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A Framework for Probabilistic Multi-Hazard Assessment of Rain-Triggered Lahars Using Bayesian Belief Networks: Difference between revisions
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A framework for probabilistic hazard assessment of lahars within a multi-hazard environment developed by [https://doi.org/10.3389/feart.2017.00073 Tierz et al. (2017)] that uses a Bayesian Belief Network model (''Multihaz'') for lahar triggering, coupled with a dynamic physical model for lahar propagation (''LaharFlow''). ''Multihaz'' is used to estimate the probability of lahars of different volumes occurring given information about regional rainfall, scientific knowledge on lahar triggering mechanisms and probabilistic assessment of available pyroclastic material from tephra fallout and pyroclastic density currents. ''LaharFlow'' propagates the uncertainty and probabilities modeled by ''Multihaz'' into hazard footprints of lahars. | A framework for probabilistic hazard assessment of lahars within a multi-hazard environment developed by [https://doi.org/10.3389/feart.2017.00073 Tierz et al. (2017)] that uses a Bayesian Belief Network model (''Multihaz'') for lahar triggering, coupled with a dynamic physical model for lahar propagation (''LaharFlow''). ''Multihaz'' is used to estimate the probability of lahars of different volumes occurring given information about regional rainfall, scientific knowledge on lahar triggering mechanisms and probabilistic assessment of available pyroclastic material from tephra fallout and pyroclastic density currents. ''LaharFlow'' propagates the uncertainty and probabilities modeled by ''Multihaz'' into hazard footprints of lahars. | ||
The framework is applied to Somma- | The framework is applied to Somma-Vesuvius (Italy). | ||
'''Technical considerations''' | '''Technical considerations''' | ||
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Lahars; triggering hazards; hazard modelling; Bayesian Belief Network | Lahars; triggering hazards; hazard modelling; Bayesian Belief Network | ||
</div> | </div> | ||
[[Category:Multi-hazard Risk Assessment]] | |||
Latest revision as of 16:50, 11 June 2024
Year of publication: 2017
Access: Open access publication
Link: https://doi.org/10.3389/feart.2017.00073
Organisation(s) / Author(s): Istituto Nazionale di Geofisica e Vulcanologia (INGV), Sezione di Bologna, Italy; School of Earth Sciences, University of Bristol, UK; Istituto Nazionale di Geofisica e Vulcanologia (INGV), Sezione di Roma, Italy; UK Meteorological Office
Description
A framework for probabilistic hazard assessment of lahars within a multi-hazard environment developed by Tierz et al. (2017) that uses a Bayesian Belief Network model (Multihaz) for lahar triggering, coupled with a dynamic physical model for lahar propagation (LaharFlow). Multihaz is used to estimate the probability of lahars of different volumes occurring given information about regional rainfall, scientific knowledge on lahar triggering mechanisms and probabilistic assessment of available pyroclastic material from tephra fallout and pyroclastic density currents. LaharFlow propagates the uncertainty and probabilities modeled by Multihaz into hazard footprints of lahars.
The framework is applied to Somma-Vesuvius (Italy).
Technical considerations
Modelling framework not directly available.
Keywords
Lahars; triggering hazards; hazard modelling; Bayesian Belief Network