Can satellite soil moisture retrievals improve permafrost monitoring?

In permafrost regions, there is a strong coupling between a soil’s moisture content and its thermal dynamics. However, dynamic changes in soil moisture have not been given much attention in permafrost monitoring, partially due to a previous shortage of observations. The questions hence arises: can n...

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Main Authors: Zwieback, Simon, Westermann, Sebastian, Langer, Moritz, Boike, Julia, Marsh, Philip, Berg, Aaron
Format: Conference Object
Language:unknown
Published: EGU 2018
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Online Access:https://epic.awi.de/id/eprint/48103/
https://meetingorganizer.copernicus.org/EGU2018/EGU2018-5519.pdf
https://hdl.handle.net/10013/epic.32b5c545-2c29-4d10-8f1b-9465b5049d4c
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spelling ftawi:oai:epic.awi.de:48103 2024-09-15T17:34:55+00:00 Can satellite soil moisture retrievals improve permafrost monitoring? Zwieback, Simon Westermann, Sebastian Langer, Moritz Boike, Julia Marsh, Philip Berg, Aaron 2018-04-11 https://epic.awi.de/id/eprint/48103/ https://meetingorganizer.copernicus.org/EGU2018/EGU2018-5519.pdf https://hdl.handle.net/10013/epic.32b5c545-2c29-4d10-8f1b-9465b5049d4c unknown EGU Zwieback, S. , Westermann, S. , Langer, M. orcid:0000-0002-2704-3655 , Boike, J. orcid:0000-0002-5875-2112 , Marsh, P. and Berg, A. (2018) Can satellite soil moisture retrievals improve permafrost monitoring? , EGU General Assembly 2018, Vienna, Austria, 8 April 2018 - 13 April 2018 . hdl:10013/epic.32b5c545-2c29-4d10-8f1b-9465b5049d4c EPIC3EGU General Assembly 2018, Vienna, Austria, 2018-04-08-2018-04-13Vienna, Austria, EGU Conference notRev 2018 ftawi 2024-06-24T04:21:00Z In permafrost regions, there is a strong coupling between a soil’s moisture content and its thermal dynamics. However, dynamic changes in soil moisture have not been given much attention in permafrost monitoring, partially due to a previous shortage of observations. The questions hence arises: can novel remotely-sensed soil moisture estimates improve permafrost monitoring? Data assimilation seems a promising avenue, as it can improve the predicted temperatures and soil moisture by exploiting their complex, model-predicted coupling while accounting for uncertainties in both modelled and observed soil moisture. To explore its potential benefit, we conduct synthetic and real-world (Radarsat-2 soil moisture estimates over the Mackenzie River Delta Uplands, Canada) data assimilation experiments. We use an Ensemble Kalman Filter to ingest surface soil moisture into the state-of-the art CryoGrid-3 permafrost model, which has a flexible two-layer hydrology scheme. We address two questions. 1) Where can surface soil moisture information improve modelled temperatures? We find that it mainly does so for porous, organic soils, but not for mineral soils. As organic soils dry, the cooling effect by the insulating soil wins out over the competing warming effect induced by decreasing evaporation. Surface soil moisture observations thus provide valuable information on deeper soil temperatures, a finding that is largely consistent with field observations. In mineral soils, by contrast, the thermal conductivity decreases much less upon drying,and surface soil moisture provides little information on deeper soil temperatures. 2) How big are the improvements in organic soils? In our synthetic experiments, we find that estimates of the active layer thickness improve by up to a factor of two (down to 10 cm) upon assimilation, even when soil moisture observations are of limited precision. The modelled soil temperatures improve throughout the entire profile, with the largest improvements below 10 cm. We will compare those synthetic ... Conference Object Active layer thickness Mackenzie river permafrost Alfred Wegener Institute for Polar- and Marine Research (AWI): ePIC (electronic Publication Information Center)
