2026

• Journal   Using Advanced GeoAI-Based Ensemble Mixed Spatial Prediction Model to Estimate Ambient Ammonia, Aerosol and Air Quality Research, 26, 0
• Journal   Association between exposure to air pollution and kidney function decline, Nephrology Dialysis Transplantation, 41, 0, 112-124

2025

• Journal   Effects of feature selection methods in estimating SO2 concentration variations using machine learning and stacking ensemble approach, Environmental Technology & Innovation, 37, 103996
• Journal   Assessing 3-D variability of ultrafine particle using a Geo-AI modelling approach: A case study in Zhunan-Miaoli, Taiwan, Environmental Pollution, 383, 126879

2024

• Symposium   Utilizing Random Forest for the estimation of spatiotemporal distribution of fungal spore concentrations: a case study in Tainan city, Taiwan, The International Society for Environmental Epidemiology Asia and Western Pacific Chapter , Sabah, 馬來西亞
• Symposium   A fine resolution Geo-AI model for commute-period PM2.5 estimation and its application in healthier route planning, 2024 Asia Conference on Innovative Approaches to Enhance Healthy Indoor Environment , Tainan, 中華民國
• Symposium   以地理人工智慧評估國小學童最低PM2.5暴露之健康通勤路徑, 2024年公共衛生聯合會員大會暨學術研討會 , Taipei, 中華民國
• Journal   Geospatial artificial intelligence for estimating daytime and nighttime nitrogen dioxide concentration variations in Taiwan: A spatial prediction model, Journal of Environmental Management, 360, 121198
• Journal   Exposure estimates of PM2.5 using the land-use regression with machine learning and microenvironmental exposure models: validation and comparison, Atmospheric Environment, 318, 120209
• Journal   Explainable geospatial-artificial intelligence models for the estimation of PM2.5 concentration variation during commuting rush hours in Taiwan, ENVIRONMENTAL POLLUTION, 349, 123974
• Journal   Estimating morning and dusk commute period O3 concentration in Taiwan using a fine spatial-temporal resolution ensemble mixed spatial model with Geo-AI technology, Journal of Environmental Management, 351, 119725
• Journal   An Innovative Geo-AI Approach in Estimating High-Resolution Urban Ambient Fungal Spore Variations, Earth Systems and Environment, 10, 0, 31-44
• Journal   APOE-ε4 alleles, time-varying PM2.5 exposure and cognitive decline: Findings from a Community-based Longitudinal Study, Journal of the American Geriatrics Society, 32, 0, 1080-1092
• Journal   A machine learning-based ensemble model for estimating diurnal variations of nitrogen oxide concentrations in Taiwan, Science of The Total Environment, 916, 170209
• Journal   Non-linear association between long-term air pollution exposure and risk of metabolic dysfunction-associated steatotic liver disease, Environmental Health and Preventive Medicine, 29, 0

2023

• Symposium   he Long-Term Trend Analysis of PM2.5 Variability From 1994 to 2020 Using a Hybrid Spatial Model: A Case Study of Taichung City, Taiwan, he 28th International Symposium on Remote Sensing & The 6th Unmanned Aerial Vehicles in Geomatics , Jeju, 大韓民國(南韓)
• Symposium   The combination effects of feature selection and machine learning on SO2 spatiotemporal estimation: a case study in Kaohsiung, Taiwan, 35th Annual Conference of International Society for Environmental Epidemiology, Kaohsiung, 中華民國
• Symposium   Impact of The Level 3 Alert Brought by COVID-19 on Fine Particulate Matter of an Industrial City in Taiwan Using a Land-use Based Machine Learning Model, The 28th International Symposium on Remote Sensing & The 6th Unmanned Aerial Vehicles in Geomatics, Jeju, 大韓民國(南韓)
• Symposium   Geo-AI prediction model on estimating spatiotemporal variation of PM2.5 concentrations in morning and evening rush hours- A case study in Taipei metropolitan, Taiwan. 2023 Asian Conference on Remote Sensing (ACRS2023), Taipei, 中華民國
• Symposium   Commuter route planning for elementary school children considering multiple air pollution exposures, The 28th International Symposium on Remote Sensing & The 6th Unmanned Aerial Vehicles in Geomatics , Jeju, 大韓民國(南韓)
• Symposium   A novel Geo-Al based hybrid spatial model for estimating Nitrogen Oxides concentration variation in Taiwan, The 28th International Symposium on Remote Sensing & The 6th Unmanned Aerial Vehicles in Geomatics, Jeju, 大韓民國(南韓)
• Symposium   2023. Nitrogen Dioxide Variation During Commuting Periods Under The COVID-19 Epidemic Prevention Policies in Taiwan, The 28th International Symposium on Remote Sensing & The 6th Unmanned Aerial Vehicles in Geomatics, Jeju, 大韓民國(南韓)
• Symposium   結合電信信令人口資料與地理人工智慧技術動態評估PM2.5日夜暴露差異-以台北都會區為例, 2023年公共衛生聯合會員大會暨學術研討會, Taipei, 中華民國
• Journal   Evaluating long-term variation of WBGT with a high spatiotemporal resolution in large areas through land-use based machine learning model, Journal of Exposure Science and Environmental Epidemiology, 0, 0
• Journal   Estimating the daily average concentration variations of PCDD/Fs in Taiwan using a novel Geo-AI based ensemble mixed spatial model, JOURNAL OF HAZARDOUS MATERIALS, 458, 131859
• Journal   An ensemble mixed spatial model in estimating long-term and diurnal variations of PM2.5 in Taiwan, Science of The Total Environment, 866, 161336
• Journal   A Geo-AI-based ensemble mixed spatial prediction model with fine spatial-temporal resolution for estimating daytime/nighttime/daily average ozone concentrations variations in Taiwan, JOURNAL OF HAZARDOUS MATERIALS, 446, 130749

