{"title":"用Atangana-Baleanu算子对传热过程分数阶状态空间模型进行参数辨识","authors":"K. Oprzȩdkiewicz, W. Mitkowski","doi":"10.1109/MMAR.2019.8864695","DOIUrl":null,"url":null,"abstract":"In the paper the parameters identification problem for a new, non integer order, state space model of heat transfer process is presented. The proposed model uses Atangana-Baleanu derivative operator. The analytical formula of step response is proposed. The parameters of the model are estimated via numerical minimization of the Mean Square Error (MSE) cost function. Finally the proposed model is compared to fractional order models using Caputo (C) and Caputo-Fabrizio (CF) operators. Results of numerical tests show, that the accuracy of the proposed model is better than accuracy of CF model, but worse, than accuracy of the C model.","PeriodicalId":392498,"journal":{"name":"2019 24th International Conference on Methods and Models in Automation and Robotics (MMAR)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Parameter identification for the fractional order, state space model of heat transfer process using Atangana-Baleanu operator\",\"authors\":\"K. Oprzȩdkiewicz, W. Mitkowski\",\"doi\":\"10.1109/MMAR.2019.8864695\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In the paper the parameters identification problem for a new, non integer order, state space model of heat transfer process is presented. The proposed model uses Atangana-Baleanu derivative operator. The analytical formula of step response is proposed. The parameters of the model are estimated via numerical minimization of the Mean Square Error (MSE) cost function. Finally the proposed model is compared to fractional order models using Caputo (C) and Caputo-Fabrizio (CF) operators. Results of numerical tests show, that the accuracy of the proposed model is better than accuracy of CF model, but worse, than accuracy of the C model.\",\"PeriodicalId\":392498,\"journal\":{\"name\":\"2019 24th International Conference on Methods and Models in Automation and Robotics (MMAR)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-08-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2019 24th International Conference on Methods and Models in Automation and Robotics (MMAR)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/MMAR.2019.8864695\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 24th International Conference on Methods and Models in Automation and Robotics (MMAR)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/MMAR.2019.8864695","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Parameter identification for the fractional order, state space model of heat transfer process using Atangana-Baleanu operator
In the paper the parameters identification problem for a new, non integer order, state space model of heat transfer process is presented. The proposed model uses Atangana-Baleanu derivative operator. The analytical formula of step response is proposed. The parameters of the model are estimated via numerical minimization of the Mean Square Error (MSE) cost function. Finally the proposed model is compared to fractional order models using Caputo (C) and Caputo-Fabrizio (CF) operators. Results of numerical tests show, that the accuracy of the proposed model is better than accuracy of CF model, but worse, than accuracy of the C model.