A Power-Sensitive Feature Index Model-Based Method for EMC Prediction of GPS Receivers

IF 2.6 3区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC
Fenglin Shi;Changsong Wu;Dongze Li;Yubin Zhao;Shaoxiong Cai;Yaoyao Li;Donglin Su
{"title":"A Power-Sensitive Feature Index Model-Based Method for EMC Prediction of GPS Receivers","authors":"Fenglin Shi;Changsong Wu;Dongze Li;Yubin Zhao;Shaoxiong Cai;Yaoyao Li;Donglin Su","doi":"10.1109/TEMC.2026.3660311","DOIUrl":null,"url":null,"abstract":"Global navigation satellite system receivers are highly vulnerable to complex electromagnetic interference, while existing studies face difficulties in quantifying interference parameters and establishing a unified framework across different interference types. To address this challenge, this article proposes a receiver anti-interference performance evaluation method based on a power-sensitive characteristic exponential model. The approach first eliminates spectral amplitude deviations through L2-norm normalization, and then quantifies the similarity between measured and reference spectra using cosine similarity. A power penalty term is introduced to construct a weighted similarity measure, which is further combined with dynamically updated frequency weights to fuse multifrequency information and yield interference-sensitive feature scores. A joint loss function is designed to iteratively optimize the frequency weights and a unified decision threshold. Finally, discrete scores are fitted with an exponential model to form continuous power-sensitive characteristic exponential models. Experimental results demonstrate that the optimized unified threshold achieves reliable failure detection, with fitted threshold powers deviating within <inline-formula><tex-math>$\\pm 3$</tex-math></inline-formula> dB of measurements. Additional validation with signals of varying pulse duty cycles confirms the generality of the method.","PeriodicalId":55012,"journal":{"name":"IEEE Transactions on Electromagnetic Compatibility","volume":"68 3","pages":"522-533"},"PeriodicalIF":2.6000,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Electromagnetic Compatibility","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/11409445/","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/2/24 0:00:00","PubModel":"Epub","JCR":"Q3","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0

Abstract

Global navigation satellite system receivers are highly vulnerable to complex electromagnetic interference, while existing studies face difficulties in quantifying interference parameters and establishing a unified framework across different interference types. To address this challenge, this article proposes a receiver anti-interference performance evaluation method based on a power-sensitive characteristic exponential model. The approach first eliminates spectral amplitude deviations through L2-norm normalization, and then quantifies the similarity between measured and reference spectra using cosine similarity. A power penalty term is introduced to construct a weighted similarity measure, which is further combined with dynamically updated frequency weights to fuse multifrequency information and yield interference-sensitive feature scores. A joint loss function is designed to iteratively optimize the frequency weights and a unified decision threshold. Finally, discrete scores are fitted with an exponential model to form continuous power-sensitive characteristic exponential models. Experimental results demonstrate that the optimized unified threshold achieves reliable failure detection, with fitted threshold powers deviating within $\pm 3$ dB of measurements. Additional validation with signals of varying pulse duty cycles confirms the generality of the method.
基于功率敏感特征指数模型的GPS接收机电磁兼容预测方法
全球卫星导航系统接收机极易受到复杂的电磁干扰,而现有的研究在对干扰参数进行量化和建立跨不同干扰类型的统一框架方面存在困难。为了解决这一问题,本文提出了一种基于功率敏感特性指数模型的接收机抗干扰性能评估方法。该方法首先通过l2范数归一化消除光谱幅度偏差,然后利用余弦相似度量化测量光谱与参考光谱之间的相似度。引入功率惩罚项构建加权相似测度,再结合动态更新的频率权值融合多频信息,得到干扰敏感特征分数。设计了联合损失函数迭代优化频率权值和统一决策阈值。最后,用指数模型拟合离散分数,形成连续的功率敏感特征指数模型。实验结果表明,优化后的统一阈值可以实现可靠的故障检测,拟合的阈值功率偏差在测量值的$\pm 3$ dB以内。对不同脉冲占空比信号的附加验证证实了该方法的通用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
4.80
自引率
19.00%
发文量
235
审稿时长
2.3 months
期刊介绍: IEEE Transactions on Electromagnetic Compatibility publishes original and significant contributions related to all disciplines of electromagnetic compatibility (EMC) and relevant methods to predict, assess and prevent electromagnetic interference (EMI) and increase device/product immunity. The scope of the publication includes, but is not limited to Electromagnetic Environments; Interference Control; EMC and EMI Modeling; High Power Electromagnetics; EMC Standards, Methods of EMC Measurements; Computational Electromagnetics and Signal and Power Integrity, as applied or directly related to Electromagnetic Compatibility problems; Transmission Lines; Electrostatic Discharge and Lightning Effects; EMC in Wireless and Optical Technologies; EMC in Printed Circuit Board and System Design.
×
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:604180095
Book学术官方微信
小红书