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

IF 2.9 3区 环境科学与生态学 Q2 ENGINEERING, CHEMICAL Journal of Aerosol Science Pub Date : 2025-02-01 DOI:10.1016/j.jaerosci.2024.106501
Shaoyong Li , Lingjun Tang , Jingzhen Li , Zhanming Su , Zhengxu Huang , Mei Li , Wei Gao , Xue Li , Guohua Zhang , Lei Li
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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.
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提高实时生物气溶胶单粒子质谱仪测定精度的算法
新开发的生物气溶胶单粒子质谱仪(Bio-SPAMS)具有创新的光学分级系统设计。先前单粒子质谱仪的第一束激光被分成近距离双束,类似于APS(气动粒子分级器)和SBS-LIBS(单束分裂-激光诱导击穿光谱)的设计。通过气动透镜可以对所有聚焦的粒子进行大小计算,并得到粒子数浓度统计。然而,由于光束质量不完美,大尺寸颗粒的散射强度大,散射信号中可能存在一些噪声,在设置相同触发阈值的情况下,该分级系统测量的颗粒直径往往大于实际值。在本研究中,当测量直径为1.9 μm、3.1 μm和4.9 μm的PSL微球时,固定阈值算法的识别率分别仅为75.25%、55.26%和0.27%。为了解决这一问题,我们开发了一种基于现场可编程门阵列(FPGA)的动态阈值波形识别算法,该算法可以实时处理光电倍增管(PMT)采集的光电信号。该算法可以动态调整采集到的散射信号触发阈值,准确计算出近距离双波束之间的间隔时间。对于直径为1.9、3.1和4.9 μm的PSL微球,动态阈值算法的准确率分别提高了19.09%、25.72%和88.20%。该算法有效地解决了粒径偏差问题,提高了生物气溶胶质谱仪在0.3 ~ 6 μm宽粒径范围内的粒径测量精度。
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来源期刊
Journal of Aerosol Science
Journal of Aerosol Science 环境科学-工程:化工
CiteScore
8.80
自引率
8.90%
发文量
127
审稿时长
35 days
期刊介绍: Founded in 1970, the Journal of Aerosol Science considers itself the prime vehicle for the publication of original work as well as reviews related to fundamental and applied aerosol research, as well as aerosol instrumentation. Its content is directed at scientists working in engineering disciplines, as well as physics, chemistry, and environmental sciences. The editors welcome submissions of papers describing recent experimental, numerical, and theoretical research related to the following topics: 1. Fundamental Aerosol Science. 2. Applied Aerosol Science. 3. Instrumentation & Measurement Methods.
期刊最新文献
An optical sensing method for external mixed aerosol based on light scattering angular spectrum Technical note: Frozen moment ratio and persistent memory in shear-induced coagulation within a decaying vortex Editorial Board
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