Short-Term Load Forecasting Based on RBM and NARX Neural Network

被引：1

作者：

Zhang, Xiaoyu ^{[1
]}

Wang, Rui ^{[1
]}

Zhang, Tao ^{[1
]}

Wang, Ling ^{[2
]}

Liu, Yajie ^{[1
]}

Zha, Yabing ^{[1
]}

机构：

[1] Natl Univ Def Technol, Coll Syst Engn, Changsha 410073, Hunan, Peoples R China

[2] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China

来源：

INTELLIGENT COMPUTING METHODOLOGIES, ICIC 2018, PT III | 2018年 / 10956卷

基金：

中国国家自然科学基金;

关键词：

Short-term load forecasting; Deep belief network; Restricted Boltzmann machine; NARX neural network;

D O I：

10.1007/978-3-319-95957-3_21

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In recent years, DBN applied to load forecasting as a hot issue has aroused the concern of many scholars at home and abroad. A new method based on RBM and NARX neural network for short-term load forecasting is brought forward in this paper. In order to test the performance of this model, the historical load data of a town in the UK is used. The obtained results are compared with DBN and NARX neural network based on the same dataset. Experimental results show that the proposed method significantly improves the predication accuracy.

引用

页码：193 / 203

页数：11

共 50 条

[1] Very Short-Term Load Forecasting Based on NARX Recurrent Neural Networks
de Andrade, Luciano Carli M.
Oleskovicz, Mario
Santos, Athila Quaresma
Coury, Denis Vinicius
Souza Fernandes, Ricardo Augusto
[J]. 2014 IEEE PES GENERAL MEETING - CONFERENCE & EXPOSITION, 2014,
[2] NEURAL NETWORK BASED SHORT-TERM LOAD FORECASTING
LU, CN
WU, HT
VEMURI, S
[J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1993, 8 (01) : 336 - 342
[3] Short-term electric load forecasting in winter and summer seasons using a NARX neural network
Jeong H.-M.
Park J.H.
[J]. Transactions of the Korean Institute of Electrical Engineers, 2017, 66 (07): : 1001 - 1006
[4] Short-Term Load Forecasting Based on RBF Neural Network
Zhao, Bing
Liang, Yue
Gao, Xin
Liu, Xin
[J]. 3RD ANNUAL INTERNATIONAL CONFERENCE ON INFORMATION SYSTEM AND ARTIFICIAL INTELLIGENCE (ISAI2018), 2018, 1069
[5] Neural Network Based Approach for Short-Term Load Forecasting
Osman, Zainab H.
Awad, Mohamed L.
Mahmoud, Tawfik K.
[J]. 2009 IEEE/PES POWER SYSTEMS CONFERENCE AND EXPOSITION, VOLS 1-3, 2009, : 1162 - +
[6] Artificial neural network based short-term load forecasting
Munkhjargal, S
Manusov, VZ
[J]. KORUS 2004, VOL 1, PROCEEDINGS, 2004, : 262 - 264
[7] Short-term Load Forecasting Based on BP Neural Network
Li Yan-bin
Li Peng
Li Guan-hong
[J]. ICPOM2008: PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE OF PRODUCTION AND OPERATION MANAGEMENT, VOLUMES 1-3, 2008, : 1182 - 1186
[8] Short-term load forecasting based on fuzzy neural network
Wang, Cuiru
Cui, Zhikun
Chen, Qi
[J]. IITA 2007: WORKSHOP ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, PROCEEDINGS, 2007, : 335 - 338
[9] Short-term load forecasting based on fuzzy neural network
DONG Liang
MU Zhichun (Information Engineering School
[J]. International Journal of Minerals,Metallurgy and Materials, 1997, (03) : 46 - 48
[10] A Localized NARX Neural Network Model for Short-term Load Forecasting Based upon Self-Organizing Mapping
Li, Hanshen
Zhu, Yuan
Hu, Jinglu
Li, Zhe
[J]. 2017 IEEE 3RD INTERNATIONAL FUTURE ENERGY ELECTRONICS CONFERENCE AND ECCE ASIA (IFEEC 2017-ECCE ASIA), 2017, : 749 - 754

← 1 2 3 4 5 →