2022

• Symposium   Using Land-use Regression and Machine Learning Algorithm to Estimate Daily and Diurnal Variations of PM2.5 for the Past Two Decades, 2021 Conference on Fine Particulate Matter, Pingtung, 中華民國
• Symposium   Using Land-use Regression and Machine Learning Algorithm to Estimate Daily and Diurnal Variations of PM2.5 for the Past Two Decades, 2021 Conference on Fine Particulate Matter, Pingtung, 中華民國
• Symposium   Using Land-Use Regression and XGboost in Estimating Heavy Metal Concentration Variations in Petrochemical Industrial Parks at High Spatiotemporal Resolution, The 12th Asian Aerosol Conference, Taipei, Taiwan, Taipei, 中華民國
• Symposium   Effects of heavy metal constitutes of PM2.5 on dementia in an industrialized city based on a spatial mixed prediction model approach for exposure assessment, International Society for Environmental Epidemiology Asia and Western Pacific Chapter & International Society for Exposure Science Asia Chapter Joint Conference 2022, Singapore, 新加坡共和國
• Symposium   結合土地利用資訊與機器學習演算法推估長期大範圍綜合溫度熱指數之變化, 2022年臺灣地理資訊學會年會暨學術研討會, Taipei, 中華民國
• Symposium   結合土地利用資訊與機器學習演算法推估長期大範圍綜合溫度熱指數之變化, 2022年臺灣地理資訊學會年會暨學術研討會, Taipei, 中華民國
• Symposium   發展空間混合集成學習模型推估通勤時間空氣污染濃度時空分布─以臭氧為例, 第40屆測量及空間資訊研討會, Taichung , 中華民國
• Symposium   發展空間混合集成學習模型以推估通勤時間空氣汙染濃度時空分布-以二氧化氮為例, 2022年臺灣地理資訊學會年會暨學術研討會, Taipei, 中華民國
• Symposium   台灣新冠肺炎因應政策對臭氧濃度之影響, 2022年公共衛生聯合會員大會暨學術研討會, Taipei, 中華民國
• Symposium   利用空間混合集成學習模型推估工業區PM2.5於COVID-19期間白天與夜間之濃度變化, 2022年公共衛生聯合會員大會暨學術研討會, Taipei, 中華民國
• Journal   Examining the benefits of greenness on reducing suicide mortality rate: A global ecological study, Frontiers in Public Health, 10, 902480
• Journal   An alternative approach for estimating large-area indoor PM2.5 concentration – A case study of schools, BUILDING AND ENVIRONMENT, 219, 109249
• Journal   A mixed spatial prediction model in estimating spatiotemporal variations in benzene concentrations in Taiwan, Chemosphere , 301, 134758

2021

• Symposium   Land-use Regression Coupled with Machine Learning Algorithms for Estimating Benzene Concentration Variation: A Case Study in the Main island of Taiwan, 2021 Conference on Indoor Environmental Quality, Health, Infection Prevention and Intelligent Living in Asia, Tainan, 中華民國
• Symposium   Indoor PM2.5 Levels Estimation by Using Low-Cost Sensors with Land-Use Regression Integrated XGBoost Approach, 2021 Conference on Indoor Environmental Quality Health, Infection Prevention and Intelligent Living in Asia, Tainan, 中華民國
• Symposium   以混合式土地利用迴歸建立台灣本島臭氧濃度之高時空解析度推估模型, 第39屆測量及空間資訊研討會 , New Taipei City, 中華民國
• Journal   Using land-use machine learning models to estimate daily NO2 concentration variations in Taiwan., Journal of Cleaner Production, 317, 128411
• Journal   Using a Land Use Regression Model with Machine Learning to Estimate Ground Level PM2.5, ENVIRONMENTAL POLLUTION, 277, 116846
• Journal   Development of an Integrated Model for NO_2 Variation Prediction in Kaohsiung Metropolis Using Land-Use Regression and XGBoost, 航測及遙測學刊, 26, 1
• Journal   Incorporating Land-Use Regression into Machine Learning Algorithms in Estimating the Spatial-Temporal Variation of Carbon Monoxide in Taiwan, Environmental Modelling & Software, 139, 104996

2020

• Symposium   結合土地利用迴歸與機械學習演算法發展二氧化氮之高時空解析度推估模型, 2020年公共衛生聯合年會, Taipei, 中華民國
• Symposium   結合土地利用與機械學習演算法發展PM2.5之高時空推估模型, 2020年台灣地理資訊學會年會暨學術研討會, Tainan, 中華民國
• Journal   用地理加權迴歸進行台北都會區二氧化氮之模擬分析, 航測及遙測學刊, 25, 1

2019

• Symposium   A hybrid kriging-LUR model to assess NO2 variability in Taiwan, 16th International Conference on Urban Health, Xiamen, 大陸地區
• Symposium   A Neural Network-Based Land Use Regression Model to Estimate Spatial-Temporal Variability of Nitrogen Dioxide, The 40th Asian Conference on Remote Sensing, Daejeon, 大韓民國(南韓)