{"title":"使用进化算法自动生成功能块应用程序:初步探索","authors":"V. Mironovich, M. Buzdalov, V. Vyatkin","doi":"10.1109/INDIN.2017.8104858","DOIUrl":null,"url":null,"abstract":"Automation of software development process has been a concern for a long time. Genetic programming is a well-known technique which uses evolutionary computation to generate or improve a computer program for a specific task without human participation. We consider the method which applies model checking and evolutionary computation towards the automatic generation of function block control applications for industrial automation systems. As a first step, we evaluate the effectiveness of a fitness function based on the number of satisfied computation tree logic formulas in UPPAAL query language for a manually created UPPAAL model. Results show that such fitness function and the (1+1) evolutionary algorithm can be successfully applied to generation of the required data connections in the IEC 61499 function block application.","PeriodicalId":6595,"journal":{"name":"2017 IEEE 15th International Conference on Industrial Informatics (INDIN)","volume":"34 1","pages":"700-705"},"PeriodicalIF":0.0000,"publicationDate":"2017-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":"{\"title\":\"Automatic generation of function block applications using evolutionary algorithms: Initial explorations\",\"authors\":\"V. Mironovich, M. Buzdalov, V. Vyatkin\",\"doi\":\"10.1109/INDIN.2017.8104858\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Automation of software development process has been a concern for a long time. Genetic programming is a well-known technique which uses evolutionary computation to generate or improve a computer program for a specific task without human participation. We consider the method which applies model checking and evolutionary computation towards the automatic generation of function block control applications for industrial automation systems. As a first step, we evaluate the effectiveness of a fitness function based on the number of satisfied computation tree logic formulas in UPPAAL query language for a manually created UPPAAL model. Results show that such fitness function and the (1+1) evolutionary algorithm can be successfully applied to generation of the required data connections in the IEC 61499 function block application.\",\"PeriodicalId\":6595,\"journal\":{\"name\":\"2017 IEEE 15th International Conference on Industrial Informatics (INDIN)\",\"volume\":\"34 1\",\"pages\":\"700-705\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2017-07-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"5\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2017 IEEE 15th International Conference on Industrial Informatics (INDIN)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/INDIN.2017.8104858\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 IEEE 15th International Conference on Industrial Informatics (INDIN)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/INDIN.2017.8104858","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Automatic generation of function block applications using evolutionary algorithms: Initial explorations
Automation of software development process has been a concern for a long time. Genetic programming is a well-known technique which uses evolutionary computation to generate or improve a computer program for a specific task without human participation. We consider the method which applies model checking and evolutionary computation towards the automatic generation of function block control applications for industrial automation systems. As a first step, we evaluate the effectiveness of a fitness function based on the number of satisfied computation tree logic formulas in UPPAAL query language for a manually created UPPAAL model. Results show that such fitness function and the (1+1) evolutionary algorithm can be successfully applied to generation of the required data connections in the IEC 61499 function block application.