A Hybrid Short-Term Building Electrical Load Forecasting Model Combining the Periodic Pattern, Fuzzy System, and Wavelet Transform

International Journal of Fuzzy Systems ◽

10.1007/s40815-019-00783-y ◽

2020 ◽

Vol 22 (1) ◽

pp. 156-171 ◽

Author(s):

Chengdong Li ◽

Minjia Tang ◽

Guiqing Zhang ◽

Ruiqi Wang ◽

Chongyi Tian

Keyword(s):

Wavelet Transform ◽

Fuzzy System ◽

Load Forecasting ◽

Periodic Pattern ◽

Forecasting Model ◽

Electrical Load ◽

Model Combining ◽

Electrical Load Forecasting

Download Full-text

Wavelet transform and neural networks for short-term electrical load forecasting

Energy Conversion and Management ◽

10.1016/s0196-8904(00)00035-2 ◽

2000 ◽

Vol 41 (18) ◽

pp. 1975-1988 ◽

Author(s):

S.J Yao ◽

Y.H Song ◽

L.Z Zhang ◽

X.Y Cheng

Keyword(s):

Neural Networks ◽

Wavelet Transform ◽

Load Forecasting ◽

Electrical Load ◽

Electrical Load Forecasting

Download Full-text

Optimum input sequence size for a sliding window-based LSTM neural network used in short-term electrical load forecasting

10.1109/telfor52709.2021.9653206 ◽

2021 ◽

Author(s):

Vladimir Urosevic ◽

Sonja Dimitrijevic

Keyword(s):

Neural Network ◽

Load Forecasting ◽

Input Sequence ◽

Sliding Window ◽

Electrical Load ◽

Electrical Load Forecasting ◽

Download Full-text

LSTM-based short-term electrical load forecasting framework with improved input feature space

10.1109/ict-pep53949.2021.9600923 ◽

2021 ◽

Author(s):

Abhishek Sharma ◽

Sachin Kumar Jain

Keyword(s):

Load Forecasting ◽

Feature Space ◽

Electrical Load ◽

Input Feature ◽

Electrical Load Forecasting

Download Full-text

Research and Application of Hybrid Forecasting Model Based on an Optimal Feature Selection System—A Case Study on Electrical Load Forecasting

Energies ◽

10.3390/en10040490 ◽

2017 ◽

Vol 10 (4) ◽

pp. 490 ◽

Author(s):

Yunxuan Dong ◽

Jianzhou Wang ◽

Chen Wang ◽

Zhenhai Guo

Keyword(s):

Load Forecasting ◽

Forecasting Model ◽

Selection System ◽

Electrical Load ◽

System A ◽

Hybrid Forecasting ◽

Electrical Load Forecasting ◽

Optimal Feature Selection ◽

Optimal Feature

Download Full-text

Teaching–Learning-Based Functional Link Artificial Neural Network for Short-Term Electrical Load Forecasting

International Conference on Intelligent Computing and Smart Communication 2019 - Algorithms for Intelligent Systems ◽

10.1007/978-981-15-0633-8_42 ◽

2019 ◽

pp. 433-450

Author(s):

Rudra Narayan Pandey ◽

Sarat Mishra ◽

Sudhansu Kumar Mishra

Keyword(s):

Neural Network ◽

Artificial Neural Network ◽

Load Forecasting ◽

Electrical Load ◽

Functional Link ◽

Electrical Load Forecasting ◽

Artificial Neural ◽

Teaching Learning

Download Full-text

Short-term electrical load forecasting using predictive machine learning models

2016 IEEE Annual India Conference (INDICON) ◽

10.1109/indicon.2016.7839103 ◽

2016 ◽

Author(s):

Karun P Warrior ◽

M Shrenik ◽

Nimish Soni

Keyword(s):

Machine Learning ◽

Load Forecasting ◽

Electrical Load ◽

Learning Models ◽

Electrical Load Forecasting ◽

Machine Learning Models

Download Full-text

Short-term electrical load forecasting using hybrid ANN–DE and wavelet transforms approach

Electrical Engineering ◽

10.1007/s00202-018-0743-3 ◽

2018 ◽

Vol 100 (4) ◽

pp. 2755-2763 ◽

Author(s):

Surender Reddy Salkuti

Keyword(s):

Wavelet Transforms ◽

Load Forecasting ◽

Electrical Load ◽

Electrical Load Forecasting

Download Full-text

Theory-guided deep-learning for electrical load forecasting (TgDLF) via ensemble long short-term memory

Advances in Applied Energy ◽

10.1016/j.adapen.2020.100004 ◽

2021 ◽

Vol 1 ◽

pp. 100004

Author(s):

Yuntian Chen ◽

Dongxiao Zhang

Keyword(s):

Deep Learning ◽

Short Term Memory ◽

Load Forecasting ◽

Electrical Load ◽

Term Memory ◽

Electrical Load Forecasting ◽

Long Short Term Memory

Download Full-text

Long-Short-Term Memory Network Based Hybrid Model for Short-Term Electrical Load Forecasting

Information ◽

10.3390/info9070165 ◽

2018 ◽

Vol 9 (7) ◽

pp. 165 ◽

Author(s):

Liwen Xu ◽

Chengdong Li ◽

Xiuying Xie ◽

Guiqing Zhang

Keyword(s):

Hybrid Model ◽

Short Term Memory ◽

Load Forecasting ◽

Electrical Load ◽

Term Memory ◽

Memory Network ◽

Electrical Load Forecasting ◽

Long Short Term Memory

Download Full-text

Support vector machines for short-term electrical load forecasting

International Journal of Energy Research ◽

10.1002/er.787 ◽

2002 ◽

Vol 26 (4) ◽

pp. 335-345 ◽

Author(s):

Mohamed Mohandes

Keyword(s):

Support Vector Machines ◽

Load Forecasting ◽

Support Vector ◽

Electrical Load ◽

Vector Machines ◽

Electrical Load Forecasting

Download Full-text