Infrared spectroscopy has shown promise in the field of biomedicine practice. Nevertheless, its widespread application, particularly in the imaging field, has been hampered by the slow acquisition of spectral data from degraded infrared signals, which is exacerbated by band overlap and random noise. This study presents a novel infrared spectral recovery technique that utilizes discrete Hankel transform regularization and is capable of distinguishing between degraded and high-resolution infrared spectra. To assess the sparse disparity between the captured infrared spectrum and its ground truth counterpart in the frequency domain, we use the discrete Hankel transform to examine their coefficient distributions. Given that the distribution of the ground truth spectrum is significantly sparser than that detected, we propose an infrared spectral recovery framework that regulates the sparsity of the observed spectrum using the L0 norm. Then, the tracking algorithm of greedy analysis is leveraged to address the challenge of L0 norm minimization. Experimental results, including both simulated and real spectral data, confirm the effectiveness of the algorithm in preserving the spectral peaks of the infrared while removing the random noise. Furthermore, our algorithm can determine the aperture function of spectrometer instrument and thus significantly increase the significance of the measurement.
机构:
Guangzhou Univ Chinese Med, Coll Chinese Med, Guangzhou, Guangdong, Peoples R ChinaS Cent Univ Nationalities, Coll Pharm, Wuhan 430074, Hubei Province, Peoples R China
Xu, Ran
Chen, Yujie
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机构:
China Pharmaceut Univ, Coll Chinese Med, Nanjing, Jiangsu, Peoples R ChinaS Cent Univ Nationalities, Coll Pharm, Wuhan 430074, Hubei Province, Peoples R China
Chen, Yujie
Wan, Dingrong
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机构:
S Cent Univ Nationalities, Coll Pharm, Wuhan 430074, Hubei Province, Peoples R ChinaS Cent Univ Nationalities, Coll Pharm, Wuhan 430074, Hubei Province, Peoples R China
Wan, Dingrong
Wang, Jing
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机构:
S Cent Univ Nationalities, Coll Pharm, Wuhan 430074, Hubei Province, Peoples R ChinaS Cent Univ Nationalities, Coll Pharm, Wuhan 430074, Hubei Province, Peoples R China
机构:
School of Electronic Engineering, Xi'an Aeronautical University, Xi'anSchool of Electronic Engineering, Xi'an Aeronautical University, Xi'an
Xu J.
Xie Z.
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机构:
Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'anSchool of Electronic Engineering, Xi'an Aeronautical University, Xi'an
Xie Z.
Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering,
2019,
48
(07):
机构:
Gloucestershire Royal Hosp, Biophoton Res Unit, Gloucester GL1 3NN, EnglandGloucestershire Royal Hosp, Biophoton Res Unit, Gloucester GL1 3NN, England
Lloyd, Gavin Rhys
Stone, Nicholas
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机构:
Univ Exeter, Sch Phys, Coll Engn Math & Phys Sci, Biomed Phys, Exeter EX4 4QL, Devon, EnglandGloucestershire Royal Hosp, Biophoton Res Unit, Gloucester GL1 3NN, England
机构:
Keele Univ, Guy Hilton Res Ctr, Thornburrow Dr, Stoke On Trent ST4 7QB, Staffs, EnglandKeele Univ, Guy Hilton Res Ctr, Thornburrow Dr, Stoke On Trent ST4 7QB, Staffs, England
Rutter, A. V.
Crees, J.
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机构:
Univ Hosp North Midlands, Royal Stoke Univ Hosp, Histopathol Dept, Newcastle Rd, Stoke On Trent ST4 6QG, Staffs, EnglandKeele Univ, Guy Hilton Res Ctr, Thornburrow Dr, Stoke On Trent ST4 7QB, Staffs, England
Crees, J.
Wright, H.
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机构:
Univ Hosp North Midlands, Royal Stoke Univ Hosp, Res & Dev Dept, Newcastle Rd, Stoke On Trent ST4 6QG, Staffs, EnglandKeele Univ, Guy Hilton Res Ctr, Thornburrow Dr, Stoke On Trent ST4 7QB, Staffs, England
Wright, H.
van Pittius, D. G.
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机构:
Univ Hosp North Midlands, Royal Stoke Univ Hosp, Histopathol Dept, Newcastle Rd, Stoke On Trent ST4 6QG, Staffs, EnglandKeele Univ, Guy Hilton Res Ctr, Thornburrow Dr, Stoke On Trent ST4 7QB, Staffs, England
van Pittius, D. G.
Yousef, I.
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机构:
ALBA Synchrotron, Carrer Llum 2-26, Barcelona 08290, SpainKeele Univ, Guy Hilton Res Ctr, Thornburrow Dr, Stoke On Trent ST4 7QB, Staffs, England
Yousef, I.
Sule-Suso, J.
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机构:
Keele Univ, Guy Hilton Res Ctr, Thornburrow Dr, Stoke On Trent ST4 7QB, Staffs, England
Univ Hosp North Midlands, Royal Stoke Univ Hosp, Oncol Dept, Newcastle Rd, Stoke On Trent ST4 6QG, Staffs, EnglandKeele Univ, Guy Hilton Res Ctr, Thornburrow Dr, Stoke On Trent ST4 7QB, Staffs, England