基于人工神经网络的功率放大器非线性建模

J. Pochmara
{"title":"基于人工神经网络的功率放大器非线性建模","authors":"J. Pochmara","doi":"10.1109/MIXDES.2007.4286202","DOIUrl":null,"url":null,"abstract":"This paper describes a method for modeling nonlinear power amplifier for RF applications. Presented model is based on the neural network architecture and can be applied to characterize memoryless behaviour of power amplifiers. For simulation we use feed-forward neural network to make a normalized input-output conversion for nonlinear characteristic of power amplifier. The results show that neural network can be a good tool in modeling process of nonlinear components used in RF circuits. The numerical comparison between existing methods (Saleh model) is computed in order to evaluate performance of the proposed model of interpolation of power amplifier nonlinearities.","PeriodicalId":310187,"journal":{"name":"2007 14th International Conference on Mixed Design of Integrated Circuits and Systems","volume":"42 12 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2007-06-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Modeling Power Amplifier Nonlinearities with Artifical Neural Network\",\"authors\":\"J. Pochmara\",\"doi\":\"10.1109/MIXDES.2007.4286202\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper describes a method for modeling nonlinear power amplifier for RF applications. Presented model is based on the neural network architecture and can be applied to characterize memoryless behaviour of power amplifiers. For simulation we use feed-forward neural network to make a normalized input-output conversion for nonlinear characteristic of power amplifier. The results show that neural network can be a good tool in modeling process of nonlinear components used in RF circuits. The numerical comparison between existing methods (Saleh model) is computed in order to evaluate performance of the proposed model of interpolation of power amplifier nonlinearities.\",\"PeriodicalId\":310187,\"journal\":{\"name\":\"2007 14th International Conference on Mixed Design of Integrated Circuits and Systems\",\"volume\":\"42 12 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2007-06-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2007 14th International Conference on Mixed Design of Integrated Circuits and Systems\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/MIXDES.2007.4286202\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2007 14th International Conference on Mixed Design of Integrated Circuits and Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/MIXDES.2007.4286202","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

摘要

本文介绍了一种用于射频应用的非线性功率放大器的建模方法。该模型基于神经网络结构,可用于表征功率放大器的无记忆特性。在仿真中,采用前馈神经网络对功率放大器的非线性特性进行归一化输入输出转换。结果表明,神经网络在射频电路中非线性元件的建模过程中是一种很好的工具。为了评价所提出的功率放大器非线性插值模型的性能,对现有方法(Saleh模型)进行了数值比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modeling Power Amplifier Nonlinearities with Artifical Neural Network
This paper describes a method for modeling nonlinear power amplifier for RF applications. Presented model is based on the neural network architecture and can be applied to characterize memoryless behaviour of power amplifiers. For simulation we use feed-forward neural network to make a normalized input-output conversion for nonlinear characteristic of power amplifier. The results show that neural network can be a good tool in modeling process of nonlinear components used in RF circuits. The numerical comparison between existing methods (Saleh model) is computed in order to evaluate performance of the proposed model of interpolation of power amplifier nonlinearities.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信