用正矩阵分解法分析飞机发射粒子的特性

Katsumi Saitoh, Koyomi Nakazawa, Osamu Nagafuchi
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摘要

为了表征飞机发射的粒子,利用正矩阵分解(PMF)分析了飞机发射的粒子的元素组成信息。基于5个因子和30个随机起点的PMF分析,推导出因子分布和源贡献。因子1含有来自发动机油的颗粒。因子2包含来自跑道表面和轮胎之间摩擦的颗粒。因子3包含沉积在跑道表面的颗粒,主要由土壤成分组成。因子4包含来自涡轮叶片的颗粒。因子5含有植物燃烧产生的颗粒和着陆时散落的颗粒。发动机反转器在因子2、因子4、因子5中占元件总价值的85%以上。碳盘式制动器的主要因素因样品而异。对于轮胎沟槽,因子2和因子3占要素总价值的大部分。PMF分析显示,从飞机上收集的颗粒含有不同生成模式的元素。此外,研究还发现,从发动机逆转器、碳盘式制动器和轮胎凹槽收集的颗粒中包括来自植物燃烧的颗粒,这些颗粒被认为与飞机排放的颗粒无关。
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Characterization analysis of particles emitted from aircraft using positive matrix factorization
In order to characterize particles emitted from aircraft, we analyzed the elemental composition information of particles collected from aircraft using positive matrix factorization (PMF). The factor profile and source contribution were deduced based on PMF analysis with five factors and 30 random starting points. Factor 1 contains particles derived from engine oil. Factor 2 contains particles originating from the friction between the runway surface and the tire. Factor 3 contains particles deposited on the runway surface, mainly composed of soil components. Factor 4 contains particles derived from the turbine blade. Factor 5 contains particles derived from plant combustion and particles scattered during landing. Engine reversers accounted for more than 85% of the element total value with factor 2, factor 4, and factor 5. The carbon disc brakes had different main factors depending on the sample. For the tire grooves, factor 2 and factor 3 accounted for the majority of the element total value. The PMF analysis revealed that the particles collected from aircraft contained elements with different modes of generation. In addition, it was found that particles derived from plant combustion, which are presumed to have little relevance to particles emitted from aircraft, were included in the particles collected from the engine reverser, carbon disc brakes, and tire grooves.
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