

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  • Liberal Arts Final Report

    2018 - 2020 Institution:Tokyo Institute of Technology

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  • Ordinary Differential Equations and Physical Phenomena

    2016.4 Institution:Tokyo Institute of Technology

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  • Tokyo Tech Visionary Project

    2016.4 Institution:Tokyo Institute of Technology

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  • Atmospheric Environment in Megacities

    2016 Institution:Tokyo Institute

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  • Partial Differential Equations for Science and Engineering

    2016 Institution:Tokyo Institute of Technology

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Media Coverage

  • Workplace Report from Foreign Civil Engineers: Impressions of a foreign junior faculty in engineering Newspaper, magazine

    Japan Society of Civil Engineers  2019

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    Author:Myself 

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