DocumentCode :
509831
Title :
A Hopfield Neural Network approach for integrated transmission network expansion planning
Author :
Elmetwally, M.M. ; Aal, Fatma A. ; Awad, Mohamed L. ; Omran, Shaimaa
Author_Institution :
Electr. Power Eng. Dept., Cairo Univ., Cairo, Egypt
Volume :
1
fYear :
2006
fDate :
19-21 Dec. 2006
Firstpage :
371
Lastpage :
376
Abstract :
This paper presents a metaheuristic algorithm using Hopfield Neural Network (HNN) for predicting the optimum expansion plan for large interconnected transmission system. An integrated optimization function for transmission system planning including combined generation and transmission effects is first developed. The mathematical model used is a DC model, in which the objective function considers the investment in generation and transmission as well as the system operational costs for the planning horizon. HNN are used to obtain an optimum plan for transmission network expansion by mapping the mathematical model mentioned above to the HNN energy function. The new model is tested on both the Garver´s 5 bus system and the IEEE 14 bus system to demonstrate its advantages.
Keywords :
Hopfield neural nets; optimisation; power system analysis computing; power system interconnection; power transmission planning; DC model; Garver 5 bus system; HNN energy function; Hopfield neural network approach; IEEE 14 bus system; generation effects; integrated optimization function; integrated transmission network expansion planning; interconnected transmission system; mathematical model mapping; metaheuristic algorithm; system operational costs; Artificial intelligence; Artificial neural networks; Hopfield neural networks; Linear programming; Mathematical model; Optimization methods; Power engineering and energy; Power system modeling; Power system planning; Power system reliability; Artificial Intelligence Application; Hopfield Neural Network; Optimization; Transmission Network Expansion planning;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Power Systems Conference, 2006. MEPCON 2006. Eleventh International Middle East
Conference_Location :
El-Minia
Print_ISBN :
978-1-4244-5111-1
Type :
conf
Filename :
5372323
Link To Document :
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