Identifying low-PM2.5 exposure commuting routes for cyclists through modeling with the random forest algorithm based on low-cost sensor measurements in three Asian cities

被引:0
|
作者
Wu, Tzong-Gang [1 ,2 ]
Chen, Yan-Da [1 ,3 ]
Chen, Bang-Hua [4 ]
Harada, Kouji H. [3 ]
Lee, Kiyoung [5 ]
Deng, Furong [6 ]
Rood, Mark J. [7 ]
Chen, Chu-Chih [8 ]
Tran, Cong-Thanh [9 ,10 ]
Chien, Kuo-Liong [10 ]
Wen, Tzai-Hung [11 ]
Wu, Chang-Fu [1 ,2 ]
机构
[1] Institute of Environmental and Occupational Health Sciences, College of Public Health, National Taiwan University, No. 17, Xuzhou Rd, Taipei,10055, Taiwan
[2] Innovation and Policy Center for Population Health and Sustainable Environment, College of Public Health, National Taiwan University, No. 17, Xuzhou Rd, Taipei,10055, Taiwan
[3] Department of Health and Environmental Sciences, Kyoto University Graduate School of Medicine, Kyoto University, Yoshida-konoe-cho, Sakyo-ku, Kyoto,606-8501, Japan
[4] Institute of Occupational Medicine and Industrial Hygiene, College of Public Health, National Taiwan University, No. 17, Xuzhou Rd, Taipei,10055, Taiwan
[5] Department of Environmental Health Sciences, Graduate School of Public Health, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul,08826, Korea, Republic of
[6] Department of Occupational and Environmental Health Sciences, School of Public Health, Peking University, No. 38 Xueyuan Road, Beijing,100191, China
[7] Department of Civil and Environmental Engineering, University of Illinois, 205 N. Mathews Ave., Urbana,IL,61801, United States
[8] Division of Biostatistics and Bioinformatics, Institute of Population Health Sciences, National Health Research Institutes, 35, Keyan Road, Miaoli County, Zhunan Town,35053, Taiwan
[9] University of Science, Vietnam National University Ho Chi Minh City, 227 Nguyen Van Cu Street, Dist. 5, Ho Chi Minh City, Viet Nam
[10] Institute of Epidemiology and Preventive Medicine, National Taiwan University, No. 17, Xuzhou Rd, Taipei,10055, Taiwan
[11] Department of Geography, National Taiwan University, No. 1, Sec. 4, Roosevelt Road, Taipei,10617, Taiwan
关键词
All Open Access; Bronze;
D O I
暂无
中图分类号
学科分类号
摘要
Land use
引用
收藏
相关论文
共 4 条
  • [1] Identifying low-PM2.5 exposure commuting routes for cyclists through modeling with the random forest algorithm based on low-cost sensor measurements in three Asian cities
    Wu, Tzong-Gang
    Chen, Yan-Da
    Chen, Bang-Hua
    Harada, Kouji H.
    Lee, Kiyoung
    Deng, Furong
    Rood, Mark J.
    Chen, Chu-Chih
    Tran, Cong-Thanh
    Chien, Kuo-Liong
    Wen, Tzai-Hung
    Wu, Chang-Fu
    ENVIRONMENTAL POLLUTION, 2022, 294
  • [2] Publicly available low-cost sensor measurements for PM2.5 exposure modeling: Guidance for monitor deployment and data selection
    Bi, Jianzhao
    Carmona, Nancy
    Blanco, Magali N.
    Gassett, Amanda J.
    Seto, Edmund
    Szpiro, Adam A.
    V. Larson, Timothy
    Sampson, Paul D.
    Kaufman, Joel D.
    Sheppard, Lianne
    ENVIRONMENT INTERNATIONAL, 2022, 158
  • [3] Incorporating Low-Cost Sensor Measurements into High-Resolution PM2.5 Modeling at a Large Spatial Scale
    Bi, Jianzhao
    Wildani, Avani
    Chang, Howard H.
    Liu, Yang
    ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2020, 54 (04) : 2152 - 2162
  • [4] Beyond air pollution at home: Assessment of personal exposure to PM2.5 using activity-based travel demand model and low-cost air sensor network data
    Lu, Yougeng
    ENVIRONMENTAL RESEARCH, 2021, 201