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.
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.