Air pollution concentration forecasting based on wavelet transform and combined weighting forecasting model

Intelligent modeling strategies for forecasting air quality time series: A review

(2021) Hui Liu et al.   APPLIED SOFT COMPUTING

Multi-Horizon Air Pollution Forecasting with Deep Neural Networks

(2021) Mirche Arsov et al.   SENSORS

A novel robust reweighted multivariate grey model for forecasting the greenhouse gas emissions

(2021) Ming Xie et al.   JOURNAL OF CLEANER PRODUCTION

PM2.5 concentration forecasting at surface monitoring sites using GRU neural network based on empirical mode decomposition

(2021) Guoyan Huang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Forecasting the concentration of sulfur dioxide in Beijing using a novel grey interval model with oscillation sequence

(2021) Bo Zeng et al.   Journal of Cleaner Production

Aircraft-based observation of gaseous pollutants in the lower troposphere over the Beijing-Tianjin-Hebei region

(2021) Ruojie Zhao et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Development of Multiple Linear Regression for Particulate Matter (PM10) Forecasting during Episodic Transboundary Haze Event in Malaysia

(2020) Samsuri Abdullah et al.   Atmosphere

A new combined model based on multi-objective salp swarm optimization for wind speed forecasting

(2020) Zishu Cheng et al.   APPLIED SOFT COMPUTING

A novel electrical net-load forecasting model based on deep neural networks and wavelet transform integration

(2020) Mohammadali Alipour et al.   ENERGY

Air quality forecasting using artificial neural networks with real time dynamic error correction in highly polluted regions

(2020) Shivang Agarwal et al.   SCIENCE OF THE TOTAL ENVIRONMENT

County-level variation in the long-term association between PM2.5 and lung cancer mortality in China

(2020) Ning Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A novel hybrid model based on combined preprocessing method and advanced optimization algorithm for power load forecasting

(2020) Ying Nie et al.   APPLIED SOFT COMPUTING

Forecast of biofuel production and consumption in top CO2 emitting countries using a novel grey model

(2020) Saad Ahmed Javed et al.   JOURNAL OF CLEANER PRODUCTION

Data multi-scale decomposition strategies for air pollution forecasting: A comprehensive review

(2020) Hui Liu et al.   JOURNAL OF CLEANER PRODUCTION

An EMD-SVR model for short-term prediction of ship motion using mirror symmetry and SVR algorithms to eliminate EMD boundary effect

(2020) Zhihong Nie et al.   OCEAN ENGINEERING

Air Pollution Prediction with Multi-Modal Data and Deep Neural Networks

(2020) Jovan Kalajdjieski et al.   Remote Sensing

CNNpred: CNN-based stock market prediction using a diverse set of variables

(2019) Ehsan Hoseinzade et al.   EXPERT SYSTEMS WITH APPLICATIONS

An ensemble long short-term memory neural network for hourly PM2.5 concentration forecasting

(2019) Yun Bai et al.   CHEMOSPHERE

An intelligent hybrid model for air pollutant concentrations forecasting: Case of Beijing in China

(2019) Hui Liu et al.   Sustainable Cities and Society

Research and application of the hybrid forecasting model based on secondary denoising and multi-objective optimization for air pollution early warning system

(2019) Jianzhou Wang et al.   JOURNAL OF CLEANER PRODUCTION

Constructing a PM2.5 concentration prediction model by combining auto-encoder with Bi-LSTM neural networks

(2019) Bo Zhang et al.   ENVIRONMENTAL MODELLING & SOFTWARE

A hybrid air quality early-warning framework: An hourly forecasting model with online sequential extreme learning machines and empirical mode decomposition algorithms

(2019) Ekta Sharma et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Optimal Forecast Combination Based on Neural Networks for Time Series Forecasting

(2018) Lin Wang et al.   APPLIED SOFT COMPUTING

Application of uncertainty and sensitivity analysis to the air quality SHERPA modelling tool

(2018) E. Pisoni et al.   ATMOSPHERIC ENVIRONMENT

A novel regression imputation framework for Tehran air pollution monitoring network using outputs from WRF and CAMx models

(2018) Hossein Shahbazi et al.   ATMOSPHERIC ENVIRONMENT

Period-aware content attention RNNs for time series forecasting with missing values

(2018) Yagmur Gizem Cinar et al.   NEUROCOMPUTING

Source apportionment of PM 2.5 for 25 Chinese provincial capitals and municipalities using a source-oriented Community Multiscale Air Quality model

(2018) Xue Qiao et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Trend analysis and forecast of PM2.5 in Fuzhou, China using the ARIMA model

(2018) Lanyi Zhang et al.   ECOLOGICAL INDICATORS

Mortality and morbidity due to exposure to ambient particulate matter

(2018) Mohammad Miri et al.   ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY

A combination model with variable weight optimization for short-term electrical load forecasting

(2018) Wei-Qin Li et al.   ENERGY

A hybrid model based on convolutional neural networks and long short-term memory for ozone concentration prediction

(2018) Unjin Pak et al.   Air Quality Atmosphere and Health

Long short-term memory neural network for air pollutant concentration predictions: Method development and evaluation

(2017) Xiang Li et al.   ENVIRONMENTAL POLLUTION

Research and application of a hybrid model based on dynamic fuzzy synthetic evaluation for establishing air quality forecasting and early warning system: A case study in China

(2017) Yunzhen Xu et al.   ENVIRONMENTAL POLLUTION

Red tide time series forecasting by combining ARIMA and deep belief network

(2017) Mengjiao Qin et al.   KNOWLEDGE-BASED SYSTEMS

Enhanced transport-related air pollution prediction through a novel metamodel approach

(2017) Mario Catalano et al.   TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT

Urban air quality forecasting based on multi-dimensional collaborative Support Vector Regression (SVR): A case study of Beijing-Tianjin-Shijiazhuang

(2017) Bing-Chun Liu et al.   PLoS One

Prediction of particulate matter at street level using artificial neural networks coupling with chaotic particle swarm optimization algorithm

(2014) Hong-di He et al.   BUILDING AND ENVIRONMENT

Economic crisis detected from space: Air quality observations over Athens/Greece

(2013) M. Vrekoussis et al.   GEOPHYSICAL RESEARCH LETTERS

Time series analysis and forecasting for air pollution in small urban area: an SARIMA and factor analysis approach

(2013) Snezhana Georgieva Gocheva-Ilieva et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Impact of realistic hourly emissions profiles on air pollutants concentrations modelled with CHIMERE

(2011) Laurent Menut et al.   ATMOSPHERIC ENVIRONMENT