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Seasonal synergistic management of urban heat island effect and PM2.5 pollution

Insights from interpretable LightGBM-SHAP machine learning model

Bibliographic Data

ID11370977
AuthorsQiqi Liu (0000-0002-1534-0919, Nanjing Forestry University), Tian Hang (0009-0004-0842-688X), Hang Tian (0000-0002-0293-1744, Seoul National University, corresponding author)
Year2026
Volume116
Pages108129
Publication date2026-01-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueEnvironmental Impact Assessment Review (JOURNAL)
Journal identifiersISSN: 0195-9255 • E-ISSN: 1873-6432
PublisherElsevier BV (PUBLISHER)
DOI10.1016/j.eiar.2025.108129
OpenAlexW4413499189
LanguageEN
Citations received7
References cited95

Environmental planning · Geography · Meteorology · Urban heat island · Air Quality Monitoring and Forecasting · Climate Change and Health Impacts · Environmental Science · Urban Heat Island Mitigation · Ecology · Pollution

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    Open Access•Min Wang, Zhenhua Tan et al.•Sustainable Cities and Society•2026

  • Estimating the causal effects of landscape interventions on urban thermal environments using generalized random forests

    Open Access•Qi Wang, Qi Jun Wang et al.•Sustainable Cities and Society•2026

  • Co-Pollutant and Meteorological Predictors of Urban Benzene Variability Across Environmental Settings

    Open Access•Ivan Bešlić, Timea Bezdan et al.•Urban Science•2026

  • Seasonal patterns of urban dry islands and their synchronous variations with surface urban heat islands across Chinese cities

    Open Access•Haoran Ma, Kangning Li et al.•Environmental Impact Assessment…•2026

  • Advancing climate justice for vulnerable groups

    Open Access•Qiqi Liu, Tian Hang et al.•Sustainable Cities and Society•2026

  • Multi-scenario prediction of future urban heat islands

    Open Access•Yunhao Fang, Zunling Zhu•Sustainable Cities and Society•2026

  • Dynamics of landscape and thermal environments with cool town development and implications for migration-related tourism and responsible planning

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  • Encyclopedia of Quality of Life and Well-Being Research

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  • The 30 m annual land cover dataset and its dynamics in China from 1990 to 2019

    Open Access•Jie Yang, Xin Huang•Earth System Science Data•2021

  • An extended time series (2000–2018) of global NPP-Viirs-like nighttime light data from a cross-sensor calibration

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  • Effects of urban planning indicators on urban heat island

    Open Access•Pingying Lin, Stephen Siu Yu Lau et al.•Landscape and Urban Planning•2017

  • The influential factors of urban PM2.5 concentrations in China

    Open Access•Yu Hao, Yiming Liu et al.•Journal of Cleaner Production•2016

  • Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead

    Open Access•Cynthia Rudin•Nature Machine Intelligence•2019

  • Reconstructing 1-km-resolution high-quality PM2.5 data records from 2000 to 2018 in China

    Open Access•Jing Wei, Zhanqing Li et al.•Remote Sensing of Environment•2021

  • A review on the human health impact of airborne particulate matter

    Open Access•Ki‐hyun Kim, Ehsanul Kabir et al.•Environment International•2015

  • On the linkage between urban heat island and urban pollution island

    Open Access•Giulia Ulpiani•The Science of The Total…•2021

  • Exploring the cooling intensity of green cover on urban heat island

    Open Access•Ao Wang, Yan Dai et al.•Sustainable Cities and Society•2025

  • Multi-objective optimization of green roof spatial layout in high-density urban areas—A case study of Xiamen Island, China

    Open Access•Jing Dong, Ruonan Guo et al.•Sustainable Cities and Society•2024

  • Investigating the attribution of urban thermal environment changes under background climate and anthropogenic exploitation scenarios

    Open Access•Jiayi Ren, Jun Yang et al.•Sustainable Cities and Society•2024

  • Synergistic cooling effects (SCEs) of urban green-blue spaces on local thermal environment

    Open Access•Dachuan Shi, Jiyun Song et al.•Sustainable Cities and Society•2020

  • Urban form and air pollution disperse

    Open Access•Junyan Yang, Beixiang Shi et al.•Sustainable Cities and Society•2020

  • Mountains block and seas move

    Open Access•Zhiqi Zhao, Zhi‐Qi Zhao et al.•Sustainable Cities and Society•2024

  • Potential grading refrigeration system? Based on urban agglomeration thermal environment analysis perspective

    Open Access•Shi Qiu, Chenglong Xu et al.•Sustainable Cities and Society•2023

  • PM2.5 reduces the daytime/nighttime urban heat island intensity over mainland China

    Open Access•Zihao Feng, Xuhong Wang et al.•Sustainable Cities and Society•2025

  • Identifying localized heat zones in urban heat islands from a hill and saddle perspective

    Open Access•Wenbo Yu, Jun Yang et al.•Sustainable Cities and Society•2025

  • Reassessing urban heat exposure inequity

    Open Access•Qiqi Liu, Tian Hang•Sustainable Cities and Society•2025

  • Combined effects of urban forests on land surface temperature and PM2.5 pollution in the winter and summer

    Open Access•Wei Cao, Cao Wei et al.•Sustainable Cities and Society•2024

  • Investigating the impact of urban landscape composition and configuration on PM2.5 concentration under the LCZ scheme

    Open Access•Haiou Yang, Qingming Leng et al.•Sustainable Cities and Society•2022

  • The socioeconomic factors influencing the PM2.5 levels of 160 cities in China

    Open Access•Wenli Li, Guangfei Yang et al.•Sustainable Cities and Society•2022

  • Quantifying morphology evolutions of urban heat islands and assessing their heat exposure in a metropolis

    Open Access•Haiyue Zhao, Yan Fang et al.•Sustainable Cities and Society•2024

  • Mono- and polycentric urban spatial structure and PM2.5 concentrations

    Open Access•Shuaishuai Han, Bindong Sun et al.•Habitat International•2020

  • Mortality attributable to ambient PM2.5 pollution in China's aging population

    Open Access•Lei Wan, Hilary Bambrick et al.•Environmental Impact Assessment…•2025

  • Decoding spatial patterns of urban thermal comfort

    Open Access•Chunguang Hu, Hui Zeng•Environmental Impact Assessment…•2025

  • Using green infrastructure to improve urban air quality (GI4AQ)

    Open Access•C Nick Hewitt, Kirsti Ashworth et al.•AMBIO•2020

Unique citing works7
Citations per year7
Citation span2026 - 2026 (1)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 5

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