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...
Main Authors: | , , , , , , , , , |
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Other Authors: | , , , |
Format: | Article in Journal/Newspaper |
Language: | English |
Published: |
Copernicus Publications
2025
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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 |