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2026	Intelligence frameworks for environmental pollution assessment: a review on air and water quality monitoring systems Measurement Alok Kumar Pati, Alok Ranjan Tripathy, Sonalika Subudhi
2025	A Two-Stage Machine Learning Framework for Air Quality Prediction in Hamilton, New Zealand Environments Noor H. S. Alani, Praneel Chand, Mohammad Al-Rawi
2025	Quantum-Enhanced Attention Neural Networks for PM2.5 Concentration Prediction Modelling Tichen Huang, Yuyan Jiang, Rumeijiang Gan, Fuyu Wang
2025	A general review on the applications of machine learning to PM2.5 air pollution forecasting Machine Learning for Computational Science and Engineering Swara Patel, Manan Shah, Krishaan Patel, Mitul Prajapati
2025	2025 IEEE 5th International Conference on Smart Information Systems and Technologies (SIST) Nuray Dauletkhan, Khaled Mohamad
2025	PM2.5 concentration 7-day prediction in the Beijing–Tianjin–Hebei region using a novel stacking framework Scientific Reports Xintong Gao, Xiaohong Wang, Fuping Li, Wenhao Jiang, Meng Zhe, Jiaxing Sun, Ao Zhang, Linlin Jiao
2025	Improved Prediction of Hourly PM2.5 Concentrations with a Long Short-Term Memory Optimized by Stacking Ensemble Learning and Ant Colony Optimization Toxics Zuhan Liu, Xianping Hong
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