Revealing Drivers of Haze Pollution by Explainable Machine Learning
Published 2022 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Revealing Drivers of Haze Pollution by Explainable Machine Learning
Authors
Keywords
-
Journal
Environmental Science & Technology Letters
Volume 9, Issue 2, Pages 112-119
Publisher
American Chemical Society (ACS)
Online
2022-01-05
DOI
10.1021/acs.estlett.1c00865
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Impacts of meteorology and emission variations on the heavy air pollution episode in North China around the 2020 Spring Festival
- (2021) Wenbo Xue et al. Science China-Earth Sciences
- Abrupt but smaller than expected changes in surface air quality attributable to COVID-19 lockdowns
- (2021) Zongbo Shi et al. Science Advances
- Impacts of primary emissions and secondary aerosol formation on air pollution in an urban area of China during the COVID-19 lockdown
- (2021) Jie Tian et al. ENVIRONMENT INTERNATIONAL
- Why it makes sense that increased PM2.5 was correlated with anthropogenic combustion-derived water
- (2021) Philip K. Hopke et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Responses in PM2.5 and its chemical components to typical unfavorable meteorological events in the suburban area of Tianjin, China
- (2021) Min Shao et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Persistent high PM2.5 pollution driven by unfavorable meteorological conditions during the COVID-19 lockdown period in the Beijing-Tianjin-Hebei region, China
- (2021) Ishaq Dimeji Sulaymon et al. ENVIRONMENTAL RESEARCH
- Spring Festival and COVID‐19 Lockdown: Disentangling PM Sources in Major Chinese Cities
- (2021) Qili Dai et al. GEOPHYSICAL RESEARCH LETTERS
- From COVID-19 to future electrification: Assessing traffic impacts on air quality by a machine-learning model
- (2021) Jiani Yang et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Enhanced formation of secondary organic aerosol from photochemical oxidation during the COVID-19 lockdown in a background site in Northwest China
- (2021) Haobin Zhong et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Source sector and fuel contributions to ambient PM2.5 and attributable mortality across multiple spatial scales
- (2021) Erin E. McDuffie et al. Nature Communications
- The state of science on severe air pollution episodes: Quantitative and qualitative analysis
- (2021) Lidia Morawska et al. ENVIRONMENT INTERNATIONAL
- Haze episodes before and during the COVID-19 shutdown in Tianjin, China: Contribution of fireworks and residential burning
- (2021) Qili Dai et al. ENVIRONMENTAL POLLUTION
- Explainable deep learning predictions for illness risk of mental disorders in Nanjing, China
- (2021) Ce Wang et al. ENVIRONMENTAL RESEARCH
- Impact of meteorological condition changes on air quality and particulate chemical composition during the COVID-19 lockdown
- (2021) Jing Ding et al. Journal of Environmental Sciences-China
- Persistent heavy winter nitrate pollution driven by increased photochemical oxidants in northern China
- (2020) Xiao Fu et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Shedding Light On “Black Box” Machine Learning Models for Predicting the Reactivity of HO• Radicals toward Organic Compounds
- (2020) Shifa Zhong et al. CHEMICAL ENGINEERING JOURNAL
- Dispersion Normalized PMF Provides Insights into the Significant Changes in Source Contributions to PM2.5 after the COVID-19 Outbreak
- (2020) Qili Dai et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Field Determination of Nitrate Formation Pathway in Winter Beijing
- (2020) Xiaorui Chen et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Puzzling Haze Events in China During the Coronavirus (COVID‐19) Shutdown
- (2020) Yunhua Chang et al. GEOPHYSICAL RESEARCH LETTERS
- Unexpected air pollution with marked emission reductions during the COVID-19 outbreak in China
- (2020) Tianhao Le et al. SCIENCE
- Enhanced secondary pollution offset reduction of primary emissions during COVID-19 lockdown in China
- (2020) Xin Huang et al. National Science Review
- Failure mode and effects analysis of RC members based on machine-learning-based SHapley Additive exPlanations (SHAP) approach
- (2020) Sujith Mangalathu et al. ENGINEERING STRUCTURES
- Significant changes in the chemical compositions and sources of PM2.5 in Wuhan since the city lockdown as COVID-19
- (2020) Huang Zheng et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Source–Receptor Relationship Revealed by the Halted Traffic and Aggravated Haze in Beijing during the COVID-19 Lockdown
- (2020) Zhaofeng Lv et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Enhancing the Evaluation and Interpretability of Data-Driven Air Quality Models
- (2020) Jiajun Gu et al. ATMOSPHERIC ENVIRONMENT
- Air humidity affects secondary aerosol formation in different pathways
- (2020) Jing Ding et al. SCIENCE OF THE TOTAL ENVIRONMENT
- The impact of meteorological changes from 2013 to 2017 on PM2.5 mass reduction in key regions in China
- (2019) Xiaoye Zhang et al. Science China-Earth Sciences
- Fast Photochemistry in Wintertime Haze: Consequences for Pollution Mitigation Strategies
- (2019) Keding Lu et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Drivers of improved PM2.5 air quality in China from 2013 to 2017
- (2019) Qiang Zhang et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Aerosol Liquid Water Driven by Anthropogenic Inorganic Salts: Implying Its Key Role in Haze Formation over the North China Plain
- (2018) Zhijun Wu et al. Environmental Science & Technology Letters
- Global estimates of mortality associated with long-term exposure to outdoor fine particulate matter
- (2018) Richard Burnett et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Explainable machine-learning predictions for the prevention of hypoxaemia during surgery
- (2018) Scott M. Lundberg et al. Nature Biomedical Engineering
- Residential coal combustion as a source of primary sulfate in Xi'an, China
- (2018) Qili Dai et al. ATMOSPHERIC ENVIRONMENT
- Using meteorological normalisation to detect interventions in air quality time series
- (2018) Stuart K. Grange et al. SCIENCE OF THE TOTAL ENVIRONMENT
- High N2O5 Concentrations Observed in Urban Beijing: Implications of a Large Nitrate Formation Pathway
- (2017) Haichao Wang et al. Environmental Science & Technology Letters
- Aerosol and boundary-layer interactions and impact on air quality
- (2017) Zhanqing Li et al. National Science Review
- Episode-Based Evolution Pattern Analysis of Haze Pollution: Method Development and Results from Beijing, China
- (2016) Guangjie Zheng et al. ENVIRONMENTAL SCIENCE & TECHNOLOGY
- Persistent sulfate formation from London Fog to Chinese haze
- (2016) Gehui Wang et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- NOAA’s HYSPLIT Atmospheric Transport and Dispersion Modeling System
- (2015) A. F. Stein et al. BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY
- On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation
- (2015) Sebastian Bach et al. PLoS One
- The impact of relative humidity on aerosol composition and evolution processes during wintertime in Beijing, China
- (2013) Yele Sun et al. ATMOSPHERIC ENVIRONMENT
- Explaining prediction models and individual predictions with feature contributions
- (2013) Erik Štrumbelj et al. KNOWLEDGE AND INFORMATION SYSTEMS
- Empirical comparison of tree ensemble variable importance measures
- (2010) Lidia Auret et al. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS
- Seasonal and diurnal variations of organic carbon in PM2.5in Beijing and the estimation of secondary organic carbon
- (2009) Peng Lin et al. JOURNAL OF GEOPHYSICAL RESEARCH
Publish scientific posters with Peeref
Peeref publishes scientific posters from all research disciplines. Our Diamond Open Access policy means free access to content and no publication fees for authors.
Learn MoreFind the ideal target journal for your manuscript
Explore over 38,000 international journals covering a vast array of academic fields.
Search