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Quantification of ATOFMS Data by Multivariate Methods

机译:用多变量方法定量ATOFMS数据

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Aerosol time-of-flight mass spectrometry (ATOFMS) is capable of measuring the sizes and chemical compositions of individual polydisperse aerosol particles in real time. A qualitative estimate of the particle composition is acquired in the form of a mass spectrum that must be subsequently interpreted in order to draw conclusions regarding atmospheric relevance. The actual problem involves developing a calibration that allows the mass spectral data to be transformed into estimates of the composition of the atmospheric aerosol. A properly calibrated ATOFMS system should be able to quantitatively determine atmospheric concentrations of various species. Ideally, it would be able to accomplish this more rapidly, accurately, with higher size and time resolution, and at a far lower marginal cost than the manual sampling methods that are currently employed. Attempts have already been made at using ATOFMS and similar techniques to extract the bulk chemical species concentration present in an ensemble of particles. This study represents the use of a multivariate calibration method, two-dimensional partial least-squares analysis, for calibrating singleparticle mass spectral data. The method presented here is far less labor-intensive than the univariate methods attempted to date and allows for less observer bias. Because of the labor savings, this is also the most comprehensive calibration performed to date, resulting in the quantification of 44 different chemical species.
机译:气溶胶飞行时间质谱(ATOFMS)能够实时测量单个多分散气溶胶颗粒的大小和化学组成。以质谱的形式获得颗粒成分的定性估计,随后必须对其进行解释才能得出有关大气相关性的结论。实际问题涉及开发校准,该校准允许将质谱数据转换为对大气气溶胶成分的估计。正确校准的ATOFMS系统应能够定量确定各种物种的大气浓度。理想情况下,与目前使用的手动采样方法相比,它能够以更高的大小和时间分辨率更快速,更准确地完成此操作,并且边际成本要低得多。已经尝试使用ATOFMS和类似技术来提取存在于整体粒子中的大量化学物质的浓度。这项研究代表了使用多元校正方法,二维偏最小二乘分析来校正单颗粒质谱数据。与目前尝试的单变量方法相比,此处介绍的方法劳动强度低得多,并且可以减少观察者的偏见。由于节省了人工,这也是迄今为止执行的最全面的校准,因此可以对44种不同的化学种类进行量化。

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