Evaluating sources of uncertainty and variability in rock glacier inventories

Abstract This paper aims to evaluate sources of uncertainty and variability associated with rock glacier inventories compiled from remotely sensed imagery. To this end, we ran three mapping exercises in Kaiserbergtal, Austria. To evaluate interactions between mapping style and imagery resolution, we...

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Published in:Earth Surface Processes and Landforms
Main Authors: Brardinoni, Francesco, Scotti, Riccardo, Sailer, Rudolf, Mair, Volkmar
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2019
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Online Access:http://dx.doi.org/10.1002/esp.4674
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spelling crwiley:10.1002/esp.4674 2024-09-09T20:03:22+00:00 Evaluating sources of uncertainty and variability in rock glacier inventories Brardinoni, Francesco Scotti, Riccardo Sailer, Rudolf Mair, Volkmar 2019 http://dx.doi.org/10.1002/esp.4674 https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1002%2Fesp.4674 https://onlinelibrary.wiley.com/doi/pdf/10.1002/esp.4674 https://onlinelibrary.wiley.com/doi/full-xml/10.1002/esp.4674 en eng Wiley http://onlinelibrary.wiley.com/termsAndConditions#vor Earth Surface Processes and Landforms volume 44, issue 12, page 2450-2466 ISSN 0197-9337 1096-9837 journal-article 2019 crwiley https://doi.org/10.1002/esp.4674 2024-08-22T04:17:02Z Abstract This paper aims to evaluate sources of uncertainty and variability associated with rock glacier inventories compiled from remotely sensed imagery. To this end, we ran three mapping exercises in Kaiserbergtal, Austria. To evaluate interactions between mapping style and imagery resolution, we asked six operators to map and assess the degree of activity of all rock glaciers they could identify – first on Google Earth™ (GE) imagery and then on a set of higher‐resolution orthophotos and LiDAR‐derived images (LO) (Exercise 1). To compare the mapping attributes on a common set of rock glaciers, we asked 14 operators to delineate the outline of four designated rock glaciers (Exercise 2) and to classify the activity of 15 designated rock glaciers (Exercise 3) on LO. Results show strikingly high inter‐operator variability. Specifically, we show that the number of mapped rock glaciers on GE can vary up to a factor of 3, and that using LO lowers this figure to a factor of 2, while producing an increase in the number of mapped landforms, which become systematically smaller (Exercise 1). Examination of polygon outlines identifies highest inter‐operator variability at the transition with the rooting zone and, in polymorphic rock glaciers, on adjacent creeping lobes. Variability is higher for relict landforms (Exercise 2). Operators’ activity assessments, evaluated against an independent quantitative activity index (RGI), display reasonable agreement for active and relict landforms, whereas inactive counterparts meet least consensus and therefore are problematic (Exercise 3). We further show that this variability in mapping outcomes propagates across compound variables, and must be considered when assessing uncertainties and confidence levels of environmental evaluations that rely on rock glacier inventories, such as the lower altitudinal limit of discontinuous permafrost, or water storage potential. We call for an international effort to establish guidelines for rock glacier classification and mapping, towards more ... Article in Journal/Newspaper permafrost Wiley Online Library Earth Surface Processes and Landforms 44 12 2450 2466
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description Abstract This paper aims to evaluate sources of uncertainty and variability associated with rock glacier inventories compiled from remotely sensed imagery. To this end, we ran three mapping exercises in Kaiserbergtal, Austria. To evaluate interactions between mapping style and imagery resolution, we asked six operators to map and assess the degree of activity of all rock glaciers they could identify – first on Google Earth™ (GE) imagery and then on a set of higher‐resolution orthophotos and LiDAR‐derived images (LO) (Exercise 1). To compare the mapping attributes on a common set of rock glaciers, we asked 14 operators to delineate the outline of four designated rock glaciers (Exercise 2) and to classify the activity of 15 designated rock glaciers (Exercise 3) on LO. Results show strikingly high inter‐operator variability. Specifically, we show that the number of mapped rock glaciers on GE can vary up to a factor of 3, and that using LO lowers this figure to a factor of 2, while producing an increase in the number of mapped landforms, which become systematically smaller (Exercise 1). Examination of polygon outlines identifies highest inter‐operator variability at the transition with the rooting zone and, in polymorphic rock glaciers, on adjacent creeping lobes. Variability is higher for relict landforms (Exercise 2). Operators’ activity assessments, evaluated against an independent quantitative activity index (RGI), display reasonable agreement for active and relict landforms, whereas inactive counterparts meet least consensus and therefore are problematic (Exercise 3). We further show that this variability in mapping outcomes propagates across compound variables, and must be considered when assessing uncertainties and confidence levels of environmental evaluations that rely on rock glacier inventories, such as the lower altitudinal limit of discontinuous permafrost, or water storage potential. We call for an international effort to establish guidelines for rock glacier classification and mapping, towards more ...
format Article in Journal/Newspaper
author Brardinoni, Francesco
Scotti, Riccardo
Sailer, Rudolf
Mair, Volkmar
spellingShingle Brardinoni, Francesco
Scotti, Riccardo
Sailer, Rudolf
Mair, Volkmar
Evaluating sources of uncertainty and variability in rock glacier inventories
author_facet Brardinoni, Francesco
Scotti, Riccardo
Sailer, Rudolf
Mair, Volkmar
author_sort Brardinoni, Francesco
title Evaluating sources of uncertainty and variability in rock glacier inventories
title_short Evaluating sources of uncertainty and variability in rock glacier inventories
title_full Evaluating sources of uncertainty and variability in rock glacier inventories
title_fullStr Evaluating sources of uncertainty and variability in rock glacier inventories
title_full_unstemmed Evaluating sources of uncertainty and variability in rock glacier inventories
title_sort evaluating sources of uncertainty and variability in rock glacier inventories
publisher Wiley
publishDate 2019
url http://dx.doi.org/10.1002/esp.4674
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genre permafrost
genre_facet permafrost
op_source Earth Surface Processes and Landforms
volume 44, issue 12, page 2450-2466
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