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  • 1
    Publication Date: 2021-04-13
    Description: The use of numerical models aimed at producing probabilistic maps is becoming more and more a common practice for tephra fallout hazard assessment. However, it is important to complement such maps with a quantification of the major sources of aleatoric/epistemic uncertainties, to help stakeholders and decisionmakers in taking informed decisions. In this contribution, we present an example of uncertainty quantification applied to a tephra fallout hazard assessment. The study is related to two volcanoes (Cotopaxi and Guagua Pichincha) threatening the capital city of Ecuador, Quito. Uncertainty was quantified with respect to three aspects: 1) the numerical model itself; 2) the probability of occurrences of different eruptive styles; 3) the range of variation of three eruptive input parameters (total fallout mass, eruption duration, average plume height). For point 1), the model used (which couples the plume model PLUMEMoM and the tephra dispersal model HYSPLIT) was tested in reproducing recent eruptions from South American volcanoes. This step allowed quantifying the difference between real (observed) and modelled values of several parameters, including mass loading, from which we derived coefficients of average model overestimation and underestimation. Concerning points 2) and 3), we performed an expert judgement (elicitation) session involving 20 experts of different countries and areas of expertise. This allowed deriving detailed uncertainty ranges that we used to i) sample the eruptive input parameters at each iteration during hazard map production; ii) linearly combine maps of different eruptive magnitude/style according to their relative probability of occurrence. The final products of this study are hazard maps of different formats and hazard curves for 10 sensitive sites in the city of Quito. Each of these maps/curves is presented as a set of three maps/curves (“lower”, “mean” and “upper”) which quantify the major sources of uncertainty.
    Description: Published
    Description: Catania
    Description: 6V. Pericolosità vulcanica e contributi alla stima del rischio
    Keywords: expert judgement ; Cotopaxi
    Repository Name: Istituto Nazionale di Geofisica e Vulcanologia (INGV)
    Type: Conference paper
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  • 2
    Publication Date: 2020-11-09
    Description: Tephra fallout is a major hazard for many human activities, spanning from aviation safety (ash concentration in the air) to building stability (tephra load) as well as health and respiratory problems. Long-term planning is therefore an important task for civil authorities, especially in highly populated areas. Probabilistic hazard maps are useful tools to address these complex issues, and the quantification of the uncertainty associated to such maps represents an equally important element of hazard assessment. In this work, we present a tephra fallout hazard assessment study related to two volcanoes (Cotopaxi and Guagua Pichincha) directly threatening the capital city of Ecuador, Quito. This work resulted in the production of hazard maps of different formats, in order to meet the needs of both the scientific community and the local authorities. The quantification of the uncertainty was performed in two steps. First, an elicitation session involving 20 experts from different countries and areas of expertise was performed in order to quantify: a) the probabilities of occurrence of different eruptive styles at the two studied volcanoes; b) the range of uncertainty of some key eruptive input parameters (total fallout mass, eruption duration, plume height, total grain size distribution). These latter estimations were used to produce hazard maps with different eruptive scenarios. Second, it was quantified the uncertainty of the model used for the development of the hazard maps (the plume model PLUME-MoM coupled with the tephra dispersal model HYSPLIT) using recent eruptions in the Andean context as test cases. Using a combination of eruptive parameters from such uncertainty quantification,, a coefficient of uncertainty has been derived and applied to the final maps to actually quantify the uncertainty related to the model.
    Description: Published
    Description: San Francisco
    Description: 6V. Pericolosità vulcanica e contributi alla stima del rischio
    Keywords: Cotopaxi ; expert judgement
    Repository Name: Istituto Nazionale di Geofisica e Vulcanologia (INGV)
    Type: Conference paper
    Location Call Number Expected Availability
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  • 3
    Publication Date: 2021-04-13
    Description: OBJECTIF DU PROJET Création de cartes d’aléa probabilistes des retombées de cendre pour les volcans Cotopaxi et Guagua Pichincha et réalisation d'une étude d’aléa plus détaillé pour la ville de Quito NOUVEAUTÉS Utilisation d'un modèle numérique (PLUME-MoM / HYSPLIT) jamais utilisé pour produire des cartes d’aléa probabilistes des retombées de cendre Quantification explicite des principales sources d'incertitudes 1.Du modèle numérique 2.De la probabilité d'avoir différents styles éruptifs 3.De la plage de variation des paramètres éruptifs
    Description: Published
    Description: Clermont-Ferrand (France)
    Description: 6V. Pericolosità vulcanica e contributi alla stima del rischio
    Keywords: expert judgement ; Cotopaxi
    Repository Name: Istituto Nazionale di Geofisica e Vulcanologia (INGV)
    Type: Conference paper
    Location Call Number Expected Availability
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