{"title":"基于遗传算法的数控车床集成方案创新设计","authors":"Li-Xin Wang, Dazhi Li, Lin-juan Du","doi":"10.1109/ICAL.2011.6024761","DOIUrl":null,"url":null,"abstract":"Based on the genetic algorithm (GA), a model of CNC lathe integrated scheme innovation design system is researched and presented. In this paper, particular emphasis is placed on the fact that CNC lathe systems generally have hierarchical structures. Via treating the integrated scheme designs as the solution to design spaces, a new hierarchical genotype representation is developed with the genetic algorithm. To adapt to this kind of representation, the genetic operations including crossover operation and mutation operation, i.e., are newly constructed. Utilizing the reproduction, crossover and mutation i.e. to iterate, a set of optimized design scheme is built automatically. This system is effective, exact and applied after being demonstrated by the CNC lathe integrated scheme design example.","PeriodicalId":351518,"journal":{"name":"2011 IEEE International Conference on Automation and Logistics (ICAL)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"An innovation design of CNC lathe integrated scheme based on the genetic algorithm\",\"authors\":\"Li-Xin Wang, Dazhi Li, Lin-juan Du\",\"doi\":\"10.1109/ICAL.2011.6024761\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Based on the genetic algorithm (GA), a model of CNC lathe integrated scheme innovation design system is researched and presented. In this paper, particular emphasis is placed on the fact that CNC lathe systems generally have hierarchical structures. Via treating the integrated scheme designs as the solution to design spaces, a new hierarchical genotype representation is developed with the genetic algorithm. To adapt to this kind of representation, the genetic operations including crossover operation and mutation operation, i.e., are newly constructed. Utilizing the reproduction, crossover and mutation i.e. to iterate, a set of optimized design scheme is built automatically. This system is effective, exact and applied after being demonstrated by the CNC lathe integrated scheme design example.\",\"PeriodicalId\":351518,\"journal\":{\"name\":\"2011 IEEE International Conference on Automation and Logistics (ICAL)\",\"volume\":\"10 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2011-09-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2011 IEEE International Conference on Automation and Logistics (ICAL)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICAL.2011.6024761\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2011 IEEE International Conference on Automation and Logistics (ICAL)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICAL.2011.6024761","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
An innovation design of CNC lathe integrated scheme based on the genetic algorithm
Based on the genetic algorithm (GA), a model of CNC lathe integrated scheme innovation design system is researched and presented. In this paper, particular emphasis is placed on the fact that CNC lathe systems generally have hierarchical structures. Via treating the integrated scheme designs as the solution to design spaces, a new hierarchical genotype representation is developed with the genetic algorithm. To adapt to this kind of representation, the genetic operations including crossover operation and mutation operation, i.e., are newly constructed. Utilizing the reproduction, crossover and mutation i.e. to iterate, a set of optimized design scheme is built automatically. This system is effective, exact and applied after being demonstrated by the CNC lathe integrated scheme design example.