Algorithm for improving the sizing accuracy in real-time bioaerosol single particle mass spectrometer

The newly developed bioaerosol single particle mass spectrometer (Bio-SPAMS) has been innovatively designed for its optical sizing system. The first laser beam in the previous single particle mass spectrometer was split into near distance double beams, similar to the design of APS (Aerodynamic Parti...

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Published inJournal of aerosol science Vol. 184; p. 106501
Main Authors Li, Shaoyong, Tang, Lingjun, Li, Jingzhen, Su, Zhanming, Huang, Zhengxu, Li, Mei, Gao, Wei, Li, Xue, Zhang, Guohua, Li, Lei
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.02.2025
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Online AccessGet full text
ISSN0021-8502
DOI10.1016/j.jaerosci.2024.106501

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Abstract The newly developed bioaerosol single particle mass spectrometer (Bio-SPAMS) has been innovatively designed for its optical sizing system. The first laser beam in the previous single particle mass spectrometer was split into near distance double beams, similar to the design of APS (Aerodynamic Particle Sizer) and SBS-LIBS (Single Beam Splitting-Laser Induced Breakdown Spectroscopy). All the particles focused by the aerodynamic lens can be sized and got number concentration statistic. However, due to the imperfect beam quality and the large scattering intensity of the large-sized particles, there may be some noise in the scattered signals, particle diameter measured by this sizing system was often larger than actual value if the same trigger threshold was set. In this study, when measuring PSL microspheres with diameters of 1.9, 3.1, and 4.9 μm, the identification rates of the fixed threshold algorithm were only 75.25%, 55.26%, and 0.27%, respectively. To address such issue, we developed a dynamic threshold waveform recognition algorithm based on field programmable gate array (FPGA), which could process the photoelectric signals collected by a photomultiplier tube (PMT) in real time. The algorithm can dynamically adjust the trigger threshold of the collected scattered signals and accurately calculate the interval time between the near distance double beam. For PSL microspheres with diameters of 1.9, 3.1, and 4.9 μm, the accuracy of the dynamic threshold algorithm increased by 19.09%, 25.72%, and 88.20%, respectively. This algorithm effectively solves the problem of particle sizing deviation, and improves the particle size measurement accuracy of the bioaerosol mass spectrometer in a wide particle size range from 0.3–6 μm. •A novel optical sizing system was designed in newly developed bioaerosol single particle mass spectrometer (Bio-SPAMS).•A dynamic threshold algorithm is proposed to improve the accuracy of large particle sizing in Bio-SPAMS.•The developed algorithm substantially improve the accuracy of particle sizing in a wide range (0.3–6 μm).•The improved number size distribution obtained from the Bio-SPAMS is comparable to that from APS.
AbstractList The newly developed bioaerosol single particle mass spectrometer (Bio-SPAMS) has been innovatively designed for its optical sizing system. The first laser beam in the previous single particle mass spectrometer was split into near distance double beams, similar to the design of APS (Aerodynamic Particle Sizer) and SBS-LIBS (Single Beam Splitting-Laser Induced Breakdown Spectroscopy). All the particles focused by the aerodynamic lens can be sized and got number concentration statistic. However, due to the imperfect beam quality and the large scattering intensity of the large-sized particles, there may be some noise in the scattered signals, particle diameter measured by this sizing system was often larger than actual value if the same trigger threshold was set. In this study, when measuring PSL microspheres with diameters of 1.9, 3.1, and 4.9 μm, the identification rates of the fixed threshold algorithm were only 75.25%, 55.26%, and 0.27%, respectively. To address such issue, we developed a dynamic threshold waveform recognition algorithm based on field programmable gate array (FPGA), which could process the photoelectric signals collected by a photomultiplier tube (PMT) in real time. The algorithm can dynamically adjust the trigger threshold of the collected scattered signals and accurately calculate the interval time between the near distance double beam. For PSL microspheres with diameters of 1.9, 3.1, and 4.9 μm, the accuracy of the dynamic threshold algorithm increased by 19.09%, 25.72%, and 88.20%, respectively. This algorithm effectively solves the problem of particle sizing deviation, and improves the particle size measurement accuracy of the bioaerosol mass spectrometer in a wide particle size range from 0.3–6 μm. •A novel optical sizing system was designed in newly developed bioaerosol single particle mass spectrometer (Bio-SPAMS).•A dynamic threshold algorithm is proposed to improve the accuracy of large particle sizing in Bio-SPAMS.•The developed algorithm substantially improve the accuracy of particle sizing in a wide range (0.3–6 μm).•The improved number size distribution obtained from the Bio-SPAMS is comparable to that from APS.
ArticleNumber 106501
Author Zhang, Guohua
Su, Zhanming
Li, Mei
Huang, Zhengxu
Li, Xue
Li, Jingzhen
Gao, Wei
Li, Lei
Li, Shaoyong
Tang, Lingjun
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Keywords Particle size measurement
Field programmable gate array (FPGA)
Bioaerosol single particle mass spectrometer (bio-SPAMS)
Algorithm
Language English
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Snippet The newly developed bioaerosol single particle mass spectrometer (Bio-SPAMS) has been innovatively designed for its optical sizing system. The first laser beam...
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SubjectTerms Algorithm
Bioaerosol single particle mass spectrometer (bio-SPAMS)
Field programmable gate array (FPGA)
Particle size measurement
Title Algorithm for improving the sizing accuracy in real-time bioaerosol single particle mass spectrometer
URI https://dx.doi.org/10.1016/j.jaerosci.2024.106501
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