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多目标遗传算法在饲料配方设计中的应用 被引量:7

APPLICATION OF MULTI-OBJECTIVE GENETIC ALGORITHM IN FEED FORMULATION DESIGN
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摘要 有别于传统的单目标方法,将饲料配方设计问题描述成为一个多目标最优化问题,并提出了一种改进的多目标遗传算法,应用模拟退火算法解决多目标遗传算法的局部搜索能力差和易早熟问题.实验结果表明,该算法能有效地求解饲料配方设计问题并为设计者提供了强有力的决策支持. Unlike traditional single objective method, feed formulation design is represented as a multi-objective optimization problem. An improved multi-objective genetic algorithm for feed formulaiton design is presented. Simulated annealing algorithm is presented to overcome the problems of multi-objective genetic algorithm, such as poor local search ability and premature convergence. The results indicate that this algorithm can effectively solve the problems in feed formulation design and provide powerful decision support for the designer.
出处 《河南工业大学学报(自然科学版)》 CAS 北大核心 2009年第3期75-78,共4页 Journal of Henan University of Technology:Natural Science Edition
关键词 遗传算法 多目标优化 模拟退火 饲料配方设计 genetic algorithm multi-objective optimization simulated annealing feed formulation design
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参考文献5

  • 1陈世希,李翠华,王渊源.饲料配方设计的模拟退火优化策略[J].厦门大学学报(自然科学版),2001,40(6):1319-1323. 被引量:9
  • 2Abido M A.Muhiobjective evolutionary algorithms for electric power dispatch problem[J].IEEE Transactions on Evolutionary Computation,2006,10 (3):315-329.
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  • 5Ghiani E,Pilo F.A multi-objective evolutionary algorithm for the sizing and siting of distributed generation[J].IEEE Transactions on Power Systems,2005,20 (2):750-757.

二级参考文献5

  • 1林东康.常用饲料配方与设计技巧[M].郑州:河南科学技术出版社,1998.75-232.
  • 2康立山 谢云 等.非数值并行算法(第一册)模拟退火算法[M].北京:科学出版社,1997.22-168.
  • 3林东康,常用饲料配方与设计技巧,1998年,75页
  • 4康立山,非数值并行算法.1 模拟退火算法,1997年,22页
  • 5李爱杰,水产动物营养与饲料学,1996年,201页

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