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Fast blind instrument function estimation method for industrial infrared spectrometers

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成果类型:
期刊论文
作者:
Liu, Tingting;Liu, Hai*;Chen, Zengzhao;Lesgold, Alan M.
通讯作者:
Liu, Hai
作者机构:
[Liu, Tingting; Chen, Zengzhao; Liu, Hai] Cent China Normal Univ, Natl Engn Res Ctr E Learning, Wuhan 430079, Hubei, Peoples R China.
[Liu, Hai] City Univ Hong Kong, Dept Mech & Biomed Engn, 83 Tat Chee Ave, Kowloon, Hong Kong, Peoples R China.
[Lesgold, Alan M.] Univ Pittsburgh, Sch Educ, Pittsburgh, PA 15260 USA.
通讯机构:
[Liu, Hai] C
Cent China Normal Univ, Natl Engn Res Ctr E Learning, Wuhan 430079, Hubei, Peoples R China.
City Univ Hong Kong, Dept Mech & Biomed Engn, 83 Tat Chee Ave, Kowloon, Hong Kong, Peoples R China.
语种:
英文
关键词:
Band overlap;instrumentation;IR spectrometer instrument;regularization;signal processing and analysis
期刊:
IEEE Transactions on Industrial Informatics
ISSN:
1551-3203
年:
2018
卷:
14
期:
12
页码:
5268-5277
基金类别:
Manuscript received August 21, 2017; revised November 19, 2017 and December 27, 2017; accepted January 9, 2018. Date of publication January 17, 2018; date of current version December 3, 2018. This work was supported in part by the National Natural Science Foundation of China under Grant 61505064, in part by Hong Kong Scholars Programs under Grant XJ2016063, in part by the National Natural Science Foundation of Hubei Province under Grant 2016CFB497, in part by the National key Research and Development Program (2017YFB1401301, 2017YFB1401303), in part by the Cultivating Excellent Doctoral Dissertations Program of CCNU (2017YBZZ009), and in part by the Specific Funding for Education Science Research by Self-Determined Research Funds of CCNU (CCNU18QN008). Paper no. TII-17-1901.R2. The authors, H. Liu and T. Liu contributed equally to this work. (Corresponding author: Hai Liu.) H. Liu is with the National Engineering Research Center for E-Learning, Central China Normal University, Wuhan 430079, China, and also with the Department of Mechanical and Biomedical Engineering, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong (e-mail: hailiu0204@mail.ccnu.edu.cn).
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:
Infrared (IR) spectrometers, particularly the aging ones, often suffer from the band overlap and random noise. In this paper, a blind estimation method based on discrete cosine transform (DCT) regularization is proposed for IR spectrum measured from an aging spectrometer instrument. Motivated by the observation that the DCT coefficient distribution of the ground-truth spectrum is sparser than that of the observed spectrum, an IR spectral deconvolution model is formulated in our method to regularize the distribution of the observed spectrum by total variation regularization. Then, the split Bre...

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