FlowDIR: a MATLAB tool for rapidly and probabilistically forecasting the travel directions of volcanic flows
We present FlowDIR, a MATLAB tool that rapidly and objectively quantifies future travel direction probabilities for topographically controlled hazardous flows, based on analysis of summit topography. FlowDIR can achieve probabilistic forecasts of future travel directions in minutes and provides a ba...
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sg-ntu-dr.10356-1738042024-03-04T15:30:38Z FlowDIR: a MATLAB tool for rapidly and probabilistically forecasting the travel directions of volcanic flows Tennant, Eleanor Jenkins, Susanna F. Biass, Sébastien Asian School of the Environment Earth Observatory of Singapore Earth and Environmental Sciences Volcanic hazards Hazard models We present FlowDIR, a MATLAB tool that rapidly and objectively quantifies future travel direction probabilities for topographically controlled hazardous flows, based on analysis of summit topography. FlowDIR can achieve probabilistic forecasts of future travel directions in minutes and provides a basis for choosing the starting co-ordinates required by empirical flow models. In this work we describe the development of FlowDIR, perform a sensitivity analysis to determine the influence of input parameters on forecasted probabilities, and demonstrate its effectiveness in the retrospective forecasting of travel directions for block-and-ash flows and lava flows at three volcanoes with different summit morphologies (Shinmoedake, Colima and Merapi). In all case studies, the higher probability flow directions identified using FlowDIR agreed with the travel direction of historically observed flows. Given its intuitive outputs and rapid execution time, FlowDIR can be used to supplement existing modelling strategies for hazard assessment of topographically controlled hazardous flows prior to and during crisis. We demonstrate this by coupling FlowDIR output probabilities with an empirical hazard model to estimate probability of block-and-ash flow inundation at Gede volcano, Indonesia. Ministry of Education (MOE) National Research Foundation (NRF) Published version This research was supported by the Earth Observatory of Singapore via its funding from the National Research Foundation Singapore and the Singapore Ministry of Education under the Research Centres of Excellence initiative and comprises EOS contribution number 458. 2024-02-28T01:27:48Z 2024-02-28T01:27:48Z 2023 Journal Article Tennant, E., Jenkins, S. F. & Biass, S. (2023). FlowDIR: a MATLAB tool for rapidly and probabilistically forecasting the travel directions of volcanic flows. Journal of Applied Volcanology, 12(1), 10-. https://dx.doi.org/10.1186/s13617-023-00136-3 2191-5040 https://hdl.handle.net/10356/173804 10.1186/s13617-023-00136-3 2-s2.0-85173644499 1 12 10 en Journal of Applied Volcanology © 2023 The Author(s). This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. application/pdf |
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Earth and Environmental Sciences Volcanic hazards Hazard models Tennant, Eleanor Jenkins, Susanna F. Biass, Sébastien FlowDIR: a MATLAB tool for rapidly and probabilistically forecasting the travel directions of volcanic flows |
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We present FlowDIR, a MATLAB tool that rapidly and objectively quantifies future travel direction probabilities for topographically controlled hazardous flows, based on analysis of summit topography. FlowDIR can achieve probabilistic forecasts of future travel directions in minutes and provides a basis for choosing the starting co-ordinates required by empirical flow models. In this work we describe the development of FlowDIR, perform a sensitivity analysis to determine the influence of input parameters on forecasted probabilities, and demonstrate its effectiveness in the retrospective forecasting of travel directions for block-and-ash flows and lava flows at three volcanoes with different summit morphologies (Shinmoedake, Colima and Merapi). In all case studies, the higher probability flow directions identified using FlowDIR agreed with the travel direction of historically observed flows. Given its intuitive outputs and rapid execution time, FlowDIR can be used to supplement existing modelling strategies for hazard assessment of topographically controlled hazardous flows prior to and during crisis. We demonstrate this by coupling FlowDIR output probabilities with an empirical hazard model to estimate probability of block-and-ash flow inundation at Gede volcano, Indonesia. |
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Asian School of the Environment |
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Asian School of the Environment Tennant, Eleanor Jenkins, Susanna F. Biass, Sébastien |
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Article |
author |
Tennant, Eleanor Jenkins, Susanna F. Biass, Sébastien |
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Tennant, Eleanor |
title |
FlowDIR: a MATLAB tool for rapidly and probabilistically forecasting the travel directions of volcanic flows |
title_short |
FlowDIR: a MATLAB tool for rapidly and probabilistically forecasting the travel directions of volcanic flows |
title_full |
FlowDIR: a MATLAB tool for rapidly and probabilistically forecasting the travel directions of volcanic flows |
title_fullStr |
FlowDIR: a MATLAB tool for rapidly and probabilistically forecasting the travel directions of volcanic flows |
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FlowDIR: a MATLAB tool for rapidly and probabilistically forecasting the travel directions of volcanic flows |
title_sort |
flowdir: a matlab tool for rapidly and probabilistically forecasting the travel directions of volcanic flows |
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2024 |
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https://hdl.handle.net/10356/173804 |
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