Prediction of Ambient PM2.5 Chemical Components in Southern California Using Machine Learning

No abstract is available for this paper.

• Publication year

  2025

• Venue

  Atmospheric Environment: X

• Publication date

  2025-09-01

• Fields of study

  Not labeled

• Identifiers
  DOI 10.1016/j.aeaoa.2025.100372
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Source apportionment of PM10 based on offline chemical speciation data at 24 European sites

  2025cited by this paper
• PM2.5 pollution characteristics, drivers, and regional transport during different pollution levels in Linyi, China: An integrated PMF-ML-SHAP framework and transport models.

  2025cited by this paper
• Overlooked Contribution of Salt Lake Emissions: A Case Study of Dust Deposition From the Qinghai‐Xizang Plateau

  2025cited by this paper
• PM2.5 and heavy metals in urban and agro-industrial areas: health risk assessment considerations

  2024cited by this paper
• An air quality and boundary layer dynamics analysis of the Los Angeles basin area during the Southwest Urban NOx and VOCs Experiment (SUNVEx)

  2024cited by this paper
• Advanced instrumental approaches for chemical characterization of indoor particulate matter

  2021cited by this paper
• An ensemble-based model of PM2.5 concentration across the contiguous United States with high spatiotemporal resolution.

  2019cited by this paper
• Space-time trends of PM2.5 constituents in the conterminous United States estimated by a machine learning approach, 2005-2015.

  2018cited by this paper
• Estimating PM2.5 Concentrations in the Conterminous United States Using the Random Forest Approach.

  2017cited by this paper
• The contribution of outdoor air pollution sources to premature mortality on a global scale

  2015cited by this paper
• Mass reconstruction methods for PM2.5: a review

  2015cited by this paper
• U.S. National PM2.5 Chemical Speciation Monitoring Networks—CSN and IMPROVE: Description of networks

  2014cited by this paper
• Long-term source apportionment of ambient fine particulate matter (PM2.5) in the Los Angeles Basin: a focus on emissions reduction from vehicular sources.

  2014cited by this paper
• The carcinogenicity of outdoor air pollution.

  2013cited by this paper
• Attributing health effects to apportioned components and sources of particulate matter: An evaluation of collective results

  2011cited by this paper
• Influence of chemical weathering and aging of iron oxides on the potential iron solubility of Saharan dust during simulated atmospheric processing

  2011cited by this paper
• Particulate Matter Air Pollution and Cardiovascular Disease: An Update to the Scientific Statement From the American Heart Association

  2010cited by this paper
• Evolution of Organic Aerosols in the Atmosphere

  2009cited by this paper
• Summertime PM 2.5 ionic species in four major cities of China: nitrate formation in an ammonia-deficient atmosphere

  2008cited by this paper
• The Role of Particle Composition on the Association Between PM2.5 and Mortality

  2008cited by this paper
• Ubiquity and dominance of oxygenated species in organic aerosols in anthropogenically‐influenced Northern Hemisphere midlatitudes

  2007cited by this paper
• Daily variation in the properties of urban ultrafine aerosol—Part I: Physical characterization and volatility

  2007cited by this paper
• Chemical and microphysical characterization of ambient aerosols with the aerodyne aerosol mass spectrometer.

  2007cited by this paper
• Health Effects of Fine Particulate Air Pollution: Lines that Connect

  2006cited by this paper
• Seasonal and spatial variability of the size‐resolved chemical composition of particulate matter (PM10) in the Los Angeles Basin

  2005cited by this paper
• The National Morbidity, Mortality, and Air Pollution Study

  2005cited by this paper
• Atmospheric aerosols: composition, transformation, climate and health effects.

  2005cited by this paper
• Size and composition distribution of atmospheric particles in southern California

  1999cited by this paper
• Changing concentration, lifetime and climate forcing of atmospheric methane

  1998cited by this paper
• Role of mineral aerosol as a reactive surface in the global troposphere

  1996cited by this paper
• Air pollutant transport in a coastal environment—II. Three-dimensional simulations over Los Angeles basin

  1995cited by this paper

• No citing papers are available for this paper.