%0 Journal Article %1 murata2003agent-oriented- %A Murata, Y. %A Shibata, N. %A Ito, M. %D 2003 %I Information Processing Society of Japan (IPSJ) %J Transactions of Information Processing Society of Japan %K adaptive control, parameter self-adaptation, %N 7 %P 61-68 %T Agent Oriented Self-Adaptive Genetic Algorithm %U http://ci.nii.ac.jp/naid/110002726580/en/ %V 44 %X Efficiency of Genetic Algorithms (GAs) depends largely on the parameters such as crossover rate and mutation rate. In general, however, it is difficult to adjust those parameters manually. Although there are a few researches about adaptive GAs for adjusting multiple parameters, they require extremely large computation costs. In this paper, we propose a new algorithm based on multi agent techniques which combines existing meta-GA techniques and GAs with distributed environment schemes. Through some simulations, we have confirmed that the proposed algorithm can adapt multiple parameters in reasonable computation costs.

@article{murata2003agent-oriented-, abstract = {Efficiency of Genetic Algorithms (GAs) depends largely on the parameters such as crossover rate and mutation rate. In general, however, it is difficult to adjust those parameters manually. Although there are a few researches about adaptive GAs for adjusting multiple parameters, they require extremely large computation costs. In this paper, we propose a new algorithm based on multi agent techniques which combines existing meta-GA techniques and GAs with distributed environment schemes. Through some simulations, we have confirmed that the proposed algorithm can adapt multiple parameters in reasonable computation costs.}, added-at = {2009-04-07T10:59:16.000+0200}, author = {Murata, Y. and Shibata, N. and Ito, M.}, bdsk-file-1 = {YnBsaXN0MDDUAQIDBAUGCQpYJHZlcnNpb25UJHRvcFkkYXJjaGl2ZXJYJG9iamVjdHMSAAGGoNE HCFRyb290gAFfEA9OU0tleWVkQXJjaGl2ZXKoCwwXGBkdJCVVJG51bGzTDQ4PEBEUViRjbGFzc1 dOUy5rZXlzWk5TLm9iamVjdHOAB6ISE4ACgAOiFRaABIAGWWFsaWFzRGF0YVxyZWxhdGl2ZVBhd GjSDRobHFdOUy5kYXRhgAVPEQGwAAAAAAGwAAIAAAxNYWNpbnRvc2ggSEQAAAAAAAAAAAAAAAAA AADD42C9SCsAAAANTSwPbXVyYXRhLTIwMDMucGRmAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA9Eu8RSELYAAAAAAAAAAAABAAMAAAkgAAAAAAAAAAAAAA AAAAAAA3NyYwAAEAAIAADD41KtAAAAEQAIAADEUfSWAAAAAQAYAA1NLAANTRwADU0YAAqkLwAKp BgAAHrcAAIASE1hY2ludG9zaCBIRDpVc2Vyczpzc3QyMTA6RG9jdW1lbnRzOlBhcGVyczpET1dO TE9BRFM6c3JjOm11cmF0YS0yMDAzLnBkZgAOACAADwBtAHUAcgBhAHQAYQAtADIAMAAwADMALgB wAGQAZgAPABoADABNAGEAYwBpAG4AdABvAHMAaAAgAEgARAASADtVc2Vycy9zc3QyMTAvRG9jdW 1lbnRzL1BhcGVycy9ET1dOTE9BRFMvc3JjL211cmF0YS0yMDAzLnBkZgAAEwABLwAAFQACAA3// wAA0h4fICFYJGNsYXNzZXNaJGNsYXNzbmFtZaMhIiNdTlNNdXRhYmxlRGF0YVZOU0RhdGFYTlNP YmplY3RfECAuLi9ET1dOTE9BRFMvc3JjL211cmF0YS0yMDAzLnBkZtIeHyYnoicjXE5TRGljdGl vbmFyeQAIABEAGgAfACkAMgA3ADoAPwBBAFMAXABiAGkAcAB4AIMAhQCIAIoAjACPAJEAkwCdAK oArwC3ALkCbQJyAnsChgKKApgCnwKoAssC0ALTAAAAAAAAAgEAAAAAAAAAKAAAAAAAAAAAAAAAA AAAAuA=}, bdsk-url-1 = {http://www.cs.vu.nl/ci/ec/catalog/src/murata-2003.pdf}, biburl = {https://www.bibsonomy.org/bibtex/2fa9fb3e95151f90a21fa1cb0f12fa5b3/selmarsmit}, date-added = {2008-05-15 16:11:23 +0200}, date-modified = {2008-05-16 11:35:59 +0200}, description = {Selmar}, interhash = {28af7cb78a801fcf1f7cd3f750b32e59}, intrahash = {fa9fb3e95151f90a21fa1cb0f12fa5b3}, issn = {03875806}, journal = {Transactions of Information Processing Society of Japan}, keywords = {adaptive control, parameter self-adaptation,}, number = 7, pages = {61-68}, publisher = {Information Processing Society of Japan (IPSJ)}, timestamp = {2009-04-07T10:59:18.000+0200}, title = {Agent Oriented Self-Adaptive Genetic Algorithm}, url = {http://ci.nii.ac.jp/naid/110002726580/en/}, volume = 44, year = 2003 }