东北大学学报(自然科学版)
東北大學學報(自然科學版)
동북대학학보(자연과학판)
Journal of Northeastern University (Natural Science)
2015年
10期
1403-1407
,共5页
翟军昌%高立群%欧阳海滨%刘宏志
翟軍昌%高立群%歐暘海濱%劉宏誌
적군창%고립군%구양해빈%류굉지
和声搜索%范数%多样性%自适应%变异
和聲搜索%範數%多樣性%自適應%變異
화성수색%범수%다양성%자괄응%변이
harmony search%norm%diversity%adaptive%mutation
为了提高和声搜索算法的寻优性能,提出了改进的新颖全局和声搜索(INGHS)算法。通过差分向量范数定义和声记忆库多样性,以和声记忆库的多样性信息为指导实现位置动态更新,并结合变异操作更新和声记忆库。算法采用动态位置更新策略产生新和声,在寻优早期具有较好的全局搜索性能,在寻优后期具有较好的局部搜索性能,提高了算法跳出局部最优的能力。利用7个标准测试函数对所提算法与目前已知文献中优秀的改进 HS 算法进行性能测试,测试结果表明所提算法具有较好的寻优性能。
為瞭提高和聲搜索算法的尋優性能,提齣瞭改進的新穎全跼和聲搜索(INGHS)算法。通過差分嚮量範數定義和聲記憶庫多樣性,以和聲記憶庫的多樣性信息為指導實現位置動態更新,併結閤變異操作更新和聲記憶庫。算法採用動態位置更新策略產生新和聲,在尋優早期具有較好的全跼搜索性能,在尋優後期具有較好的跼部搜索性能,提高瞭算法跳齣跼部最優的能力。利用7箇標準測試函數對所提算法與目前已知文獻中優秀的改進 HS 算法進行性能測試,測試結果錶明所提算法具有較好的尋優性能。
위료제고화성수색산법적심우성능,제출료개진적신영전국화성수색(INGHS)산법。통과차분향량범수정의화성기억고다양성,이화성기억고적다양성신식위지도실현위치동태경신,병결합변이조작경신화성기억고。산법채용동태위치경신책략산생신화성,재심우조기구유교호적전국수색성능,재심우후기구유교호적국부수색성능,제고료산법도출국부최우적능력。이용7개표준측시함수대소제산법여목전이지문헌중우수적개진 HS 산법진행성능측시,측시결과표명소제산법구유교호적심우성능。
To improve the optimization performance of harmony search algorithm,an improved novel global harmony search (INGHS)algorithm was proposed.The harmony memory diversity was defined by the difference vector norm to implement dynamically position updating,and the mutation operation was employed to update harmony memory.A new harmony generated with dynamically updating strategy made the algorithm having excellent global search performance in the early states and local search capability during the final stages of the optimization process, which avoided the algorithm trapped in local optimal.Finally,the simulation for 7 benchmark functions were carried out using the proposed algorithm and other state-of-the-art HS variants that reported in the recent literature.The simulation results demonstrated that the proposed algorithm has a higher precision.