常州工学院学报
常州工學院學報
상주공학원학보
JOURNAL OF CHANGZHOU INSTITUTE OF TECHNOLOGY
2014年
5期
21-26
,共6页
张道荣%梁利东%刘友菊%李杨
張道榮%樑利東%劉友菊%李楊
장도영%량리동%류우국%리양
免疫系统%粒子群算法%排样优化
免疫繫統%粒子群算法%排樣優化
면역계통%입자군산법%배양우화
immune system%particle swarm optimization%packing optimization
针对排样优化中种群个体多样性保持及全域寻优存在的问题,将免疫系统的免疫信息处理机制引入到粒子群优化算法中,建立求解排样问题的粒子群免疫优化方法。该方法借鉴人工免疫中抗体的多样性保持机制及免疫记忆功能,强调优势基因的进化和浓度稳定,提高了算法的全域搜索速度并保持了群体多样性。实验表明,在对船舶不规则件排样优化问题求解中,免疫机制对粒子群优化的最优搜索具有较好的有效性和较高的可行性。
針對排樣優化中種群箇體多樣性保持及全域尋優存在的問題,將免疫繫統的免疫信息處理機製引入到粒子群優化算法中,建立求解排樣問題的粒子群免疫優化方法。該方法藉鑒人工免疫中抗體的多樣性保持機製及免疫記憶功能,彊調優勢基因的進化和濃度穩定,提高瞭算法的全域搜索速度併保持瞭群體多樣性。實驗錶明,在對船舶不規則件排樣優化問題求解中,免疫機製對粒子群優化的最優搜索具有較好的有效性和較高的可行性。
침대배양우화중충군개체다양성보지급전역심우존재적문제,장면역계통적면역신식처리궤제인입도입자군우화산법중,건립구해배양문제적입자군면역우화방법。해방법차감인공면역중항체적다양성보지궤제급면역기억공능,강조우세기인적진화화농도은정,제고료산법적전역수색속도병보지료군체다양성。실험표명,재대선박불규칙건배양우화문제구해중,면역궤제대입자군우화적최우수색구유교호적유효성화교고적가행성。
The immune information processing mechanism of immune system was involved into particle swarm optimization( PSO) for diversity of individuals and populations globally optimizing.The paper estab-lished immune PSO method solving packing problem.The proposed algorithms have both the mechanisms properties to maintain diversity of antibodies and the immune memory function,which emphasized the advan-tages of genetic evolution and concentration stability,and improve the global evolution speed and population diversity.Its effectiveness has been fairly proved in practice for hull irregular parts packing optimization.