institution Open Polar
collection Alfred Wegener Institute for Polar- and Marine Research (AWI): ePIC (electronic Publication Information Center)
op_collection_id ftawi
language unknown
description In permafrost regions, there is a strong coupling between a soil’s moisture content and its thermal dynamics. However, dynamic changes in soil moisture have not been given much attention in permafrost monitoring, partially due to a previous shortage of observations. The questions hence arises: can novel remotely-sensed soil moisture estimates improve permafrost monitoring? Data assimilation seems a promising avenue, as it can improve the predicted temperatures and soil moisture by exploiting their complex, model-predicted coupling while accounting for uncertainties in both modelled and observed soil moisture. To explore its potential benefit, we conduct synthetic and real-world (Radarsat-2 soil moisture estimates over the Mackenzie River Delta Uplands, Canada) data assimilation experiments. We use an Ensemble Kalman Filter to ingest surface soil moisture into the state-of-the art CryoGrid-3 permafrost model, which has a flexible two-layer hydrology scheme. We address two questions. 1) Where can surface soil moisture information improve modelled temperatures? We find that it mainly does so for porous, organic soils, but not for mineral soils. As organic soils dry, the cooling effect by the insulating soil wins out over the competing warming effect induced by decreasing evaporation. Surface soil moisture observations thus provide valuable information on deeper soil temperatures, a finding that is largely consistent with field observations. In mineral soils, by contrast, the thermal conductivity decreases much less upon drying,and surface soil moisture provides little information on deeper soil temperatures. 2) How big are the improvements in organic soils? In our synthetic experiments, we find that estimates of the active layer thickness improve by up to a factor of two (down to 10 cm) upon assimilation, even when soil moisture observations are of limited precision. The modelled soil temperatures improve throughout the entire profile, with the largest improvements below 10 cm. We will compare those synthetic ...
format Conference Object
author Zwieback, Simon
Westermann, Sebastian
Langer, Moritz
Boike, Julia
Marsh, Philip
Berg, Aaron
spellingShingle Zwieback, Simon
Westermann, Sebastian
Langer, Moritz
Boike, Julia
Marsh, Philip
Berg, Aaron
Can satellite soil moisture retrievals improve permafrost monitoring?
author_facet Zwieback, Simon
Westermann, Sebastian
Langer, Moritz
Boike, Julia
Marsh, Philip
Berg, Aaron
author_sort Zwieback, Simon
title Can satellite soil moisture retrievals improve permafrost monitoring?
title_short Can satellite soil moisture retrievals improve permafrost monitoring?
title_full Can satellite soil moisture retrievals improve permafrost monitoring?
title_fullStr Can satellite soil moisture retrievals improve permafrost monitoring?
title_full_unstemmed Can satellite soil moisture retrievals improve permafrost monitoring?
title_sort can satellite soil moisture retrievals improve permafrost monitoring?
publisher EGU
publishDate 2018
url https://epic.awi.de/id/eprint/48103/
https://meetingorganizer.copernicus.org/EGU2018/EGU2018-5519.pdf
https://hdl.handle.net/10013/epic.32b5c545-2c29-4d10-8f1b-9465b5049d4c
genre Active layer thickness
Mackenzie river
permafrost
genre_facet Active layer thickness
Mackenzie river
permafrost
op_source EPIC3EGU General Assembly 2018, Vienna, Austria, 2018-04-08-2018-04-13Vienna, Austria, EGU
op_relation Zwieback, S. , Westermann, S. , Langer, M. orcid:0000-0002-2704-3655 , Boike, J. orcid:0000-0002-5875-2112 , Marsh, P. and Berg, A. (2018) Can satellite soil moisture retrievals improve permafrost monitoring? , EGU General Assembly 2018, Vienna, Austria, 8 April 2018 - 13 April 2018 . hdl:10013/epic.32b5c545-2c29-4d10-8f1b-9465b5049d4c
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