Cargando…

Concentration Retrieval in a Calibration-Free Wavelength Modulation Spectroscopy System Using Particle Swarm Optimization Algorithm

This paper develops a concentration retrieval technique based on the particle swarm optimization (PSO) algorithm, which is used for a calibration-free wavelength modulation spectroscopy system. As compared with the commonly used technique based on the Levenberg–Marquardt (LM) algorithm, the PSO-base...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhang, Tingting, Sun, Yongjie, Wang, Pengpeng, Zhu, Cunguang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10386339/
https://www.ncbi.nlm.nih.gov/pubmed/37514667
http://dx.doi.org/10.3390/s23146374
_version_ 1785081639919943680
author Zhang, Tingting
Sun, Yongjie
Wang, Pengpeng
Zhu, Cunguang
author_facet Zhang, Tingting
Sun, Yongjie
Wang, Pengpeng
Zhu, Cunguang
author_sort Zhang, Tingting
collection PubMed
description This paper develops a concentration retrieval technique based on the particle swarm optimization (PSO) algorithm, which is used for a calibration-free wavelength modulation spectroscopy system. As compared with the commonly used technique based on the Levenberg–Marquardt (LM) algorithm, the PSO-based method is less dependent on the pre-characterization of the laser tuning parameters. We analyzed the key parameters affecting the performance of the PSO-based technique and determined their optimal parameter values through testing. Furthermore, we conducted a comparative analysis of the efficacy of two techniques in detecting C(2)H(2) concentration. The results showed that the PSO-based concentration retrieval technique is about 63 times faster than the LM-based one in achieving the same accuracy. Within 5 s, the PSO-based technique can produce findings that are generally consistent with the values anticipated.
format Online
Article
Text
id pubmed-10386339
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-103863392023-07-30 Concentration Retrieval in a Calibration-Free Wavelength Modulation Spectroscopy System Using Particle Swarm Optimization Algorithm Zhang, Tingting Sun, Yongjie Wang, Pengpeng Zhu, Cunguang Sensors (Basel) Communication This paper develops a concentration retrieval technique based on the particle swarm optimization (PSO) algorithm, which is used for a calibration-free wavelength modulation spectroscopy system. As compared with the commonly used technique based on the Levenberg–Marquardt (LM) algorithm, the PSO-based method is less dependent on the pre-characterization of the laser tuning parameters. We analyzed the key parameters affecting the performance of the PSO-based technique and determined their optimal parameter values through testing. Furthermore, we conducted a comparative analysis of the efficacy of two techniques in detecting C(2)H(2) concentration. The results showed that the PSO-based concentration retrieval technique is about 63 times faster than the LM-based one in achieving the same accuracy. Within 5 s, the PSO-based technique can produce findings that are generally consistent with the values anticipated. MDPI 2023-07-13 /pmc/articles/PMC10386339/ /pubmed/37514667 http://dx.doi.org/10.3390/s23146374 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Communication
Zhang, Tingting
Sun, Yongjie
Wang, Pengpeng
Zhu, Cunguang
Concentration Retrieval in a Calibration-Free Wavelength Modulation Spectroscopy System Using Particle Swarm Optimization Algorithm
title Concentration Retrieval in a Calibration-Free Wavelength Modulation Spectroscopy System Using Particle Swarm Optimization Algorithm
title_full Concentration Retrieval in a Calibration-Free Wavelength Modulation Spectroscopy System Using Particle Swarm Optimization Algorithm
title_fullStr Concentration Retrieval in a Calibration-Free Wavelength Modulation Spectroscopy System Using Particle Swarm Optimization Algorithm
title_full_unstemmed Concentration Retrieval in a Calibration-Free Wavelength Modulation Spectroscopy System Using Particle Swarm Optimization Algorithm
title_short Concentration Retrieval in a Calibration-Free Wavelength Modulation Spectroscopy System Using Particle Swarm Optimization Algorithm
title_sort concentration retrieval in a calibration-free wavelength modulation spectroscopy system using particle swarm optimization algorithm
topic Communication
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10386339/
https://www.ncbi.nlm.nih.gov/pubmed/37514667
http://dx.doi.org/10.3390/s23146374
work_keys_str_mv AT zhangtingting concentrationretrievalinacalibrationfreewavelengthmodulationspectroscopysystemusingparticleswarmoptimizationalgorithm
AT sunyongjie concentrationretrievalinacalibrationfreewavelengthmodulationspectroscopysystemusingparticleswarmoptimizationalgorithm
AT wangpengpeng concentrationretrievalinacalibrationfreewavelengthmodulationspectroscopysystemusingparticleswarmoptimizationalgorithm
AT zhucunguang concentrationretrievalinacalibrationfreewavelengthmodulationspectroscopysystemusingparticleswarmoptimizationalgorithm