A novel hybrid model based on least square support vector machine and weight coefficients optimization: A case study of short-term electric load forecasting

Yachen Wang; Yi Yang; Caihong Li; Yanhua Chen; Lian Li

doi:10.1063/1.4979817

A novel hybrid model based on least square support vector machine and weight coefficients optimization: A case study of short-term electric load forecasting

Journal of Renewable and Sustainable Energy ◽

10.1063/1.4979817 ◽

2017 ◽

Vol 9 (2) ◽

pp. 025504 ◽

Cited By ~ 2

Author(s):

Yachen Wang ◽

Yi Yang ◽

Caihong Li ◽

Yanhua Chen ◽

Lian Li

Keyword(s):

Support Vector Machine ◽

Hybrid Model ◽

Load Forecasting ◽

Least Square ◽

Support Vector ◽

Electric Load ◽

Short Term ◽

Model Based ◽

Weight Coefficients

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Algorithm Optimization of Short-Term Load Forecasting Model Based on Least Square Support Vector Machine

Proceedings of the International Conference on Artificial Intelligence and Computer Vision (AICV2021) - Advances in Intelligent Systems and Computing ◽

10.1007/978-3-030-76346-6_26 ◽

2021 ◽

pp. 279-287

Author(s):

Yuh-Chung Lin ◽

Shusen Kuang ◽

Kuo-Chi Chang ◽

Hui-Qiong Deng ◽

Fu-Hsiang Chang ◽

...

Keyword(s):

Support Vector Machine ◽

Load Forecasting ◽

Least Square ◽

Support Vector ◽

Forecasting Model ◽

Algorithm Optimization ◽

Short Term ◽

Model Based ◽

Short Term Load Forecasting

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Short-term traffic speed forecasting hybrid model based on Chaos–Wavelet Analysis-Support Vector Machine theory

Transportation Research Part C Emerging Technologies ◽

10.1016/j.trc.2012.08.004 ◽

2013 ◽

Vol 27 ◽

pp. 219-232 ◽

Cited By ~ 121

Author(s):

Jin Wang ◽

Qixin Shi

Keyword(s):

Support Vector Machine ◽

Wavelet Analysis ◽

Hybrid Model ◽

Support Vector ◽

Short Term ◽

Model Based ◽

Machine Theory ◽

Traffic Speed

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Short-term electric load forecasting based on singular spectrum analysis and support vector machine optimized by Cuckoo search algorithm

Electric Power Systems Research ◽

10.1016/j.epsr.2017.01.035 ◽

2017 ◽

Vol 146 ◽

pp. 270-285 ◽

Cited By ~ 106

Author(s):

Xiaobo Zhang ◽

Jianzhou Wang ◽

Kequan Zhang

Keyword(s):

Support Vector Machine ◽

Spectrum Analysis ◽

Search Algorithm ◽

Singular Spectrum Analysis ◽

Load Forecasting ◽

Cuckoo Search ◽

Cuckoo Search Algorithm ◽

Support Vector ◽

Electric Load ◽

Short Term

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A Novel Hybrid Model Based on Extreme Learning Machine, k-Nearest Neighbor Regression and Wavelet Denoising Applied to Short-Term Electric Load Forecasting

Energies ◽

10.3390/en10050694 ◽

2017 ◽

Vol 10 (5) ◽

pp. 694 ◽

Cited By ~ 9

Author(s):

◽

Keyword(s):

Extreme Learning Machine ◽

Hybrid Model ◽

Nearest Neighbor ◽

Load Forecasting ◽

Wavelet Denoising ◽

Electric Load ◽

K Nearest Neighbor ◽

Short Term ◽

Model Based ◽

Learning Machine

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Short-term load forecasting of urban gas using a hybrid model based on improved fruit fly optimization algorithm and support vector machine

Energy Reports ◽

10.1016/j.egyr.2019.06.003 ◽

2019 ◽

Vol 5 ◽

pp. 666-677 ◽

Cited By ~ 14

Author(s):

Hongfang Lu ◽

Mohammadamin Azimi ◽

Tom Iseley

Keyword(s):

Support Vector Machine ◽

Hybrid Model ◽

Optimization Algorithm ◽

Load Forecasting ◽

Fruit Fly ◽

Support Vector ◽

Fruit Fly Optimization Algorithm ◽

Short Term ◽

Fruit Fly Optimization ◽

Short Term Load Forecasting

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Short-term load forecasting based on least square support vector machine combined with fuzzy control

Proceedings of the 10th World Congress on Intelligent Control and Automation ◽

10.1109/wcica.2012.6358034 ◽

2012 ◽

Cited By ~ 10

Author(s):

Rong Gao ◽

Liyuan Zhang ◽

Xiaohua Liu

Keyword(s):

Support Vector Machine ◽

Fuzzy Control ◽

Load Forecasting ◽

Least Square ◽

Support Vector ◽

Short Term ◽

Short Term Load Forecasting

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Short Term Load Forecasting Model Based on Support Vector Machine

Advances in Machine Learning and Cybernetics - Lecture Notes in Computer Science ◽

10.1007/11739685_92 ◽

2006 ◽

pp. 880-888 ◽

Cited By ~ 6

Author(s):

Dong-Xiao Niu ◽

Qiang Wang ◽

Jin-Chao Li

Keyword(s):

Support Vector Machine ◽

Load Forecasting ◽

Support Vector ◽

Forecasting Model ◽

Short Term ◽

Model Based ◽

Short Term Load Forecasting

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The Short-Term Power Load Forecasting Based on Sperm Whale Algorithm and Wavelet Least Square Support Vector Machine with DWT-IR for Feature Selection

Sustainability ◽

10.3390/su9071188 ◽

2017 ◽

Vol 9 (7) ◽

pp. 1188 ◽

Cited By ~ 28

Author(s):

Jin-peng Liu ◽

Chang-ling Li

Keyword(s):

Support Vector Machine ◽

Feature Selection ◽

Load Forecasting ◽

Sperm Whale ◽

Least Square ◽

Support Vector ◽

Short Term ◽

Power Load ◽

Power Load Forecasting

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A Combined Model Based on Neural Networks, LSSVM and Weight Coefficients Optimization for Short-Term Electric Load Forecasting

Web-Age Information Management - Lecture Notes in Computer Science ◽

10.1007/978-3-319-47121-1_10 ◽

2016 ◽

pp. 109-121 ◽

Cited By ~ 1

Author(s):

Caihong Li ◽

Zhaoshuang He ◽

Yachen Wang

Keyword(s):

Neural Networks ◽

Load Forecasting ◽

Electric Load ◽

Short Term ◽

Combined Model ◽

Model Based ◽

Weight Coefficients ◽

Electric Load Forecasting

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A Novel Hybrid Model Based on TVIW-PSO-GSA Algorithm and Support Vector Machine for Classification Problems

IEEE Access ◽

10.1109/access.2019.2897644 ◽

2019 ◽

Vol 7 ◽

pp. 27789-27801 ◽

Cited By ~ 10

Author(s):

Hongxin Xue ◽

Yanping Bai ◽

Hongping Hu ◽

Ting Xu ◽

Haijian Liang

Keyword(s):

Support Vector Machine ◽

Hybrid Model ◽

Support Vector ◽

Classification Problems ◽

Model Based

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