Zichun Shi, Pu Miao, Peng Chen, Lei Xue, Li-Yang Zheng, Laiyuan Wang, Gaojie Chen
{"title":"可见光通信系统中基于压缩传感的差分空间调制检测方案","authors":"Zichun Shi, Pu Miao, Peng Chen, Lei Xue, Li-Yang Zheng, Laiyuan Wang, Gaojie Chen","doi":"arxiv-2409.06577","DOIUrl":null,"url":null,"abstract":"Differential spatial modulation (DSM) exploits the time dimension to\nfacilitate the differential modulation, which can perfectly avoid the challenge\nin acquiring of heavily entangled channel state information of visible light\ncommunication (VLC) system. However, it has huge search space and high\ncomplexity for large number of transmitters. In this paper, a novel vector\ncorrection (VC)-based orthogonal matching pursuit (OMP) detection algorithm is\nproposed to reduce the complexity, which exploits the sparsity and relativity\nof all transmitters, and then employs a novel correction criterion by\ncorrecting the index vectors of the error estimation for improving the\ndemodulation performance. To overcome the local optimum dilemma in the atoms\nsearching, an OMP-assisted genetic algorithm is also proposed to further\nimprove the bit error rate (BER) performance of the VLC-DSM system. Simulation\nresults demonstrate that the proposed schemes can significantly reduce the\ncomputational complexity at least by 62.5% while achieving an excellent BER\nperformance as compared with traditional maximum likelihood based receiver.","PeriodicalId":501034,"journal":{"name":"arXiv - EE - Signal Processing","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Compressed Sensing based Detection Schemes for Differential Spatial Modulation in Visible Light Communication Systems\",\"authors\":\"Zichun Shi, Pu Miao, Peng Chen, Lei Xue, Li-Yang Zheng, Laiyuan Wang, Gaojie Chen\",\"doi\":\"arxiv-2409.06577\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Differential spatial modulation (DSM) exploits the time dimension to\\nfacilitate the differential modulation, which can perfectly avoid the challenge\\nin acquiring of heavily entangled channel state information of visible light\\ncommunication (VLC) system. However, it has huge search space and high\\ncomplexity for large number of transmitters. In this paper, a novel vector\\ncorrection (VC)-based orthogonal matching pursuit (OMP) detection algorithm is\\nproposed to reduce the complexity, which exploits the sparsity and relativity\\nof all transmitters, and then employs a novel correction criterion by\\ncorrecting the index vectors of the error estimation for improving the\\ndemodulation performance. To overcome the local optimum dilemma in the atoms\\nsearching, an OMP-assisted genetic algorithm is also proposed to further\\nimprove the bit error rate (BER) performance of the VLC-DSM system. Simulation\\nresults demonstrate that the proposed schemes can significantly reduce the\\ncomputational complexity at least by 62.5% while achieving an excellent BER\\nperformance as compared with traditional maximum likelihood based receiver.\",\"PeriodicalId\":501034,\"journal\":{\"name\":\"arXiv - EE - Signal Processing\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-09-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - EE - Signal Processing\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2409.06577\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - EE - Signal Processing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.06577","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Compressed Sensing based Detection Schemes for Differential Spatial Modulation in Visible Light Communication Systems
Differential spatial modulation (DSM) exploits the time dimension to
facilitate the differential modulation, which can perfectly avoid the challenge
in acquiring of heavily entangled channel state information of visible light
communication (VLC) system. However, it has huge search space and high
complexity for large number of transmitters. In this paper, a novel vector
correction (VC)-based orthogonal matching pursuit (OMP) detection algorithm is
proposed to reduce the complexity, which exploits the sparsity and relativity
of all transmitters, and then employs a novel correction criterion by
correcting the index vectors of the error estimation for improving the
demodulation performance. To overcome the local optimum dilemma in the atoms
searching, an OMP-assisted genetic algorithm is also proposed to further
improve the bit error rate (BER) performance of the VLC-DSM system. Simulation
results demonstrate that the proposed schemes can significantly reduce the
computational complexity at least by 62.5% while achieving an excellent BER
performance as compared with traditional maximum likelihood based receiver.