遗传算法在水库(群)优化调度研究中的应用综述
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摘要
介绍了遗传算法在水库(群)优化调度中的应用背景及算法的收敛性,讨论了水库(群)优化调度中遗传算法的基本应用步骤以及存在的问题,给出了算法的各种改进方法,并对遗传算法的应用前景进行了展望。
The background of application of genetic algorithm(GA) to reservoir(s) optimal operation and its astringency are introduced.The basic process of application of GA to reservoir(s) optimal operation and existing problems of the algorithm are discussed.Various methods for improvement of GA and its application prospect are presented.
The background of application of genetic algorithm(GA) to reservoir(s) optimal operation and its astringency are introduced.The basic process of application of GA to reservoir(s) optimal operation and existing problems of the algorithm are discussed.Various methods for improvement of GA and its application prospect are presented.
引文
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[3]ROBIN W,MOHD S.Evaluation of genetic algorithmsfor optimal reservoir system operation.Journal of WaterResources Planning and Management,1999,125(1):25-33.
[4]ROMERO C E,CARTER J N.Using geneticalgorithms for reservoir characterization.Journal ofPetroleum Science and Engineering,2001,31(2-4):113-123.
[5]张文修,梁怡.遗传算法的数学基础.西安:西安交通大学出版社,2000.
[6]方红远,王浩,程吉林,等.初始轨迹对逐步优化算法收敛性的影响.水利学报,2002(11):27-30.
[7]周明,孙树栋.遗传算法原理及应用.北京:国防工业出版社,1999.
[8]陈国良.遗传算法及其应用.北京:人民邮电出版社,1996.
[9]吴建生,农吉夫,金龙,等.遗传算法收敛性分析.广西师范大学学报,2004,21(1):48-52.
[10]钟守楠.遗传算法的收敛性与编码.武汉水利电力大学学报,2000,33(1):108-112.
[11]李敏强,寇纪凇,林丹,等.遗传算法的基本理论与应用.北京:科学出版社,2002.
[12]ESHELMAN L J.Proceedings of the Six InternationalConferences on genetic algorithms.San Francisco,CA,USA:Morgan Kaufmann Publishers,1995.
[13]MAN K F,TANG K S,KWONG S,et al.Geneticalgorithms:concepts and designs.New York,NY,USA:Springer,1999.
[14]罗志军.遗传算法的全局收敛性的齐次有限马尔柯夫链分析.系统工程与电子技术,2000,22(1):73-76.
[15]RUDOLPH G.Convergence properties of canonicalgenetic algorithms.IEEE Trans on Neural Networks,1994,5(1):96-101.
[16]罗云霞,周慕逊,江振东,等.基于改进遗传算法的串联小水库群优化调度.水电自动化与大坝监测,2004,28(3):66-69.
[17]SRINIVAS M,PATNAIK L M.Adaptiveprobabilities of crossover and mutation in geneticalgorithms.IEEE Trans on Systems,Man andCybernetics,1994,24(4):656-667.
[18]王少波,解建仓,孔珂.自适应遗传算法在水库优化调度中的应用.水利学报,2006,37(4):102-107.
[19]周宇恒,王允建.基于小生境的开发式遗传算法.计算机应用,2007(4):194-196,199.
[20]罗云霞,周慕逊,王万良.基于遗传模拟退火算法的水库调度.华北水利水电学院学报,2004,25(3):20-22.
[21]苑希民.神经网络和遗传算法在水科学领域的应用.北京:中国水利水电出版社,2002.
[22]韩炜,廖振鹏.一种全局优化算法:遗传算法—单纯形法.地震工程与工程振动,2001,121(2):6-12.
[23]吴世勇,马光文,过夏明.基于边际电价预测的水电厂日优化运行.水电自动化与大坝监测,2004,28(2):10-12.
[2]马光文,王黎.遗传算法在水电站优化调度中的应用.水科学进展,1997,8(3):275-280.
[3]ROBIN W,MOHD S.Evaluation of genetic algorithmsfor optimal reservoir system operation.Journal of WaterResources Planning and Management,1999,125(1):25-33.
[4]ROMERO C E,CARTER J N.Using geneticalgorithms for reservoir characterization.Journal ofPetroleum Science and Engineering,2001,31(2-4):113-123.
[5]张文修,梁怡.遗传算法的数学基础.西安:西安交通大学出版社,2000.
[6]方红远,王浩,程吉林,等.初始轨迹对逐步优化算法收敛性的影响.水利学报,2002(11):27-30.
[7]周明,孙树栋.遗传算法原理及应用.北京:国防工业出版社,1999.
[8]陈国良.遗传算法及其应用.北京:人民邮电出版社,1996.
[9]吴建生,农吉夫,金龙,等.遗传算法收敛性分析.广西师范大学学报,2004,21(1):48-52.
[10]钟守楠.遗传算法的收敛性与编码.武汉水利电力大学学报,2000,33(1):108-112.
[11]李敏强,寇纪凇,林丹,等.遗传算法的基本理论与应用.北京:科学出版社,2002.
[12]ESHELMAN L J.Proceedings of the Six InternationalConferences on genetic algorithms.San Francisco,CA,USA:Morgan Kaufmann Publishers,1995.
[13]MAN K F,TANG K S,KWONG S,et al.Geneticalgorithms:concepts and designs.New York,NY,USA:Springer,1999.
[14]罗志军.遗传算法的全局收敛性的齐次有限马尔柯夫链分析.系统工程与电子技术,2000,22(1):73-76.
[15]RUDOLPH G.Convergence properties of canonicalgenetic algorithms.IEEE Trans on Neural Networks,1994,5(1):96-101.
[16]罗云霞,周慕逊,江振东,等.基于改进遗传算法的串联小水库群优化调度.水电自动化与大坝监测,2004,28(3):66-69.
[17]SRINIVAS M,PATNAIK L M.Adaptiveprobabilities of crossover and mutation in geneticalgorithms.IEEE Trans on Systems,Man andCybernetics,1994,24(4):656-667.
[18]王少波,解建仓,孔珂.自适应遗传算法在水库优化调度中的应用.水利学报,2006,37(4):102-107.
[19]周宇恒,王允建.基于小生境的开发式遗传算法.计算机应用,2007(4):194-196,199.
[20]罗云霞,周慕逊,王万良.基于遗传模拟退火算法的水库调度.华北水利水电学院学报,2004,25(3):20-22.
[21]苑希民.神经网络和遗传算法在水科学领域的应用.北京:中国水利水电出版社,2002.
[22]韩炜,廖振鹏.一种全局优化算法:遗传算法—单纯形法.地震工程与工程振动,2001,121(2):6-12.
[23]吴世勇,马光文,过夏明.基于边际电价预测的水电厂日优化运行.水电自动化与大坝监测,2004,28(2):10-12.
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