Assessing uncertainties in infrasound network performance modelling: application to the Euro-Mediterranean and Southeast Asian region

We propose a modelling technique to confidently estimate and optimize the performance of any infrasound network to remotely monitor sources of interest such as volcanic eruptions, while considering realistic atmospheric specifications along the propagation path, source frequency and noise levels at...

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Main Authors: Tailpied, Dorianne, Le Pichon, Alexis, Taisne, Benoit
Other Authors: Asian School of the Environment
Format: Article
Language:English
Published: 2022
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Online Access:https://hdl.handle.net/10356/163860
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Institution: Nanyang Technological University
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spelling sg-ntu-dr.10356-1638602022-12-24T23:31:08Z Assessing uncertainties in infrasound network performance modelling: application to the Euro-Mediterranean and Southeast Asian region Tailpied, Dorianne Le Pichon, Alexis Taisne, Benoit Asian School of the Environment Earth Observatory of Singapore Science::Geology Numerical Modelling Remote Sensing Of Volcanoes We propose a modelling technique to confidently estimate and optimize the performance of any infrasound network to remotely monitor sources of interest such as volcanic eruptions, while considering realistic atmospheric specifications along the propagation path, source frequency and noise levels at the station. To provide a more realistic picture of the network performance, we define a confidence level accounting for propagation and atmospheric uncertainties. Therefore, we consider 'numerical' uncertainties linked to the approximations made in the used propagation model, errors of the developed mathematical model and atmospheric uncertainties derived from measurement campaigns. In parallel, we perform a sensitivity analysis to determine how each input parameter contributes to the developed mathematical model output as well as to the attenuation model output. Such study is helpful for model simplification and uncertainty reduction by identifying, and thus paying more attention to the most influential model inputs. Below 1 Hz, the effect of 'numerical' errors on network performance modelling dominates. The same situation is observed during strong and stable downwind stratospheric winds along propagation paths. Conversely, when propagation occurs upwind, atmospheric uncertainties become predominant as the frequency increases. This method is then applied to assess the performance of the International Monitoring System (IMS) infrasound network in the Euro-Mediterranean and the Southeast Asian regions. We highlight a frequency, seasonal and spatial dependence of uncertainties in the modelling. Below 1 Hz, large errors are predicted in the shadow zone but the overall error is less than 20 dB. Above 1 Hz, errors with same order of magnitude are also observed, when strong stratospheric jets prevail. But during weak stratospheric duct, uncertainties associated to the modelled attenuation may exceed 30 dB. Such studies lead to significant improvement in assessing detection capability of infrasound network, which is of great interest for monitoring artificial or natural explosive sources like volcanic eruption. In particular this work will contribute into designing and prioritizing maintenance of any given infrasound network, in order to provide even better and more accurate predictions. 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. This work comprises EOS contribution number 405. 2022-12-20T06:47:32Z 2022-12-20T06:47:32Z 2022 Journal Article Tailpied, D., Le Pichon, A. & Taisne, B. (2022). Assessing uncertainties in infrasound network performance modelling: application to the Euro-Mediterranean and Southeast Asian region. Geophysical Journal International, 228(2), 1324-1345. https://dx.doi.org/10.1093/gji/ggab399 0956-540X https://hdl.handle.net/10356/163860 10.1093/gji/ggab399 2-s2.0-85121130204 2 228 1324 1345 en Geophysical Journal International © The Author(s) 2021. Published by Oxford University Press on behalf of The Royal Astronomical Society. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Science::Geology
Numerical Modelling
Remote Sensing Of Volcanoes
spellingShingle Science::Geology
Numerical Modelling
Remote Sensing Of Volcanoes
Tailpied, Dorianne
Le Pichon, Alexis
Taisne, Benoit
Assessing uncertainties in infrasound network performance modelling: application to the Euro-Mediterranean and Southeast Asian region
description We propose a modelling technique to confidently estimate and optimize the performance of any infrasound network to remotely monitor sources of interest such as volcanic eruptions, while considering realistic atmospheric specifications along the propagation path, source frequency and noise levels at the station. To provide a more realistic picture of the network performance, we define a confidence level accounting for propagation and atmospheric uncertainties. Therefore, we consider 'numerical' uncertainties linked to the approximations made in the used propagation model, errors of the developed mathematical model and atmospheric uncertainties derived from measurement campaigns. In parallel, we perform a sensitivity analysis to determine how each input parameter contributes to the developed mathematical model output as well as to the attenuation model output. Such study is helpful for model simplification and uncertainty reduction by identifying, and thus paying more attention to the most influential model inputs. Below 1 Hz, the effect of 'numerical' errors on network performance modelling dominates. The same situation is observed during strong and stable downwind stratospheric winds along propagation paths. Conversely, when propagation occurs upwind, atmospheric uncertainties become predominant as the frequency increases. This method is then applied to assess the performance of the International Monitoring System (IMS) infrasound network in the Euro-Mediterranean and the Southeast Asian regions. We highlight a frequency, seasonal and spatial dependence of uncertainties in the modelling. Below 1 Hz, large errors are predicted in the shadow zone but the overall error is less than 20 dB. Above 1 Hz, errors with same order of magnitude are also observed, when strong stratospheric jets prevail. But during weak stratospheric duct, uncertainties associated to the modelled attenuation may exceed 30 dB. Such studies lead to significant improvement in assessing detection capability of infrasound network, which is of great interest for monitoring artificial or natural explosive sources like volcanic eruption. In particular this work will contribute into designing and prioritizing maintenance of any given infrasound network, in order to provide even better and more accurate predictions.
author2 Asian School of the Environment
author_facet Asian School of the Environment
Tailpied, Dorianne
Le Pichon, Alexis
Taisne, Benoit
format Article
author Tailpied, Dorianne
Le Pichon, Alexis
Taisne, Benoit
author_sort Tailpied, Dorianne
title Assessing uncertainties in infrasound network performance modelling: application to the Euro-Mediterranean and Southeast Asian region
title_short Assessing uncertainties in infrasound network performance modelling: application to the Euro-Mediterranean and Southeast Asian region
title_full Assessing uncertainties in infrasound network performance modelling: application to the Euro-Mediterranean and Southeast Asian region
title_fullStr Assessing uncertainties in infrasound network performance modelling: application to the Euro-Mediterranean and Southeast Asian region
title_full_unstemmed Assessing uncertainties in infrasound network performance modelling: application to the Euro-Mediterranean and Southeast Asian region
title_sort assessing uncertainties in infrasound network performance modelling: application to the euro-mediterranean and southeast asian region
publishDate 2022
url https://hdl.handle.net/10356/163860
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