{"title":"基于多层感知器的射频功率放大器行为模式识别","authors":"H. Yin, Zhe Chen, Chao Yu","doi":"10.1109/ICMMT.2018.8563891","DOIUrl":null,"url":null,"abstract":"This paper proposes a novel method for the pattern recognition of radio frequency (RF) power amplifier (PA) behaviors by employing multilayer perceptron. Based on the proposed method, different PA behaviors can be effectively recognized, which is very crucial for PA behavioral modeling and linearization in the dynamical data transmission for the next generation communications systems. Experimental results show that this method can effectively realize the pattern recognition with very high accuracy.","PeriodicalId":190601,"journal":{"name":"2018 International Conference on Microwave and Millimeter Wave Technology (ICMMT)","volume":"36 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":"{\"title\":\"Pattern Recognition of RF Power Amplifier Behaviors with Multilayer Perceptron\",\"authors\":\"H. Yin, Zhe Chen, Chao Yu\",\"doi\":\"10.1109/ICMMT.2018.8563891\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper proposes a novel method for the pattern recognition of radio frequency (RF) power amplifier (PA) behaviors by employing multilayer perceptron. Based on the proposed method, different PA behaviors can be effectively recognized, which is very crucial for PA behavioral modeling and linearization in the dynamical data transmission for the next generation communications systems. Experimental results show that this method can effectively realize the pattern recognition with very high accuracy.\",\"PeriodicalId\":190601,\"journal\":{\"name\":\"2018 International Conference on Microwave and Millimeter Wave Technology (ICMMT)\",\"volume\":\"36 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-05-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"3\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2018 International Conference on Microwave and Millimeter Wave Technology (ICMMT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICMMT.2018.8563891\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 International Conference on Microwave and Millimeter Wave Technology (ICMMT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICMMT.2018.8563891","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Pattern Recognition of RF Power Amplifier Behaviors with Multilayer Perceptron
This paper proposes a novel method for the pattern recognition of radio frequency (RF) power amplifier (PA) behaviors by employing multilayer perceptron. Based on the proposed method, different PA behaviors can be effectively recognized, which is very crucial for PA behavioral modeling and linearization in the dynamical data transmission for the next generation communications systems. Experimental results show that this method can effectively realize the pattern recognition with very high accuracy.
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