{"title":"Intelligent reconstruction algorithm of electromagnetic map based on propagation model","authors":"Haojin Li;Hongjun Wang;Zhexian Shen;Yingchun Shi","doi":"10.23919/JCN.2024.000055","DOIUrl":null,"url":null,"abstract":"In view of the fact that electromagnetic maps can be used to depict the distribution of electromagnetic spectrum in detail, and to support electromagnetic spectrum analysis and management, as well as network design and optimization, this paper studies an intelligent reconstruction algorithm of electromagnetic map based on propagation model in the application field scenario of integrated sensing and communication (ISAC) technology. Firstly, the propagation model is used to model the variogram function, and then the improved particle swarm optimization algorithm is used to solve the expression of the variogram function, and the semi-variovariation values of the points to be estimated and the sampling points are obtained according to the variogram function. Then, the spatial interpolation method combined with the semi-variant value is used to estimate the estimated points, and finally the reconstructed electromagnetic map is obtained. Experimental simulation and comparison prove the effectiveness and advancement of the proposed algorithm.","PeriodicalId":54864,"journal":{"name":"Journal of Communications and Networks","volume":null,"pages":null},"PeriodicalIF":2.9000,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10748590","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Communications and Networks","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10748590/","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"COMPUTER SCIENCE, INFORMATION SYSTEMS","Score":null,"Total":0}
引用次数: 0
Abstract
In view of the fact that electromagnetic maps can be used to depict the distribution of electromagnetic spectrum in detail, and to support electromagnetic spectrum analysis and management, as well as network design and optimization, this paper studies an intelligent reconstruction algorithm of electromagnetic map based on propagation model in the application field scenario of integrated sensing and communication (ISAC) technology. Firstly, the propagation model is used to model the variogram function, and then the improved particle swarm optimization algorithm is used to solve the expression of the variogram function, and the semi-variovariation values of the points to be estimated and the sampling points are obtained according to the variogram function. Then, the spatial interpolation method combined with the semi-variant value is used to estimate the estimated points, and finally the reconstructed electromagnetic map is obtained. Experimental simulation and comparison prove the effectiveness and advancement of the proposed algorithm.
期刊介绍:
The JOURNAL OF COMMUNICATIONS AND NETWORKS is published six times per year, and is committed to publishing high-quality papers that advance the state-of-the-art and practical applications of communications and information networks. Theoretical research contributions presenting new techniques, concepts, or analyses, applied contributions reporting on experiences and experiments, and tutorial expositions of permanent reference value are welcome. The subjects covered by this journal include all topics in communication theory and techniques, communication systems, and information networks. COMMUNICATION THEORY AND SYSTEMS WIRELESS COMMUNICATIONS NETWORKS AND SERVICES.