S. E. Mishchenko, V. V. Shatskij, D. Y. Eliseev, A. Litvinov
{"title":"用神经网络方法求解有源相控阵构造综合问题","authors":"S. E. Mishchenko, V. V. Shatskij, D. Y. Eliseev, A. Litvinov","doi":"10.1109/RSEMW.2019.8792730","DOIUrl":null,"url":null,"abstract":"The neural network approach to the solution of problems of constructive synthesis of the transmitting active phased antenna arrays is proposed. The considered antennas are composed of amplifiers with one or more nominal values and narrow ranges of transfer coefficients. The structure of a neural network consisting of a classifying neural network and several approximating neural networks is substantiated. The algorithm of neural network training with preliminary setting of the classifying part is proposed. Examples of solving problems of constructive synthesis, with different indicators of the quality of neural network training are given.","PeriodicalId":158616,"journal":{"name":"2019 Radiation and Scattering of Electromagnetic Waves (RSEMW)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Neural Network Approach to the Solution of Constructive Synthesis Problems of Active Phased Antenna Arrays\",\"authors\":\"S. E. Mishchenko, V. V. Shatskij, D. Y. Eliseev, A. Litvinov\",\"doi\":\"10.1109/RSEMW.2019.8792730\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The neural network approach to the solution of problems of constructive synthesis of the transmitting active phased antenna arrays is proposed. The considered antennas are composed of amplifiers with one or more nominal values and narrow ranges of transfer coefficients. The structure of a neural network consisting of a classifying neural network and several approximating neural networks is substantiated. The algorithm of neural network training with preliminary setting of the classifying part is proposed. Examples of solving problems of constructive synthesis, with different indicators of the quality of neural network training are given.\",\"PeriodicalId\":158616,\"journal\":{\"name\":\"2019 Radiation and Scattering of Electromagnetic Waves (RSEMW)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-06-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2019 Radiation and Scattering of Electromagnetic Waves (RSEMW)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/RSEMW.2019.8792730\",\"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 Radiation and Scattering of Electromagnetic Waves (RSEMW)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/RSEMW.2019.8792730","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Neural Network Approach to the Solution of Constructive Synthesis Problems of Active Phased Antenna Arrays
The neural network approach to the solution of problems of constructive synthesis of the transmitting active phased antenna arrays is proposed. The considered antennas are composed of amplifiers with one or more nominal values and narrow ranges of transfer coefficients. The structure of a neural network consisting of a classifying neural network and several approximating neural networks is substantiated. The algorithm of neural network training with preliminary setting of the classifying part is proposed. Examples of solving problems of constructive synthesis, with different indicators of the quality of neural network training are given.