Multi-scale soil moisture data and process-based modeling reveal the importance of lateral groundwater flow in a subarctic catchment

Soil moisture plays a key role in soil nutrient and carbon cycling; plant productivity; and energy, water, and greenhouse gas exchanges between the land and the atmosphere. The knowledge on drivers of spatiotemporal soil moisture dynamics in subarctic landscapes is limited. In this study, we used th...

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Main Authors: Nousu, Jari-Pekka, Leppä, Kersti, Marttila, Hannu, Ala-aho, Pertti, Mazzotti, Giulia, Manninen, Terhikki, Korkiakoski, Mika, Aurela, Mika, Lohila, Annalea, Launiainen, Samuli
Other Authors: Ilmatieteen laitos, Finnish Meteorological Institute, orcid:0000-0001-6875-9978, orcid:0000-0003-3541-672X
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2025
Subjects:
Online Access:http://hdl.handle.net/10138/590758
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author Nousu, Jari-Pekka
Leppä, Kersti
Marttila, Hannu
Ala-aho, Pertti
Mazzotti, Giulia
Manninen, Terhikki
Korkiakoski, Mika
Aurela, Mika
Lohila, Annalea
Launiainen, Samuli
author2 Ilmatieteen laitos
Finnish Meteorological Institute
orcid:0000-0001-6875-9978
orcid:0000-0003-3541-672X
author_facet Nousu, Jari-Pekka
Leppä, Kersti
Marttila, Hannu
Ala-aho, Pertti
Mazzotti, Giulia
Manninen, Terhikki
Korkiakoski, Mika
Aurela, Mika
Lohila, Annalea
Launiainen, Samuli
author_sort Nousu, Jari-Pekka
collection HELDA – University of Helsinki Open Repository
description Soil moisture plays a key role in soil nutrient and carbon cycling; plant productivity; and energy, water, and greenhouse gas exchanges between the land and the atmosphere. The knowledge on drivers of spatiotemporal soil moisture dynamics in subarctic landscapes is limited. In this study, we used the Spatial Forest Hydrology (SpaFHy) model, in situ soil moisture data, and Sentinel-1 synthetic aperture radar (SAR)-based soil moisture estimates to explore spatiotemporal controls of soil moisture in a subarctic headwater catchment in northwestern Finland. The role of groundwater dynamics and lateral flow in soil moisture was studied through three groundwater model conceptualizations: (i) omission of groundwater storage and lateral flow, (ii) conceptual TOPMODEL approach based on topographic wetness index, and (iii) explicit 2D lateral groundwater flow. The model simulations were compared against continuous point soil moisture measurements, distributed manual measurements, and novel SAR-based soil moisture estimates available at high spatial and temporal resolutions. Based on model scenarios and model–data comparisons, we assessed when and where the lateral groundwater flow shapes shallow soil moisture and under which conditions soil moisture variability is driven more by local ecohydrology, i.e., the balance of infiltration, drainage, and evapotranspiration. The choice of groundwater flow model was shown to have a strong impact on modeled soil moisture dynamics within the catchment. All model conceptualizations captured the observed soil moisture dynamics in the upland forests, but accounting for the lateral groundwater flow was necessary to reproduce the saturated conditions common in the peatlands and occasionally in lowland forest grid cells. We further highlight the potential of integrating multi-scale observations with land surface and hydrological models. The results have implications for ecohydrological and biogeochemical processes, as well as for modeling hydrology and Earth system feedbacks in subarctic ...
