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High Resolution and Fast Processing of Spectral Reconstruction in Fourier Transform Imaging Spectroscopy

High-resolution spectrum estimation has continually attracted great attention in spectrum reconstruction based on Fourier transform imaging spectroscopy (FTIS). In this paper, a parallel solution for interference data processing using high-resolution spectrum estimation is proposed to reconstruct th...

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Autores principales: Zhang, Weikang, Wen, Desheng, Song, Zongxi, Wei, Xin, Liu, Gang, Li, Zhixin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6308952/
https://www.ncbi.nlm.nih.gov/pubmed/30486414
http://dx.doi.org/10.3390/s18124159
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author Zhang, Weikang
Wen, Desheng
Song, Zongxi
Wei, Xin
Liu, Gang
Li, Zhixin
author_facet Zhang, Weikang
Wen, Desheng
Song, Zongxi
Wei, Xin
Liu, Gang
Li, Zhixin
author_sort Zhang, Weikang
collection PubMed
description High-resolution spectrum estimation has continually attracted great attention in spectrum reconstruction based on Fourier transform imaging spectroscopy (FTIS). In this paper, a parallel solution for interference data processing using high-resolution spectrum estimation is proposed to reconstruct the spectrum in a fast high-resolution way. In batch processing, we use high-performance parallel-computing on the graphics processing unit (GPU) for higher efficiency and lower operation time. In addition, a parallel processing mechanism is designed for our parallel algorithm to obtain higher performance. At the same time, other solving algorithms for the modern spectrum estimation model are introduced for discussion and comparison. We compare traditional high-resolution solving algorithms running on the central processing unit (CPU) and the parallel algorithm on the GPU for processing the interferogram. The experimental results illustrate that runtime is reduced by about 70% using our parallel solution, and the GPU has a great advantage in processing large data and accelerating applications.
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spelling pubmed-63089522019-01-04 High Resolution and Fast Processing of Spectral Reconstruction in Fourier Transform Imaging Spectroscopy Zhang, Weikang Wen, Desheng Song, Zongxi Wei, Xin Liu, Gang Li, Zhixin Sensors (Basel) Article High-resolution spectrum estimation has continually attracted great attention in spectrum reconstruction based on Fourier transform imaging spectroscopy (FTIS). In this paper, a parallel solution for interference data processing using high-resolution spectrum estimation is proposed to reconstruct the spectrum in a fast high-resolution way. In batch processing, we use high-performance parallel-computing on the graphics processing unit (GPU) for higher efficiency and lower operation time. In addition, a parallel processing mechanism is designed for our parallel algorithm to obtain higher performance. At the same time, other solving algorithms for the modern spectrum estimation model are introduced for discussion and comparison. We compare traditional high-resolution solving algorithms running on the central processing unit (CPU) and the parallel algorithm on the GPU for processing the interferogram. The experimental results illustrate that runtime is reduced by about 70% using our parallel solution, and the GPU has a great advantage in processing large data and accelerating applications. MDPI 2018-11-27 /pmc/articles/PMC6308952/ /pubmed/30486414 http://dx.doi.org/10.3390/s18124159 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zhang, Weikang
Wen, Desheng
Song, Zongxi
Wei, Xin
Liu, Gang
Li, Zhixin
High Resolution and Fast Processing of Spectral Reconstruction in Fourier Transform Imaging Spectroscopy
title High Resolution and Fast Processing of Spectral Reconstruction in Fourier Transform Imaging Spectroscopy
title_full High Resolution and Fast Processing of Spectral Reconstruction in Fourier Transform Imaging Spectroscopy
title_fullStr High Resolution and Fast Processing of Spectral Reconstruction in Fourier Transform Imaging Spectroscopy
title_full_unstemmed High Resolution and Fast Processing of Spectral Reconstruction in Fourier Transform Imaging Spectroscopy
title_short High Resolution and Fast Processing of Spectral Reconstruction in Fourier Transform Imaging Spectroscopy
title_sort high resolution and fast processing of spectral reconstruction in fourier transform imaging spectroscopy
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6308952/
https://www.ncbi.nlm.nih.gov/pubmed/30486414
http://dx.doi.org/10.3390/s18124159
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