Deep learning for air quality forecasts: a review
Q Liao, M Zhu, L Wu, X Pan, X Tang, Z Wang - Current Pollution Reports, 2020 - Springer
Air pollution is one of major environmental issues in the twenty-first century due to global
industrialization and urbanization. Its mitigation necessitates accurate air quality forecasts …
industrialization and urbanization. Its mitigation necessitates accurate air quality forecasts …
Forecasting air pollution particulate matter (PM2. 5) using machine learning regression models
From the past few decades, it has been observed that the urbanization and industrialization
are expanding in the developed nations and are confronting the overwhelming air …
are expanding in the developed nations and are confronting the overwhelming air …
Adaptive deep learning-based air quality prediction model using the most relevant spatial-temporal relations
Air pollution has become an extremely serious problem, with particulate matter having a
significantly greater impact on human health than other contaminants. The small diameter of …
significantly greater impact on human health than other contaminants. The small diameter of …
An air quality prediction model based on improved Vanilla LSTM with multichannel input and multiroute output
W Fang, R Zhu, JCW Lin - Expert systems with applications, 2023 - Elsevier
Long short-term memory (LSTM), especially vanilla LSTM (VLSTM), has been widely used in
air quality prediction field. However, VLSTM has many more parameters, thereby making …
air quality prediction field. However, VLSTM has many more parameters, thereby making …
Forecasting air pollutant concentration using a novel spatiotemporal deep learning model based on clustering, feature selection and empirical wavelet transform
J Kim, X Wang, C Kang, J Yu, P Li - Science of the Total Environment, 2021 - Elsevier
Accurate forecasting of air pollutant concentration is of great importance since it is an
essential part of the early warning system. However, it still remains a challenge due to the …
essential part of the early warning system. However, it still remains a challenge due to the …
A combined forecasting system based on multi-objective optimization and feature extraction strategy for hourly PM2. 5 concentration
J Wang, R Wang, Z Li - Applied Soft Computing, 2022 - Elsevier
Accurate hourly PM 2.5 concentration prediction plays a key role in air quality monitoring
and controlling system, especially when severe haze occurs frequently. A PM 2.5 hourly …
and controlling system, especially when severe haze occurs frequently. A PM 2.5 hourly …
Forecasting air pollution load in Delhi using data analysis tools
The enormity of air pollution has always been a matter of concern due to rapid development
and urbanization over a long period. The increasing level of pollutants in ambient air in 2016 …
and urbanization over a long period. The increasing level of pollutants in ambient air in 2016 …
Urban air quality index forecasting using multivariate convolutional neural network based customized stacked long short-term memory model
S Dey - Process Safety and Environmental Protection, 2024 - Elsevier
In the context of increasing urban pollution and its adverse health effects, this study focuses
on enhancing the air quality prediction model by forecasting future concentrations of various …
on enhancing the air quality prediction model by forecasting future concentrations of various …
Air pollution prediction as a source for decision making framework in medical diagnosis
V Lovkin, A Oliinyk, Y Lukashenko - CEUR Workshop Proceedings, 2021 - elibrary.ru
The problem of air pollution prediction is presented in the paper. It is considered regarding
complex problem of creation of decision making framework in medical diagnosis. Therefore …
complex problem of creation of decision making framework in medical diagnosis. Therefore …
[PDF][PDF] Exploitation of Advanced Deep Learning Methods and Feature Modeling for Air Quality Prediction.
SN Parthiban, P Amudha… - Revue d'Intelligence …, 2022 - researchgate.net
Accepted: 18 December 2022 Air pollution is a major issue because Particulate Matter (PM)
has a substantially higher effect on human health than other pollutants. Air Quality (AQ) …
has a substantially higher effect on human health than other pollutants. Air Quality (AQ) …