A particle swarm optimization (PSO) algorithm improved by immunity algorithm (IA) was presented. Memory and self-regulation mechanisms of IA were used to avoid PSO plunging into local optima. Vaccination and immune se...A particle swarm optimization (PSO) algorithm improved by immunity algorithm (IA) was presented. Memory and self-regulation mechanisms of IA were used to avoid PSO plunging into local optima. Vaccination and immune selection mechanisms were used to prevent the undulate phenomenon during the evolutionary process. The algorithm was introduced through an application in the direct maintenance cost (DMC) estimation of aircraft components. Experiments results show that the algorithm can compute simply and run quickly. It resolves the combinatorial optimization problem of component DMC estimation with simple and available parameters. And it has higher accuracy than individual methods, such as PLS, BP and v-SVM, and also has better performance than other combined methods, such as basic PSO and BP neural network.展开更多
描述了面向成本设计(Design for cost)的概念以及我国农机行业的现状;通过对农机全生命周期的分析,阐述了在我国农机企业中实施面向成本设计的必要性;介绍了在农机设计阶段所需要的成本估算方法,并提出了基于CAD/CAPP模型的农机成本估...描述了面向成本设计(Design for cost)的概念以及我国农机行业的现状;通过对农机全生命周期的分析,阐述了在我国农机企业中实施面向成本设计的必要性;介绍了在农机设计阶段所需要的成本估算方法,并提出了基于CAD/CAPP模型的农机成本估算框架体系,从而有助于提高我国自主品牌农机的市场竞争力。展开更多
文摘A particle swarm optimization (PSO) algorithm improved by immunity algorithm (IA) was presented. Memory and self-regulation mechanisms of IA were used to avoid PSO plunging into local optima. Vaccination and immune selection mechanisms were used to prevent the undulate phenomenon during the evolutionary process. The algorithm was introduced through an application in the direct maintenance cost (DMC) estimation of aircraft components. Experiments results show that the algorithm can compute simply and run quickly. It resolves the combinatorial optimization problem of component DMC estimation with simple and available parameters. And it has higher accuracy than individual methods, such as PLS, BP and v-SVM, and also has better performance than other combined methods, such as basic PSO and BP neural network.
文摘描述了面向成本设计(Design for cost)的概念以及我国农机行业的现状;通过对农机全生命周期的分析,阐述了在我国农机企业中实施面向成本设计的必要性;介绍了在农机设计阶段所需要的成本估算方法,并提出了基于CAD/CAPP模型的农机成本估算框架体系,从而有助于提高我国自主品牌农机的市场竞争力。
