Object-oriented Genetic Algorithm based Artificial Neural Network for load forecasting

被引：0

作者：

Lai, LL ^{[1
]}

Subasinghe, H

Rajkumar, N

Vaseekar, E

Gwyn, BJ

Sood, VK

机构：

[1] City Univ London, London EC1V 0HB, England

[2] Hydro Quebec, Montreal, PQ, Canada

来源：

SIMULATED EVOLUTION AND LEARNING | 1999年 / 1585卷

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper illustrates an integrated Computational Intelligence (CI) technique using Artificial Neural Networks (ANN) and Genetic Algorithms (GA) for Electric Load Forecasting. A load forecasting model has been developed based on ANN and GA. The model produces a short-term forecast of the load in the 24 hours of the forecast day concerned. Optimum weights and the biases of ANN are found by the Genetic Algorithm. The technique has been tested on data provided by an Italian power company and the results obtained through the application of integrated computational intelligence approach show that this approach is not practical without high computational facilities as this problem is very complex. However, this points to the direction of evolutionary computing being integrated with parallel processing techniques to solve practical problems...

引用

页码：462 / 469

页数：8

共 50 条

[1] Optimizing of Artificial Neural Network Based on Immune Genetic Algorithm in Power Load Forecasting
Wang, Yongli
[J]. NEW CHALLENGES FOR INTELLIGENT INFORMATION AND DATABASE SYSTEMS, 2011, 351 : 329 - 338
[2] Development of a flexible object-oriented artificial neural network simulator
Mehrotra, P
Venkatesan, R
Quaicoe, JE
[J]. 1997 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, CONFERENCE PROCEEDINGS, VOLS I AND II: ENGINEERING INNOVATION: VOYAGE OF DISCOVERY, 1997, : 318 - 321
[3] Artificial neural network based load forecasting
Momoh, JA
Wang, YC
Elfayoumy, M
[J]. SMC '97 CONFERENCE PROCEEDINGS - 1997 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5: CONFERENCE THEME: COMPUTATIONAL CYBERNETICS AND SIMULATION, 1997, : 3443 - 3451
[4] Development of an artificial neural network by genetic algorithm to mid-term load forecasting
de Aquino, Ronaldo R. B.
Neto, Otoni Nobrega
Lira, Nfilde M. S.
Ferreira, Aida A.
Carvalho, Manoel A., Jr.
Silva, Geane B.
de Oliveira, Josinaldo B.
[J]. 2007 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-6, 2007, : 1726 - +
[5] An object-oriented neural network approach to short-term traffic forecasting
Dia, H
[J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2001, 131 (02) : 253 - 261
[6] Genetic algorithm-based RBF neural network load forecasting model
Yang, Zhangang
Che, Yanbo
Cheng, K. W. Eric
[J]. 2007 IEEE POWER ENGINEERING SOCIETY GENERAL MEETING, VOLS 1-10, 2007, : 1560 - 1565
[7] Using genetic algorithm to develop a neural-network-based load forecasting
de Aquino, Ronaldo R. B.
Neto, Otoni Nobrega
Lira, Milde M. S.
Ferreira, Aida A.
Santos, Katyusco F.
[J]. ARTIFICIAL NEURAL NETWORKS - ICANN 2007, PT 2, PROCEEDINGS, 2007, 4669 : 738 - +
[8] Research on the Object-Oriented Unit Testing Based on the Genetic Algorithm
Zhang, Kehong
[J]. INTERNET OF THINGS-BK, 2012, 312 : 523 - 528
[9] A Study on Forecasting for Stock Index Based on Artificial Neural Network and Genetic Algorithm
Wu Liyang
Zhou Bo
[J]. PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE ON INNOVATION & MANAGEMENT, VOLS I AND II, 2008, : 777 - 781
[10] An Object-Oriented Neural Network Toolbox Based on Design Patterns
Napoli, Christian
Tramontana, Emiliano
[J]. INFORMATION AND SOFTWARE TECHNOLOGIES, ICIST 2015, 2015, 538 : 388 - 399

← 1 2 3 4 5 →