Terrain Controls and Landscape‐Scale Susceptibility Modelling of Active‐Layer Detachments, Sabine Peninsula, Melville Island, Nunavut

Modelling the susceptibility of permafrost slopes to disturbance can identify areas at risk to future disturbance and result in safer infrastructure and resource development in the Arctic. In this study, we use terrain attributes derived from a digital elevation model, an inventory of permafrost slo...

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Published in:Permafrost and Periglacial Processes
Main Authors: Ashley C. A. Rudy, Scott F. Lamoureux, Paul Treitz, Karin Van Ewijk, Philip P. Bonnaventure, Paul Budkewitsch
Format: Article in Journal/Newspaper
Language:unknown
Subjects:
Online Access:https://doi.org/10.1002/ppp.1900
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spelling ftrepec:oai:RePEc:wly:perpro:v:28:y:2017:i:1:p:79-91 2023-05-15T14:57:18+02:00 Terrain Controls and Landscape‐Scale Susceptibility Modelling of Active‐Layer Detachments, Sabine Peninsula, Melville Island, Nunavut Ashley C. A. Rudy Scott F. Lamoureux Paul Treitz Karin Van Ewijk Philip P. Bonnaventure Paul Budkewitsch https://doi.org/10.1002/ppp.1900 unknown https://doi.org/10.1002/ppp.1900 article ftrepec https://doi.org/10.1002/ppp.1900 2020-12-04T13:31:25Z Modelling the susceptibility of permafrost slopes to disturbance can identify areas at risk to future disturbance and result in safer infrastructure and resource development in the Arctic. In this study, we use terrain attributes derived from a digital elevation model, an inventory of permafrost slope disturbances known as active‐layer detachments (ALDs) and generalised additive modelling to produce a map of permafrost slope disturbance susceptibility for an area on northern Melville Island, in the Canadian High Arctic. By examining terrain variables and their relative importance, we identified factors important for initiating slope disturbance. The model was calibrated and validated using 70 and 30 per cent of a data‐set of 760 mapped ALDs, including disturbed and randomised undisturbed samples. The generalised additive model calibrated and validated very well, with areas under the receiver operating characteristic curve of 0.89 and 0.81, respectively, demonstrating its effectiveness at predicting disturbed and undisturbed samples. ALDs were most likely to occur below the marine limit on slope angles between 3 and 10° and in areas with low values of potential incoming solar radiation (north‐facing slopes). Copyright © 2016 John Wiley & Sons, Ltd. Article in Journal/Newspaper Arctic Nunavut permafrost Melville Island RePEc (Research Papers in Economics) Arctic Nunavut Sabine Peninsula ENVELOPE(-109.505,-109.505,76.335,76.335) Permafrost and Periglacial Processes 28 1 79 91
institution Open Polar
collection RePEc (Research Papers in Economics)
op_collection_id ftrepec
language unknown
description Modelling the susceptibility of permafrost slopes to disturbance can identify areas at risk to future disturbance and result in safer infrastructure and resource development in the Arctic. In this study, we use terrain attributes derived from a digital elevation model, an inventory of permafrost slope disturbances known as active‐layer detachments (ALDs) and generalised additive modelling to produce a map of permafrost slope disturbance susceptibility for an area on northern Melville Island, in the Canadian High Arctic. By examining terrain variables and their relative importance, we identified factors important for initiating slope disturbance. The model was calibrated and validated using 70 and 30 per cent of a data‐set of 760 mapped ALDs, including disturbed and randomised undisturbed samples. The generalised additive model calibrated and validated very well, with areas under the receiver operating characteristic curve of 0.89 and 0.81, respectively, demonstrating its effectiveness at predicting disturbed and undisturbed samples. ALDs were most likely to occur below the marine limit on slope angles between 3 and 10° and in areas with low values of potential incoming solar radiation (north‐facing slopes). Copyright © 2016 John Wiley & Sons, Ltd.
format Article in Journal/Newspaper
author Ashley C. A. Rudy
Scott F. Lamoureux
Paul Treitz
Karin Van Ewijk
Philip P. Bonnaventure
Paul Budkewitsch
spellingShingle Ashley C. A. Rudy
Scott F. Lamoureux
Paul Treitz
Karin Van Ewijk
Philip P. Bonnaventure
Paul Budkewitsch
Terrain Controls and Landscape‐Scale Susceptibility Modelling of Active‐Layer Detachments, Sabine Peninsula, Melville Island, Nunavut
author_facet Ashley C. A. Rudy
Scott F. Lamoureux
Paul Treitz
Karin Van Ewijk
Philip P. Bonnaventure
Paul Budkewitsch
author_sort Ashley C. A. Rudy
title Terrain Controls and Landscape‐Scale Susceptibility Modelling of Active‐Layer Detachments, Sabine Peninsula, Melville Island, Nunavut
title_short Terrain Controls and Landscape‐Scale Susceptibility Modelling of Active‐Layer Detachments, Sabine Peninsula, Melville Island, Nunavut
title_full Terrain Controls and Landscape‐Scale Susceptibility Modelling of Active‐Layer Detachments, Sabine Peninsula, Melville Island, Nunavut
title_fullStr Terrain Controls and Landscape‐Scale Susceptibility Modelling of Active‐Layer Detachments, Sabine Peninsula, Melville Island, Nunavut
title_full_unstemmed Terrain Controls and Landscape‐Scale Susceptibility Modelling of Active‐Layer Detachments, Sabine Peninsula, Melville Island, Nunavut
title_sort terrain controls and landscape‐scale susceptibility modelling of active‐layer detachments, sabine peninsula, melville island, nunavut
url https://doi.org/10.1002/ppp.1900
long_lat ENVELOPE(-109.505,-109.505,76.335,76.335)
geographic Arctic
Nunavut
Sabine Peninsula
geographic_facet Arctic
Nunavut
Sabine Peninsula
genre Arctic
Nunavut
permafrost
Melville Island
genre_facet Arctic
Nunavut
permafrost
Melville Island
op_relation https://doi.org/10.1002/ppp.1900
op_doi https://doi.org/10.1002/ppp.1900
container_title Permafrost and Periglacial Processes
container_volume 28
container_issue 1
container_start_page 79
op_container_end_page 91
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