Artificial intelligence technologies for forecasting air pollution and human health: a narrative review

S Subramaniam, N Raju, A Ganesan, N Rajavel… - Sustainability, 2022 - mdpi.com
Air pollution is a major issue all over the world because of its impacts on the environment
and human beings. The present review discussed the sources and impacts of pollutants on …

Garbage in, garbage out: mitigating risks and maximizing benefits of AI in research

B Hanson, S Stall, J Cutcher-Gershenfeld… - Nature, 2023 - nature.com
Artificial-intelligence tools are transforming data-driven science—better ethical standards
and more robust data curation are needed to fuel the boom and prevent a bust. Components …

[HTML][HTML] COPD deaths attributable to ozone in 2019 and future projections using the WHO AQG 2021 in urban China

M Yao, Y Hu, A Zhang, JS Ji, B Zhao - Eco-Environment & Health, 2022 - Elsevier
Chronic obstructive pulmonary disease (COPD) is an epidemic in China. Ozone is a
possible risk factor of COPD, with ozone concentrations increasing in China, despite air …

[HTML][HTML] A new ChatGPT-empowered, easy-to-use machine learning paradigm for environmental science

H An, X Li, Y Huang, W Wang, Y Wu, L Liu… - Eco-Environment & …, 2024 - Elsevier
The quantity and complexity of environmental data show exponential growth in recent years.
High-quality big data analysis is critical for performing a sophisticated characterization of the …

Inequalities in air pollution exposure and attributable mortality in a low carbon future

CL Reddington, ST Turnock, L Conibear… - Earth's …, 2023 - Wiley Online Library
Understanding the costs and benefits of climate change mitigation and adaptation options is
crucial to justify and prioritize future decarbonization pathways to achieve net zero. Here, we …

The contribution of emission sources to the future air pollution disease burden in China

L Conibear, CL Reddington, BJ Silver… - Environmental …, 2022 - iopscience.iop.org
Air pollution exposure is a leading public health problem in China. Despite recent air quality
improvements, fine particulate matter (PM 2.5) exposure remains large, the associated …

Emission sector impacts on air quality and public health in China from 2010 to 2020

L Conibear, CL Reddington, BJ Silver, Y Chen… - …, 2022 - Wiley Online Library
Anthropogenic emissions and ambient fine particulate matter (PM2. 5) concentrations have
declined in recent years across China. However, PM2. 5 exposure remains high, ozone (O3) …

[HTML][HTML] Causal-Inference Machine Learning Reveals the Drivers of China's 2022 Ozone Rebound

L Wang, B Chen, J Ouyang, Y Mu, L Zhen… - Environmental Science …, 2025 - Elsevier
Ground-level ozone concentrations rebounded significantly across China in 2022,
challenging air quality management and public health. Identifying the drivers of this rebound …

Emulation of a chemical transport model to assess air quality under future emission scenarios for the southwest of western Australia

S Vander Hoorn, JS Johnson, K Murray, R Smit… - Atmosphere, 2022 - mdpi.com
Simulation outputs from chemical transport models (CTMs) are essential to plan effective air
quality policies. A key strength of these models is their ability to separate out source-specific …

Uncertainty quantification in reduced‐order gas‐phase atmospheric chemistry modeling using ensemble SINDy

L Guo, X Yang, Z Zheng, N Riemer… - Journal of Geophysical …, 2024 - Wiley Online Library
Uncertainty quantification during atmospheric chemistry modeling is computationally
expensive as it typically requires a large number of simulations using complex models. As …