A Projection-Based Atom Selection Orthogonal Matching Pursuit Processor with Multiple Candidates and Matrix Inversion Bypass for Compressive Sensing

碩士 === 國立清華大學 === 通訊工程研究所 === 102 === Many research fields have the motivation using the compressive sensing. All the CS problems pursue the high speed (low complexity) and high signal reconstruction per- formance. This study proposed a projection-based atom selection orthogonal matching pursuit (POM...

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Main Authors: Jhang, Jin-Wei, 張晉瑋
Other Authors: Huang, Yuan-Hao
Format: Others
Language:en_US
Published: 2013
Online Access:http://ndltd.ncl.edu.tw/handle/23142333612687195089
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spelling ndltd-TW-102NTHU56500162015-10-13T22:57:41Z http://ndltd.ncl.edu.tw/handle/23142333612687195089 A Projection-Based Atom Selection Orthogonal Matching Pursuit Processor with Multiple Candidates and Matrix Inversion Bypass for Compressive Sensing 支援壓縮取樣多候選向量及免反矩陣運算之投影向量選取正交匹配追蹤處理器 Jhang, Jin-Wei 張晉瑋 碩士 國立清華大學 通訊工程研究所 102 Many research fields have the motivation using the compressive sensing. All the CS problems pursue the high speed (low complexity) and high signal reconstruction per- formance. This study proposed a projection-based atom selection orthogonal matching pursuit (POMP) with multiple candidates and matrix inversion bypass (MCMIB) al- gorithm. The POMP has better signal-to-noise ratio (SRNR) performance than the orthogonal matching pursuit (OMP) algorithm, but the computational complexity of the POMP is extremely high. This algorithm greatly simplified the computational com- plexity of the POMP algorithm without loss any SRNR performance. The architecture is designed for the 256-length input vector with sparsity 12, and 64 measurement data. The proposed processor is implemented by TSMC 90nm 1P9M CMOS technology. The clock frequency is 140MHz, and the chip area is 11.18mm 2 . The total reconstruction time is 72.25 µs. Huang, Yuan-Hao 黃元豪 2013 學位論文 ; thesis 63 en_US
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language en_US
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description 碩士 === 國立清華大學 === 通訊工程研究所 === 102 === Many research fields have the motivation using the compressive sensing. All the CS problems pursue the high speed (low complexity) and high signal reconstruction per- formance. This study proposed a projection-based atom selection orthogonal matching pursuit (POMP) with multiple candidates and matrix inversion bypass (MCMIB) al- gorithm. The POMP has better signal-to-noise ratio (SRNR) performance than the orthogonal matching pursuit (OMP) algorithm, but the computational complexity of the POMP is extremely high. This algorithm greatly simplified the computational com- plexity of the POMP algorithm without loss any SRNR performance. The architecture is designed for the 256-length input vector with sparsity 12, and 64 measurement data. The proposed processor is implemented by TSMC 90nm 1P9M CMOS technology. The clock frequency is 140MHz, and the chip area is 11.18mm 2 . The total reconstruction time is 72.25 µs.
author2 Huang, Yuan-Hao
author_facet Huang, Yuan-Hao
Jhang, Jin-Wei
張晉瑋
author Jhang, Jin-Wei
張晉瑋
spellingShingle Jhang, Jin-Wei
張晉瑋
A Projection-Based Atom Selection Orthogonal Matching Pursuit Processor with Multiple Candidates and Matrix Inversion Bypass for Compressive Sensing
author_sort Jhang, Jin-Wei
title A Projection-Based Atom Selection Orthogonal Matching Pursuit Processor with Multiple Candidates and Matrix Inversion Bypass for Compressive Sensing
title_short A Projection-Based Atom Selection Orthogonal Matching Pursuit Processor with Multiple Candidates and Matrix Inversion Bypass for Compressive Sensing
title_full A Projection-Based Atom Selection Orthogonal Matching Pursuit Processor with Multiple Candidates and Matrix Inversion Bypass for Compressive Sensing
title_fullStr A Projection-Based Atom Selection Orthogonal Matching Pursuit Processor with Multiple Candidates and Matrix Inversion Bypass for Compressive Sensing
title_full_unstemmed A Projection-Based Atom Selection Orthogonal Matching Pursuit Processor with Multiple Candidates and Matrix Inversion Bypass for Compressive Sensing
title_sort projection-based atom selection orthogonal matching pursuit processor with multiple candidates and matrix inversion bypass for compressive sensing
publishDate 2013
url http://ndltd.ncl.edu.tw/handle/23142333612687195089
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