Air pollution prediction with machine learning: a case study of Indian cities

K Kumar, BP Pande - International Journal of Environmental Science and …, 2023 - Springer
The survival of mankind cannot be imagined without air. Consistent developments in almost
all realms of modern human society affected the health of the air adversely. Daily industrial …

Machine learning algorithms in air quality modeling

A Masih - Global Journal of Environmental Science and …, 2019 - gjesm.net
Modern studies in the field of environment science and engineering show that deterministic
models struggle to capture the relationship between the concentration of atmospheric …

A novel method for improving air pollution prediction based on machine learning approaches: a case study applied to the capital city of Tehran

MR Delavar, A Gholami, GR Shiran, Y Rashidi… - … International Journal of …, 2019 - mdpi.com
Environmental pollution has mainly been attributed to urbanization and industrial
developments across the globe. Air pollution has been marked as one of the major problems …

[PDF][PDF] Air quality prediction: Big data and machine learning approaches

GK Kang, JZ Gao, S Chiao, S Lu, G Xie - Int. J. Environ. Sci. Dev, 2018 - academia.edu
Monitoring and preserving air quality has become one of the most essential activities in
many industrial and urban areas today. The quality of air is adversely affected due to various …

A machine learning model for air quality prediction for smart cities

U Mahalingam, K Elangovan, H Dobhal… - 2019 International …, 2019 - ieeexplore.ieee.org
Air quality of a certain region can be used as one of the major factor determining pollution
index also how well the city's industries and population is managed. Urban air quality …

Estimation of air pollution in Delhi using machine learning techniques

C Srivastava, S Singh, AP Singh - … International Conference on …, 2018 - ieeexplore.ieee.org
Urban air pollution prediction becomes an indispensable alternative to curb its detrimental
consequences. Numerous machine learning techniques have been adopted to forecast the …

[HTML][HTML] Air Quality Index prediction using machine learning for Ahmedabad city

NN Maltare, S Vahora - Digital Chemical Engineering, 2023 - Elsevier
Prediction of air pollution index may help in traffic routing and identifying serious pollutants.
Modeling of the complex relationships between these variables by sophisticated methods in …

Impact of air pollutants on climate change and prediction of air quality index using machine learning models

G Ravindiran, S Rajamanickam… - Environmental …, 2023 - Elsevier
The impact of air pollution in Chennai metropolitan city, a southern Indian coastal city was
examined to predict the Air Quality Index (AQI). Regular monitoring and prediction of the Air …

Identifying pollution sources and predicting urban air quality using ensemble learning methods

KP Singh, S Gupta, P Rai - Atmospheric Environment, 2013 - Elsevier
In this study, principal components analysis (PCA) was performed to identify air pollution
sources and tree based ensemble learning models were constructed to predict the urban air …

[HTML][HTML] Air quality prediction by machine learning models: A predictive study on the indian coastal city of Visakhapatnam

G Ravindiran, G Hayder, K Kanagarathinam… - Chemosphere, 2023 - Elsevier
Clean air is critical component for health and survival of human and wildlife, as atmospheric
pollution is associated with a number of significant diseases including cancer. However, due …