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Blind spectrum reconstruction algorithm with L-0-sparse representation

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成果类型:
期刊论文
作者:
Liu, Hai*;Zhang, Zhaoli;Liu, Sanyan;Shu, Jiangbo;Liu, Tingting;...
通讯作者:
Liu, Hai
作者机构:
[Liu, Sanyan; Liu, Tingting; Zhang, Zhaoli; Shu, Jiangbo; Liu, Hai] Cent China Normal Univ, Natl Engn Res Ctr E Learning, Wuhan 430079, Peoples R China.
[Zhang, Tianxu] Huazhong Univ Sci & Technol, Sch Automat, Wuhan 430074, Peoples R China.
通讯机构:
[Liu, Hai] C
Cent China Normal Univ, Natl Engn Res Ctr E Learning, Wuhan 430079, Peoples R China.
语种:
英文
关键词:
Algorithms;Data handling;Optical data processing;Raman spectroscopy;Signal reconstruction;Chemical mixtures;Maximum a posteriori;Minimization problems;Pursuit algorithms;regularization;Sparse representation;Spectral structure;Spectrum reconstruction;Raman scattering
期刊:
Measurement Science And Technology
ISSN:
0957-0233
年:
2015
卷:
26
期:
8
页码:
085502
基金类别:
National Social Science Fund of China [14BGL131]; National Key Technology Research and Development ProgramNational Key Technology R&D Program [2013BAH72B01, 2013BAH18F02]; Self-determined Research Funds of CCNU from the Colleges 'basic Research and Operation of MOE [CCNU15A05009, CCNU15A05010, CCNU14A05020]; Scientific R&D Project of State Education Ministry and China Mobile [MCM20121061]; Hubei province natural science foundationNatural Science Foundation of Hubei Province [2013CFB209]; Project of the Program for New Century Excellent Talents in University [NCET-11-0654]; Chinese Ministry of EducationMinistry of Education, China
机构署名:
本校为第一且通讯机构
院系归属:
国家数字化学习工程技术研究中心
摘要:
Raman spectrum often suffers from band overlap and Poisson noise. This paper presents a new blind Poissonian Raman spectrum reconstruction method, which incorporates the L0-sparse prior together with the total variation constraint into the maximum a posteriori framework. Furthermore, the greedy analysis pursuit algorithm is adopted to solve the L0-based minimization problem. Simulated and real spectrum experimental results show that the proposed method can effectively preserve spectral structure and suppress noise. The reconstructed Raman spectra are easily used f...

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