Forecasting the Short-Term Electric Load Considering the Influence of Air Pollution Prevention and Control Policy via a Hybrid Model

Forecasting the Short-Term Electric Load Considering the Influence of Air Pollution Prevention and Control Policy via a Hybrid Model

Since 2013, a series of air pollution prevention and control (APPC) measures have been promulgated in China for reducing the level of air pollution, which can affect regional short-term electricity power demand by changing the behavior of power users electricity consumption. This paper analyzes the...

Full description

Bibliographic Details
Main Authors:	Xueliang Li, Bingkang Li, Long Zhao, Huiru Zhao, Wanlei Xue, Sen Guo
Format:	Article
Language:	English
Published:	MDPI AG 2019-05-01
Series:	Sustainability
Subjects:	air pollution prevention and control policy short-term load forecasting BWM-GRA approach SSA-LSSVM technique
Online Access:	https://www.mdpi.com/2071-1050/11/10/2983

Similar Items

Forecasting Energy-Related CO2 Emissions Employing a Novel SSA-LSSVM Model: Considering Structural Factors in China
by: Huiru Zhao, et al.
Published: (2018-03-01)

Short Term Traffic Flow Prediction of Urban Road Using Time Varying Filtering Based Empirical Mode Decomposition
by: Yanpeng Wang, et al.
Published: (2020-03-01)

Long-term load forecasting using grey wolf optimizer-least-squares support vector machine
by: Ali, Y.M, et al.
Published: (2020)

A Short-Term Residential Load Forecasting Model Based on LSTM Recurrent Neural Network Considering Weather Features
by: Yizhen Wang, et al.
Published: (2021-05-01)

A Novel Nonlinear Combined Forecasting System for Short-Term Load Forecasting
by: Chengshi Tian, et al.
Published: (2018-03-01)

Annual Electric Load Forecasting by a Least Squares Support Vector Machine with a Fruit Fly Optimization Algorithm
by: Bao Wang, et al.
Published: (2012-11-01)

Short-term household load forecasting based on Long- and Short-term Time-series network
by: Xifeng Guo, et al.
Published: (2021-04-01)

Stacked Boosters Network Architecture for Short-Term Load Forecasting in Buildings
by: Tuukka Salmi, et al.
Published: (2020-05-01)

Integrating Long Short-Term Memory and Genetic Algorithm for Short-Term Load Forecasting
by: Arpita Samanta Santra, et al.
Published: (2019-05-01)

Short-Term Electricity Load Forecasting Model Based on EMD-GRU with Feature Selection
by: Xin Gao, et al.
Published: (2019-03-01)

Deep Ensemble Learning Model for Short-Term Load Forecasting within Active Learning Framework
by: Zengping Wang, et al.
Published: (2019-10-01)

Ultra-Short-Term Load Demand Forecast Model Framework Based on Deep Learning
by: Hongze Li, et al.
Published: (2020-09-01)

Short Term Load Forecasting Using Semi-Parametric Method and Support Vector Machines
by: Jordaan, JA, et al.
Published: (2009)

An Extensible Framework for Short-Term Holiday Load Forecasting Combining Dynamic Time Warping and LSTM Network
by: Jeffrey Gunawan, et al.
Published: (2021-01-01)

Short-Term Load Forecasting for CCHP Systems Considering the Correlation between Heating, Gas and Electrical Loads Based on Deep Learning
by: Ruijin Zhu, et al.
Published: (2019-08-01)

Computational Intelligence on Short-Term Load Forecasting: A Methodological Overview
by: Seyedeh Narjes Fallah, et al.
Published: (2019-01-01)

Past Vector Similarity for Short Term Electrical Load Forecasting at the Individual Household Level
by: Haris Mansoor, et al.
Published: (2021-01-01)

Evaluating the Effectiveness of New and Old Kinetic Energy Conversion from an Electric Power Economics Perspective: Evidence on the Shandong Province of China
by: Wanlei Xue, et al.
Published: (2019-03-01)

