Assessing the 2023 Canadian wildfire smoke impact in Northeastern US: Air quality, exposure and environmental justice

The Canadian wildfires in June 2023 significantly impacted the northeastern United States, particularly in terms of worsened air pollution and environmental justice concerns. While advancements have been made in low-cost sensor deployments and satellite observations of atmospheric composition, integrating dynamic human mobility with wildfire PM2.5 exposure to fully understand the environmental justice implications remains underinvestigated. This study aims to enhance the accuracy of estimating ground-level fine particulate matter (PM2.5) concentrations by fusing chemical transport model outputs with empirical observations, estimating exposures using human mobility data, and evaluating the impact of environmental justice. Employing a novel data fusion technique, the study combines the Weather Research and Forecasting model with Chemistry (WRF-Chem) outputs and surface PM2.5 measurements, providing a more accurate estimation of PM2.5 distribution. The study addresses the gap in traditional exposure assessments by incorporating human mobility data and further investigates the spatial correlation of PM2.5 levels with various environmental and demographic factors from the US Environmental Protection Agency (EPA) Environmental Justice Screening and Mapping Tool (EJScreen). Results reveal that despite reduced mobility during high PM2.5 levels from wildfire smoke, exposure for both residents and individuals on the move remains high. Regions already burdened with high environmental pollution levels face amplified PM2.5 effects from wildfire smoke. Furthermore, we observed mixed correlations between PM2.5 concentrations and various demographic and socioeconomic factors, indicating complex exposure patterns across communities. Urban areas, in particular, experience persistent high exposure, while significant correlations in rural areas with EJScreen factors highlight the unique vulnerabilities of these populations to smoke exposure. These results advocate for a comprehensive approach to environmental health that leverages advanced models, integrates human mobility data, and addresses socio-demographic disparities, contributing to the development of equitable strategies against the growing threat of wildfires.

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Work Title Assessing the 2023 Canadian wildfire smoke impact in Northeastern US: Air quality, exposure and environmental justice
Access
Open Access
Creators
  1. Manzhu Yu
  2. Shiyan Zhang
  3. Huan Ning
  4. Zhenlong Li
  5. Kai Zhang
Keyword
  1. Canadian wildfire 2023
  2. Wildfire smoke
  3. Mobility-based exposure
  4. Environmental justice
License In Copyright (Rights Reserved)
Work Type Article
Publisher
  1. Science of the Total Environment
Publication Date March 22, 2024
Publisher Identifier (DOI)
  1. https://doi.org/10.1016/j.scitotenv.2024.171853
Deposited June 09, 2025

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Version 1
published

  • Created
  • Added 1-s2.0-S004896972401996X-main.pdf
  • Added Creator Manzhu Yu
  • Added Creator Shiyan Zhang
  • Added Creator Huan Ning
  • Added Creator Zhenlong Li
  • Added Creator Kai Zhang
  • Published
  • Updated
  • Updated Keyword, Publication Date Show Changes
    Keyword
    • Canadian wildfire 2023 , Wildfire smoke , Mobility-based exposure , Environmental justice
    Publication Date
    • 2024-01-01
    • 2024-03-22