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DESIGN AND OPTIMIZATION OF A COMPACT LOW-COST OPTICAL PARTICLE SIZER

机译:紧凑型低成本光学颗粒仪的设计与优化

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摘要

Direct measurements of time- and size-resolved particulate matter (PM) concentrations are of major importance in air quality studies and pollution monitoring. Low-cost, compact optical particle counters (OPCs), which provide accurate PM measurements independent of the particle complex index of refraction (CRI), can be useful in personal exposure monitoring and distributed sensor network studies applications. A methodology is presented for the optimization of the sensor design and operation parameter space aimed at reducing the effect of the CRI on particle sizing errors. The Monte Carlo numerical simulation, which utilizes Mie scattering calculations, is used to determine the optimal detector angle for the specific set of constraints described by the weighting coefficients. The optimized detector position (θ = 48°) has the lowest dependency on CRI over the entire particle size range of 0.5–10 microns. The near-forward, optimized, and perpendicular detector angles are compared experimentally using monodisperse 2 μm and 4 μm particles of silica, PSL, and alumina; the light collection cone angle is set at α = 20° in all experiments. The data agree well with the numerical results for all tested scenarios. Overall, the perpendicular detector location has the best precision and worst accuracy related to the CRI variations. The optimized detector position has the best accuracy for both silica and alumina particles. The use of low-cost components, such as laser diodes, photodiodes, miniaturized integrated electronics, and simple component layouts allows for the development of compact OPCs capable of accurately sizing PM. The number of sizing bins, sizing accuracy and precision, and other parameters of interest can be used as an input to an optimization algorithm.
机译:在空气质量研究和污染监测中,直接测量时间和尺寸分辨的颗粒物(PM)浓度非常重要。低成本,紧凑的光学粒子计数器(OPC)可提供独立于粒子复数折射率(CRI)的准确PM测量,可用于个人暴露监测和分布式传感器网络研究应用。提出了一种用于优化传感器设计和操作参数空间的方法,旨在减少CRI对颗粒尺寸误差的影响。利用Mie散射计算的蒙特卡洛数值模拟用于确定加权系数描述的特定约束集的最佳检测器角度。在0.5-10微米的整个粒径范围内,优化的检测器位置(θ= 48°)对CRI的依赖性最低。使用单分散的2μm和4μm二氧化硅,PSL和氧化铝颗粒进行实验比较了近前,优化和垂直探测器角度。在所有实验中,集光锥角均设置为α= 20°。数据与所有测试场景的数值结果吻合良好。总体而言,垂直检测器位置具有与CRI变化相关的最佳精度和最差精度。优化的检测器位置对于二氧化硅和氧化铝颗粒均具有最佳精度。使用低成本组件,例如激光二极管,光电二极管,小型化的集成电子设备以及简单的组件布局,可以开发出能够精确确定PM尺寸的紧凑型OPC。上浆仓的数量,上浆精度和精确度以及其他感兴趣的参数可以用作优化算法的输入。

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  • 年(卷),期 -1(119),-1
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  • 总页数 27
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