Short-Term Electricity Load Forecasting with Machine Learning
by: Ernesto Aguilar Madrid, et al.
Published: (2021-01-01)

Assessing Tolerance-Based Robust Short-Term Load Forecasting in Buildings
by: Juan Prieto, et al.
Published: (2013-04-01)

Multi-Step Short-Term Power Consumption Forecasting Using Multi-Channel LSTM With Time Location Considering Customer Behavior
by: Xiaorui Shao, et al.
Published: (2020-01-01)

Short-Term Wind Electric Power Forecasting Using a Novel Multi-Stage Intelligent Algorithm
by: Haoran Zhao, et al.
Published: (2018-03-01)

A Bottom-up Method for Probabilistic Short-Term Load Forecasting Based on Medium Voltage Load Patterns
by: Zhengbang Jiang, et al.
Published: (2021-01-01)

A Deep Learning Method for Short-Term Residential Load Forecasting in Smart Grid
by: Ye Hong, et al.
Published: (2020-01-01)

Least Square Regression Based Integrated Multi-Parameteric Demand Modeling for Short Term Load Forecasting
by: Irfan Ahmed Halepoto, et al.
Published: (2014-04-01)

Nearest Neighbors Time Series Forecaster Based on Phase Space Reconstruction for Short-Term Load Forecasting
by: Jose R. Cedeño González, et al.
Published: (2020-10-01)

A Two-Stage Short-Term Load Forecasting Method Using Long Short-Term Memory and Multilayer Perceptron
by: Yuhong Xie, et al.
Published: (2021-09-01)

Intraday Load Forecasts with Uncertainty
by: David Kozak, et al.
Published: (2019-05-01)

Bayesian Optimized Echo State Network Applied to Short-Term Load Forecasting
by: Gabriel Trierweiler Ribeiro, et al.
Published: (2020-05-01)

Assessing and Comparing Short Term Load Forecasting Performance
by: Pekka Koponen, et al.
Published: (2020-04-01)

Urban Saturated Power Load Analysis Based on a Novel Combined Forecasting Model
by: Huiru Zhao, et al.
Published: (2015-03-01)

Short-Term Forecasting of Loads and Wind Power for Latvian Power System: Accuracy and Capacity of the Developed Tools
by: Radziukynas V., et al.
Published: (2016-04-01)

Study on Selecting the Optimal Algorithm and the Effective Methodology to ANN-Based Short-Term Load Forecasting Model for the Southern Power Company in Vietnam
by: Manh-Hai Pham, et al.
Published: (2019-06-01)

From Load to Net Energy Forecasting: Short-Term Residential Forecasting for the Blend of Load and PV Behind the Meter
by: S. Ehsan Razavi, et al.
Published: (2020-01-01)

A short-term load forecasting model of multi-scale CNN-LSTM hybrid neural network considering the real-time electricity price
by: Xifeng Guo, et al.
Published: (2020-12-01)

Short term load forecasting: two stage modelling
by: SOARES, L. J., et al.
Published: (2009-06-01)

Short-Term Load Forecasting Using Convolutional Neural Networks in COVID-19 Context: The Romanian Case Study
by: Andrei M. Tudose, et al.
Published: (2021-07-01)

Application of Seasonal and Multivariable Grey Prediction Models for Short-Term Load Forecasting
by: Tuncay Özcan
Published: (2017-12-01)

Artificial Intelligence based accurately load forecasting system to forecast short and medium-term load demands
by: Faisal Mehmood Butt, et al.
Published: (2021-04-01)

Deep Learning-Assisted Short-Term Load Forecasting for Sustainable Management of Energy in Microgrid
by: Arash Moradzadeh, et al.
Published: (2021-02-01)

Cannot write session to /tmp/vufind_sessions/sess_3soipaagmtlngrpl0q0l0petc6