Air quality index prediction using an effective hybrid deep learning model

N Sarkar, R Gupta, PK Keserwani, MC Govil - Environmental Pollution, 2022 - Elsevier
Environmentalism has become an intrinsic part of everyday life. One of the greatest
challenge to the environment's long-term existence is the air pollution. Delhi, the capital of …

Air quality improvement and optimisation using machine learning technique

R Veeranjaneyulu, S Boopathi… - … on Advances in …, 2023 - ieeexplore.ieee.org
Due to the increased use of automobiles, the manufacturing industry, and the emission of
pollutants from other human activities, air pollution has risen above the expected safety …

Supervised Machine Learning Approaches for Predicting Key Pollutants and for the Sustainable Enhancement of Urban Air Quality: A Systematic Review

I Essamlali, H Nhaila, M El Khaili - Sustainability, 2024 - mdpi.com
Urban air pollution is a pressing global issue driven by factors such as swift urbanization,
population expansion, and heightened industrial activities. To address this challenge, the …

AI‐and IoT‐based hybrid model for air quality prediction in a smart city with network assistance

A Kataria, V Puri - IET Networks, 2022 - Wiley Online Library
Air pollution is one of the biggest concerns in the world but it has not been paid much
attention in developing countries. It is necessary to design models and methods to …

A comparative analysis of linear regression, neural networks and random forest regression for predicting air ozone employing soft sensor models

Z Zhou, C Qiu, Y Zhang - Scientific Reports, 2023 - nature.com
The proposed methodology presents a comprehensive analysis of soft sensor modeling
techniques for air ozone prediction. We compare the performance of three different modeling …

Air quality prediction-a study using neural network based approach

RS Suri, AK Jain, NR Kapoor, A Kumar… - Journal of Soft …, 2023 - jsoftcivil.com
India is the 7th largest country by area and 2nd most populated country in the world. The
reports prepared by IQAir revels that India is 3rd most polluted country after Bangladesh and …

A novel coupled optimization prediction model for air quality

Q Shao, J Chen, T Jiang - IEEE Access, 2023 - ieeexplore.ieee.org
PM2. 5 is a significant pollutant that negatively affects atmospheric environmental
sustainability, and accurate prediction of its concentration is crucial. Most existing prediction …

Enhanced Air Quality Prediction through Spatio-temporal Feature Sxtraction and Fusion: A Self-tuning Hybrid Approach with GCN and GRU

B Liu, Z Qi, L Gao - Water, Air, & Soil Pollution, 2024 - Springer
Accurate prediction of air quality change is essential for air pollution control and human daily
mobility. Due to the strong spatial and temporal correlation of air quality changes, existing air …

[HTML][HTML] Are cities ready to synergise climate neutrality and air quality efforts?

G Ulpiani, E Pisoni, J Bastos, F Monforti-Ferrario… - Sustainable Cities and …, 2024 - Elsevier
This study investigates the alignment of climate change mitigation with air quality initiatives
in 362 (mostly European) cities eligible under the Climate-Neutral and Smart Cities Mission …

Estimation of ground-level NO and its spatiotemporal variations in China using GEMS measurements and a nested machine learning model

N Ahmad, C Lin, AKH Lau, J Kim… - Atmospheric …, 2024 - acp.copernicus.org
The major link between satellite-derived vertical column densities (VCDs) of nitrogen
dioxide (NO 2) and ground-level concentrations is theoretically the NO 2 mixing height …