{"title":"ISAR-Image recognition using optimized HONN by a Metaheuristic algorithm","authors":"Asma Elyounsi, H. Tlijani, M. Bouhlel","doi":"10.1109/SETIT54465.2022.9875763","DOIUrl":null,"url":null,"abstract":"In the field of ISAR Data extraction, many drawbacks appear and make this field a very challenging one. Therefore, using higher order neural networks (HONN) became an useful way to cope with problems like the inability to scale with the complexity of the problem and the sluggish converge rate that results in a lengthy training period. The Functional Link Artificial Neural Network (FLANN), a higher order neural network, was optimized in this paper using a revolutionary metaheuristic inspired by the Firefly algorithm to identify radar targets. Results from experiments demonstrate the effectiveness of the training method.","PeriodicalId":126155,"journal":{"name":"2022 IEEE 9th International Conference on Sciences of Electronics, Technologies of Information and Telecommunications (SETIT)","volume":"35 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE 9th International Conference on Sciences of Electronics, Technologies of Information and Telecommunications (SETIT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SETIT54465.2022.9875763","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
In the field of ISAR Data extraction, many drawbacks appear and make this field a very challenging one. Therefore, using higher order neural networks (HONN) became an useful way to cope with problems like the inability to scale with the complexity of the problem and the sluggish converge rate that results in a lengthy training period. The Functional Link Artificial Neural Network (FLANN), a higher order neural network, was optimized in this paper using a revolutionary metaheuristic inspired by the Firefly algorithm to identify radar targets. Results from experiments demonstrate the effectiveness of the training method.