Multivariate Time Series Forecasting with Dilated Residual Convolutional Neural Networks for Urban Air Quality Prediction

2021 ◽  
Author(s):  
Meriem Benhaddi ◽  
Jamal Ouarzazi
Keyword(s):  
Neural Networks ◽  
Time Series ◽  
Air Quality ◽  
Convolutional Neural Networks ◽  
Multivariate Time Series ◽  
Urban Air Quality ◽  
Time Series Forecasting ◽  
Urban Air ◽  
Quality Prediction ◽  
Air Quality Prediction

scholarly journals Research on Urban Air Quality Prediction Based on Ensemble Learning of XGBoost

2020 ◽  
Vol 165 ◽  
pp. 02014
Author(s):  
Haotian Jing ◽  
Yingchun Wang
Keyword(s):  
Air Quality ◽  
Rapid Development ◽  
Absolute Error ◽  
Urban Air Quality ◽  
Urban Air ◽  
Quality Prediction ◽  
Prediction Ability ◽  
Air Quality Prediction ◽  
Pollutant Concentrations ◽  
Air Quality Assessment

In recent years, with the rapid development of China’s economy and the continuous improvement of people’s quality of life, air pollution caused by a large amount of energy consumption has become increasingly serious. Air quality index (AQI) has become an important basis to measure air quality. At present, the research on air quality assessment and prediction methods has become increasingly active at home and abroad, which is of great significance to guide people’s production and life. In this paper, Taking Shijiazhuang, Hebei Province as an example and using the XGBoost model of the machine learning ensemble algorithm, regression fitting was performed on the six pollutant concentrations that currently mainly affect air quality, and the hourly prediction of AQI was achieved.The trained model has lower mean absolute error (MAE) and higher correlation coefficient (R-square), which improves the prediction ability of urban air quality prediction, provides a new idea for urban air quality prediction, and has a broad application prospect in the future urban air quality prediction.

scholarly journals A time series forecasting based multi-criteria methodology for air quality prediction

2021 ◽  
Vol 113 ◽  
pp. 107850
Author(s):  
Raquel Espinosa ◽  
José Palma ◽  
Fernando Jiménez ◽  
Joanna Kamińska ◽  
Guido Sciavicco ◽  
...  
Keyword(s):  
Time Series ◽  
Air Quality ◽  
Time Series Forecasting ◽  
Quality Prediction ◽  
Air Quality Prediction

Multivariate time series modelling for urban air quality

Urban Climate ◽  
2021 ◽  
Vol 37 ◽  
pp. 100834
Author(s):  
Hajar Hajmohammadi ◽  
Benjamin Heydecker
Keyword(s):  
Time Series ◽  
Air Quality ◽  
Multivariate Time Series ◽  
Urban Air Quality ◽  
Urban Air ◽  
Time Series Modelling
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