Abstract
Nature-based solutions (NbS) in brook catchments, for example wetlands, are considered as climate measures to adapt to hydrometeorological weather extremes (storms, floods, droughts) and human-induced water demand. Furthermore, NbS can also contribute to carbon sequestration. However, implementing wetlands in brook catchments is entangled in anthropogenic land-use change (LUC) and it is unknown how this effects soil organic carbon (SOC).To elucidate this, a system analysis based on 2010 and 2020 of a brook catchment (Dutch Aa/Weerijs; 147 km2; S of Breda) determines the spatio-temporal dynamics of LUC towards 2050 and its connection to SOC including the climate mitigation impact of wetlands.Spatio-temporal in-situ soil datasets are used to establish SOC stocks for nine land-use categories while considering the interdependence between soil specific SOC, land-use, and management practices. For the 2050 land-use outlook, LUC between 2010 and 2020 served as input. Land-use developments are determined by machine learning and a neural network (TerrSet 2020 - Land Change Modeler). Land-use has been predicted in a Technical-physical scenario (LUC development considering the trends between 2010 and 2020) and a NbS/Wetlands scenario (LUC development with emphasis on wetlands)Findings indicate:• For the Technical-physical scenario a minor increase of SOC. Tree nursery especially emerges in the catchment.▪ For the NbS/Wetlands scenario, which emphasizes wetlands, a major increase of SOC. Wetlands especially emerges in the catchment.This modelling approach, based on existing soil and land-use datasets, could help rapid outlook studies and opportunity mapping to model different types of local measures and other NbS.
| Original language | English |
|---|---|
| Pages | 113 |
| Number of pages | 1 |
| Publication status | Published - Aug 2023 |
| Event | Wageningen Soil Conference 2023: Working Together on Solutions for a Sustainable World - Wageningen University & Research, Wageningen, Netherlands Duration: 28 Aug 2023 → 1 Sept 2023 Conference number: 5 https://wageningensoilconference.eu/2023/ |
Conference
| Conference | Wageningen Soil Conference 2023 |
|---|---|
| Country/Territory | Netherlands |
| City | Wageningen |
| Period | 28/08/23 → 1/09/23 |
| Internet address |
Keywords
- machine learning
- local measures
- Soil Organic Matter
- land management
- WETLANDS
- prediction
- Soil Organic Carbon
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research-project Integrated modelling strategies with machine learning on land-use for climate adaptation
Timmer, L. (PI), van Wijnen, J. (Co-supervisor), Lansu, A. (Co-supervisor), Fledderus, E. (Co-supervisor) & Stoorvogel, J. (Supervisor)
19/10/23 → 19/10/27
Project: PhD project
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EIFFEL Earth Observation applications for climate change adaptation & mitigation
Lansu, A. (PI), Hage, R. (PI) & Bogatinoska, B. (PI)
1/06/21 → 1/06/24
Project: Research
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Co-Adapt: Climate Adaptation Through Co-creation
Lansu, A. (PI), Bogatinoska, B. (CoI), Floor, J. (CoI), Dekker, S. (CoI), van Wijnen, J. (CoI) & Hage, R. (Junior researcher)
1/02/19 → 31/03/23
Project: Research
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