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Joint Baseline-Correction and Denoising for Raman Spectra

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成果类型:
期刊论文
作者:
Liu, Hai*;Zhang, Zhaoli;Liu, Sanya;Yan, Luxin;Liu, Tingting;...
通讯作者:
Liu, Hai
作者机构:
[Liu, Tingting; Zhang, Zhaoli; Liu, Sanya; Liu, Hai] Cent China Normal Univ, Natl Engn Res Ctr E Learning, Wuhan 430079, Hubei, Peoples R China.
[Yan, Luxin; Zhang, Tianxu] Huazhong Univ Sci & Technol, Sch Automat, Wuhan 430074, Hubei, Peoples R China.
通讯机构:
[Liu, Hai] C
Cent China Normal Univ, Natl Engn Res Ctr E Learning, Wuhan 430079, Hubei, Peoples R China.
语种:
英文
关键词:
Raman spectroscopy;Optical data processing;Baseline correction;Denoising;Morphological operation;Regularization
期刊:
Applied Spectroscopy
ISSN:
0003-7028
年:
2015
卷:
69
期:
9
页码:
1013-1022
基金类别:
National Social Science Fund of China [14BGL131]; National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61505064, 60902060]; Project of the Program for National Key Technology Research and Development Program [2013BAH72B01, 2013BAH18F02, 2015BAH33F02]; Self-Determined Research Funds of CCNU from the Colleges' Basic Research and Operation of MOE [CCNU15A05009, CCNU15A05010]; Scientific R&D Project of the State Education Ministry and China Mobile [MCM20121061]; Chinese Ministry of Education, New Century Excellent Talents in University [NCET-11-0654]
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:
Laser instruments often suffer from the problem of baseline drift and random noise, which greatly degrade spectral quality. In this article, we propose a variation model that combines baseline correction and denoising. First, to guide the baseline estimation, morphological operations are adopted to extract the characteristics of the degraded spectrum. Second, to suppress noise in both the spectrum and baseline, Tikhonov regularization is introduced. Moreover, we describe an efficient optimization scheme that alternates between the latent spectrum estimation and the baseline correction until co...

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