format Article in Journal/Newspaper
genre Subarctic
genre_facet Subarctic
id ftunivhelsihelda:oai:helda.helsinki.fi:10138/590758
institution Open Polar
language English
op_collection_id ftunivhelsihelda
op_relation Hydrology and earth system sciences
10.5194/hess-28-4643-2024
1027-5606
1607-7938
20
28
113683
http://hdl.handle.net/10138/590758
op_rights CC BY 4.0
publishDate 2025
publisher Copernicus Publications
record_format openpolar
spelling ftunivhelsihelda:oai:helda.helsinki.fi:10138/590758 2025-03-02T15:38:18+00:00 Multi-scale soil moisture data and process-based modeling reveal the importance of lateral groundwater flow in a subarctic catchment Nousu, Jari-Pekka Leppä, Kersti Marttila, Hannu Ala-aho, Pertti Mazzotti, Giulia Manninen, Terhikki Korkiakoski, Mika Aurela, Mika Lohila, Annalea Launiainen, Samuli Ilmatieteen laitos Finnish Meteorological Institute orcid:0000-0001-6875-9978 orcid:0000-0003-3541-672X 2025-01-20T17:07:07Z 4643-4666 application/pdf http://hdl.handle.net/10138/590758 en eng Copernicus Publications Hydrology and earth system sciences 10.5194/hess-28-4643-2024 1027-5606 1607-7938 20 28 113683 http://hdl.handle.net/10138/590758 CC BY 4.0 moisture groundwater soil flow models (objects) hydrology measurement mathematical models modelling (representation) climate changes kosteus pohjavesi maaperä virtaus mallit (mallintaminen) hydrologia mittaus matemaattiset mallit mallintaminen ilmastonmuutokset A1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä A1 Journal article (refereed), original research publishedVersion 2025 ftunivhelsihelda 2025-02-03T01:46:39Z Soil moisture plays a key role in soil nutrient and carbon cycling; plant productivity; and energy, water, and greenhouse gas exchanges between the land and the atmosphere. The knowledge on drivers of spatiotemporal soil moisture dynamics in subarctic landscapes is limited. In this study, we used the Spatial Forest Hydrology (SpaFHy) model, in situ soil moisture data, and Sentinel-1 synthetic aperture radar (SAR)-based soil moisture estimates to explore spatiotemporal controls of soil moisture in a subarctic headwater catchment in northwestern Finland. The role of groundwater dynamics and lateral flow in soil moisture was studied through three groundwater model conceptualizations: (i) omission of groundwater storage and lateral flow, (ii) conceptual TOPMODEL approach based on topographic wetness index, and (iii) explicit 2D lateral groundwater flow. The model simulations were compared against continuous point soil moisture measurements, distributed manual measurements, and novel SAR-based soil moisture estimates available at high spatial and temporal resolutions. Based on model scenarios and model–data comparisons, we assessed when and where the lateral groundwater flow shapes shallow soil moisture and under which conditions soil moisture variability is driven more by local ecohydrology, i.e., the balance of infiltration, drainage, and evapotranspiration. The choice of groundwater flow model was shown to have a strong impact on modeled soil moisture dynamics within the catchment. All model conceptualizations captured the observed soil moisture dynamics in the upland forests, but accounting for the lateral groundwater flow was necessary to reproduce the saturated conditions common in the peatlands and occasionally in lowland forest grid cells. We further highlight the potential of integrating multi-scale observations with land surface and hydrological models. The results have implications for ecohydrological and biogeochemical processes, as well as for modeling hydrology and Earth system feedbacks in subarctic ... Article in Journal/Newspaper Subarctic HELDA – University of Helsinki Open Repository
spellingShingle moisture
groundwater
soil
flow
models (objects)
hydrology
measurement
mathematical models
modelling (representation)
climate changes
kosteus
pohjavesi
maaperä
virtaus
mallit (mallintaminen)
hydrologia
mittaus
matemaattiset mallit
mallintaminen
ilmastonmuutokset
Nousu, Jari-Pekka
Leppä, Kersti
Marttila, Hannu
Ala-aho, Pertti
Mazzotti, Giulia
Manninen, Terhikki
Korkiakoski, Mika
Aurela, Mika
Lohila, Annalea
Launiainen, Samuli
Multi-scale soil moisture data and process-based modeling reveal the importance of lateral groundwater flow in a subarctic catchment
title Multi-scale soil moisture data and process-based modeling reveal the importance of lateral groundwater flow in a subarctic catchment
title_full Multi-scale soil moisture data and process-based modeling reveal the importance of lateral groundwater flow in a subarctic catchment
title_fullStr Multi-scale soil moisture data and process-based modeling reveal the importance of lateral groundwater flow in a subarctic catchment
title_full_unstemmed Multi-scale soil moisture data and process-based modeling reveal the importance of lateral groundwater flow in a subarctic catchment
title_short Multi-scale soil moisture data and process-based modeling reveal the importance of lateral groundwater flow in a subarctic catchment
title_sort multi-scale soil moisture data and process-based modeling reveal the importance of lateral groundwater flow in a subarctic catchment
topic moisture
groundwater
soil
flow
models (objects)
hydrology
measurement
mathematical models
modelling (representation)
climate changes
kosteus
pohjavesi
maaperä
virtaus
mallit (mallintaminen)
hydrologia
mittaus
matemaattiset mallit
mallintaminen
ilmastonmuutokset
topic_facet moisture
groundwater
soil
flow
models (objects)
hydrology
measurement
mathematical models
modelling (representation)
climate changes
kosteus
pohjavesi
maaperä
virtaus
mallit (mallintaminen)
hydrologia
mittaus
matemaattiset mallit
mallintaminen
ilmastonmuutokset
url http://hdl.handle.net/10138/590758