DocumentCode
2254638
Title
Application of niche genetic algorithm in the design of permanent magnet generator in automobile
Author
Wang, Jin
Author_Institution
Ind. Center, Shenzhen Polytech., Shenzhen, China
Volume
4
fYear
2010
fDate
11-14 July 2010
Firstpage
1844
Lastpage
1848
Abstract
The simple genetic algorithm is introduced at first. To avoid the shortcomings of genetic algorithm of pre-maturity and stagnation, an adaptive niche genetic algorithm is proposed. It adjusts the fitness of individuals and replacement strategy. It makes the individuals evolve in special environment, ensures the diversity of evolution population and gets the global optimum. The optimal design of permanent magnet generator in automobile based on niche genetic algorithm is explored in this paper. We took the permanent magnet as the main excitor, and electric excitation as the auxiliary excitor, a mathematical model of the generator is set up. The result shows that the niche genetic algorithm could be applied well in the automobile permanent magnet generator. It satisfies the reliable constant voltage of the generator.
Keywords
automobiles; genetic algorithms; permanent magnet generators; automobile; auxiliary excitor; mathematical model; niche genetic algorithm; permanent magnet generator; Generators; Materials; Optimization; Permanent magnets; Stator cores; Stator windings; Automobile permanent magnet generator; Genetic algorithm; Global optimum; Niche genetic algorithm;
fLanguage
English
Publisher
ieee
Conference_Titel
Machine Learning and Cybernetics (ICMLC), 2010 International Conference on
Conference_Location
Qingdao
Print_ISBN
978-1-4244-6526-2
Type
conf
DOI
10.1109/ICMLC.2010.5580956
Filename
5580956
Link To Document