A review on emerging artificial intelligence (AI) techniques for air pollution forecasting: Fundamentals, application and performance
Accurate air quality forecasting is critical for systematic pollution control as well as public
health and wellness. Most of the traditional forecasting techniques have shown inconsistent …
health and wellness. Most of the traditional forecasting techniques have shown inconsistent …
Machine learning approaches for outdoor air quality modelling: A systematic review
Y Rybarczyk, R Zalakeviciute - Applied Sciences, 2018 - mdpi.com
Current studies show that traditional deterministic models tend to struggle to capture the non-
linear relationship between the concentration of air pollutants and their sources of emission …
linear relationship between the concentration of air pollutants and their sources of emission …
Application of XGBoost algorithm in hourly PM2. 5 concentration prediction
B Pan - IOP conference series: earth and environmental …, 2018 - iopscience.iop.org
In view of prediction techniques of hourly PM2. 5 concentration in China, this paper applied
the XGBoost (Extreme Gradient Boosting) algorithm to predict hourly PM2. 5 concentration …
the XGBoost (Extreme Gradient Boosting) algorithm to predict hourly PM2. 5 concentration …
Financial distress prediction: The case of French small and medium-sized firms
Financial distress prediction is a central issue in empirical finance that has drawn a lot of
research interests in the literature. This paper aims to predict the financial distress of French …
research interests in the literature. This paper aims to predict the financial distress of French …
Daily PM2. 5 concentration prediction based on principal component analysis and LSSVM optimized by cuckoo search algorithm
W Sun, J Sun - Journal of environmental management, 2017 - Elsevier
Increased attention has been paid to PM 2.5 pollution in China. Due to its detrimental effects
on environment and health, it is important to establish a PM 2.5 concentration forecasting …
on environment and health, it is important to establish a PM 2.5 concentration forecasting …
Daily air quality index forecasting with hybrid models: A case in China
S Zhu, X Lian, H Liu, J Hu, Y Wang, J Che - Environmental pollution, 2017 - Elsevier
Air quality is closely related to quality of life. Air pollution forecasting plays a vital role in air
pollution warnings and controlling. However, it is difficult to attain accurate forecasts for air …
pollution warnings and controlling. However, it is difficult to attain accurate forecasts for air …
Time series based air pollution forecasting using SARIMA and prophet model
Air pollution severely affects many countries around the world causing serious health effects
or death. Increasing dependency on fossil fuels through the last century has been …
or death. Increasing dependency on fossil fuels through the last century has been …
EDTA functionalized magnetic biochar for Pb (II) removal: Adsorption performance, mechanism and SVM model prediction
M Li, D Wei, T Liu, Y Liu, L Yan, Q Wei, B Du… - Separation and …, 2019 - Elsevier
It is beneficial to establish a rapid prediction approach of sorption by considering various
operating variables that can greatly reduce workload and minimize operational costs. In the …
operating variables that can greatly reduce workload and minimize operational costs. In the …
A novel method for improving air pollution prediction based on machine learning approaches: a case study applied to the capital city of Tehran
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 …
developments across the globe. Air pollution has been marked as one of the major problems …
Modeling and forecasting energy consumption for heterogeneous buildings using a physical–statistical approach
X Lü, T Lu, CJ Kibert, M Viljanen - Applied Energy, 2015 - Elsevier
Energy consumption forecasting is a critical and necessary input to planning and controlling
energy usage in the building sector which accounts for 40% of the world's energy use and …
energy usage in the building sector which accounts for 40% of the world's energy use and …