{"title":"Nabla分数分布优化算法与定向通信拓扑","authors":"Xiaolin Hong, Yikun Zeng, Shuaiyu Zhou, Yiheng Wei","doi":"10.1109/ISAS59543.2023.10164582","DOIUrl":null,"url":null,"abstract":"This paper proposes a fractional order distributed optimization algorithm for balanced directed graphs by introducing nabla fractional calculus. The proposed algorithm is shown to converge at the rate of Mittag-Leffler to the exact solution of the distributed optimization problem on balanced connected digraph topological network structure with strong convex and smooth objective function. A numerical example is provided to verify the effectiveness of the algorithm and demonstrate the potential of fractional calculus in addressing distributed optimization problems.","PeriodicalId":199115,"journal":{"name":"2023 6th International Symposium on Autonomous Systems (ISAS)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Nabla fractional distributed optimization algorithm with directed communication topology\",\"authors\":\"Xiaolin Hong, Yikun Zeng, Shuaiyu Zhou, Yiheng Wei\",\"doi\":\"10.1109/ISAS59543.2023.10164582\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper proposes a fractional order distributed optimization algorithm for balanced directed graphs by introducing nabla fractional calculus. The proposed algorithm is shown to converge at the rate of Mittag-Leffler to the exact solution of the distributed optimization problem on balanced connected digraph topological network structure with strong convex and smooth objective function. A numerical example is provided to verify the effectiveness of the algorithm and demonstrate the potential of fractional calculus in addressing distributed optimization problems.\",\"PeriodicalId\":199115,\"journal\":{\"name\":\"2023 6th International Symposium on Autonomous Systems (ISAS)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-06-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2023 6th International Symposium on Autonomous Systems (ISAS)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ISAS59543.2023.10164582\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 6th International Symposium on Autonomous Systems (ISAS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISAS59543.2023.10164582","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Nabla fractional distributed optimization algorithm with directed communication topology
This paper proposes a fractional order distributed optimization algorithm for balanced directed graphs by introducing nabla fractional calculus. The proposed algorithm is shown to converge at the rate of Mittag-Leffler to the exact solution of the distributed optimization problem on balanced connected digraph topological network structure with strong convex and smooth objective function. A numerical example is provided to verify the effectiveness of the algorithm and demonstrate the potential of fractional calculus in addressing distributed optimization problems.