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Statistical evaluation of compositional changes in volcanic gas chemistry: a case study

机译:火山气体化学成分变化的统计评估:一个案例研究

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The geochemical analysis of fumarolic gases collected at quiescent and active volcanic systems over time is one of the main tools to understand changes in the state of activity for surveillance and risk assessment. The continuous output of chemical species through fumarolic activity, which characterizes the inter-eruptive intervals, has also a major and general influence on the environment. The mobilization of chemical species due to weathering of volcanic rocks, or the input of gaseous components from fumarolic activity, results in some kind of modification of the environment affecting, in particular, water, soils, and the consequent growth of the plants present in these areas. In this paper, an investigation on the chemical composition of fumarolic gases collected at Vulcano island (Sicily, southern Italy) is performed, with the aim to discover how data changes during the monitored period of time, and to design a strategy for the environmental surveillance of volcanic systems taking into account the nature of the analyzed data. In order to summarize the contribution of all the components that can affect the chemical composition of volcanic gases, a multivariate statistical approach appears to be suitable. Since many of those methods assume independent observations, the possible presence of time-dependent structures should be carefully verified. In this framework, given the compositional nature of geochemical data, we have applied recent theoretical and practical developments in the field of compositional data analysis to work in the correct sample space and to isolate groups of parts responsible for significant changes in the gas chemistry. The proposed approach can be generalized to the investigation of complex environmental systems.
机译:随着时间的推移,在静止和活动的火山系统中收集的富马酸气体的地球化学分析是了解监测和风险评估活动状态变化的主要工具之一。通过喷发活动连续产生化学物种,这是喷发间隔的特征,对环境也有重大影响。由于火山岩风化引起的化学物质的动员,或来自富马酸活动的气态成分的输入,导致对环境的某种改造,特别是对水,土壤的影响,从而影响了这些植物中存在的植物的生长。地区。在本文中,对在Vulcano岛(意大利南部西西里岛)收集的富马酸气体的化学成分进行了调查,目的是发现数据在监视的时间段内如何变化,并设计一种环境监测策略考虑到所分析数据的性质。为了总结所有可能影响火山气体化学成分的成分,多元统计方法似乎是合适的。由于这些方法中的许多方法都采用独立的观测,因此应仔细验证时间依赖性结构的可能存在。在此框架中,鉴于地球化学数据的成分性质,我们已经应用了成分数据分析领域的最新理论和实践进展,以在正确的样品空间中工作并分离出负责气体化学变化的部分组。所提出的方法可以推广到复杂环境系统的研究。

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