{"title":"实用压缩传感的五个指南——以天线方向图测量为例","authors":"M. Don, Gonzalo R. Arce","doi":"10.1109/MIM.2023.10208254","DOIUrl":null,"url":null,"abstract":"Compressive sensing (CS) is a signal processing technique that has found applications in numerous fields, providing benefits such as lower power consumption, reduced memory usage, higher resolution, and faster measurement speed. Despite the vast theoretical advancements in CS, its commercial applications have been slow to develop. Moreover, alternative sensing strategies may outperform CS in many real-world scenarios. In a previous publication [1], five guidelines were proposed to facilitate the use of CS in practical applications. In this follow-on article, we delve into each of these guidelines in detail, using compressive antenna pattern measurement as a case study. By understanding the limitations of CS and choosing appropriate applications, the test and measurement community will be able to successfully utilize its benefits in practical systems.","PeriodicalId":55025,"journal":{"name":"IEEE Instrumentation & Measurement Magazine","volume":null,"pages":null},"PeriodicalIF":1.6000,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Five Guidelines for Practical Compressive Sensing with a Case Study in Antenna Pattern Measurement\",\"authors\":\"M. Don, Gonzalo R. Arce\",\"doi\":\"10.1109/MIM.2023.10208254\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Compressive sensing (CS) is a signal processing technique that has found applications in numerous fields, providing benefits such as lower power consumption, reduced memory usage, higher resolution, and faster measurement speed. Despite the vast theoretical advancements in CS, its commercial applications have been slow to develop. Moreover, alternative sensing strategies may outperform CS in many real-world scenarios. In a previous publication [1], five guidelines were proposed to facilitate the use of CS in practical applications. In this follow-on article, we delve into each of these guidelines in detail, using compressive antenna pattern measurement as a case study. By understanding the limitations of CS and choosing appropriate applications, the test and measurement community will be able to successfully utilize its benefits in practical systems.\",\"PeriodicalId\":55025,\"journal\":{\"name\":\"IEEE Instrumentation & Measurement Magazine\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":1.6000,\"publicationDate\":\"2023-08-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Instrumentation & Measurement Magazine\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://doi.org/10.1109/MIM.2023.10208254\",\"RegionNum\":4,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"ENGINEERING, ELECTRICAL & ELECTRONIC\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Instrumentation & Measurement Magazine","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1109/MIM.2023.10208254","RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
Five Guidelines for Practical Compressive Sensing with a Case Study in Antenna Pattern Measurement
Compressive sensing (CS) is a signal processing technique that has found applications in numerous fields, providing benefits such as lower power consumption, reduced memory usage, higher resolution, and faster measurement speed. Despite the vast theoretical advancements in CS, its commercial applications have been slow to develop. Moreover, alternative sensing strategies may outperform CS in many real-world scenarios. In a previous publication [1], five guidelines were proposed to facilitate the use of CS in practical applications. In this follow-on article, we delve into each of these guidelines in detail, using compressive antenna pattern measurement as a case study. By understanding the limitations of CS and choosing appropriate applications, the test and measurement community will be able to successfully utilize its benefits in practical systems.
期刊介绍:
IEEE Instrumentation & Measurement Magazine is a bimonthly publication. It publishes in February, April, June, August, October, and December of each year. The magazine covers a wide variety of topics in instrumentation, measurement, and systems that measure or instrument equipment or other systems. The magazine has the goal of providing readable introductions and overviews of technology in instrumentation and measurement to a wide engineering audience. It does this through articles, tutorials, columns, and departments. Its goal is to cross disciplines to encourage further research and development in instrumentation and measurement.