C. Morales-Perez, J. Rangel-Magdaleno, Israel Cruz-Vega, J. Ramírez-Cortés, H. Peregrina-Barreto
{"title":"FPGA实现正交匹配寻迹算法","authors":"C. Morales-Perez, J. Rangel-Magdaleno, Israel Cruz-Vega, J. Ramírez-Cortés, H. Peregrina-Barreto","doi":"10.1109/ICEEE.2016.7751200","DOIUrl":null,"url":null,"abstract":"In this paper, the Orthogonal Matching Pursuit (OMP) algorithm is implemented on a Field Programmable Gate Array (FPGA) to obtain the number and position of the atoms in a dictionary. The dictionary, obtained by K-Singular Value Decomposition (K-SDV) algorithm and developed in Matlab, reconstructs a signal from its Sparse representation. With the atoms selected by the OMP algorithm, a signal classification is obtained by means of the FPGA. Some experimental tests are presented to verify the proper operation.","PeriodicalId":285464,"journal":{"name":"2016 13th International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE)","volume":"54 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"FPGA implementation of Orthogonal Matching Pursuit algorithm\",\"authors\":\"C. Morales-Perez, J. Rangel-Magdaleno, Israel Cruz-Vega, J. Ramírez-Cortés, H. Peregrina-Barreto\",\"doi\":\"10.1109/ICEEE.2016.7751200\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this paper, the Orthogonal Matching Pursuit (OMP) algorithm is implemented on a Field Programmable Gate Array (FPGA) to obtain the number and position of the atoms in a dictionary. The dictionary, obtained by K-Singular Value Decomposition (K-SDV) algorithm and developed in Matlab, reconstructs a signal from its Sparse representation. With the atoms selected by the OMP algorithm, a signal classification is obtained by means of the FPGA. Some experimental tests are presented to verify the proper operation.\",\"PeriodicalId\":285464,\"journal\":{\"name\":\"2016 13th International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE)\",\"volume\":\"54 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2016-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2016 13th International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICEEE.2016.7751200\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2016 13th International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICEEE.2016.7751200","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
FPGA implementation of Orthogonal Matching Pursuit algorithm
In this paper, the Orthogonal Matching Pursuit (OMP) algorithm is implemented on a Field Programmable Gate Array (FPGA) to obtain the number and position of the atoms in a dictionary. The dictionary, obtained by K-Singular Value Decomposition (K-SDV) algorithm and developed in Matlab, reconstructs a signal from its Sparse representation. With the atoms selected by the OMP algorithm, a signal classification is obtained by means of the FPGA. Some experimental tests are presented to verify the proper operation.