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Publications (10 of 30) Show all publications
Felton, A., Belyazid, S., Eggers, J., Nordström, E.-M. & Öhman, K. (2024). Climate change adaptation and mitigation strategies for production forests: Trade-offs, synergies, and uncertainties in biodiversity and ecosystem services delivery in Northern Europe. Ambio, 53, 1-16
Open this publication in new window or tab >>Climate change adaptation and mitigation strategies for production forests: Trade-offs, synergies, and uncertainties in biodiversity and ecosystem services delivery in Northern Europe
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2024 (English)In: Ambio, ISSN 0044-7447, E-ISSN 1654-7209, Vol. 53, p. 1-16Article, review/survey (Refereed) Published
Abstract [en]

Climate change adaptation and mitigation strategies (CCAMS) are changes to the management of production forests motivated by the need to mitigate climate change, or adapt production forests to climate change risks. Sweden is employing CCAMS with unclear implications for biodiversity and forest ecosystem services (ES). Here, we synthesized evidence from 51 published scientific reviews, to evaluate the potential implications for biodiversity and a range of provisioning, regulating, and cultural ES, from the adoption of CCAMS relative to standard forestry practice. The CCAMS assessed were the adoption of (i) mixed-species stands, (ii) continuous cover forestry, (iii) altered rotation lengths, (iv) conversion to introduced tree species, (v) logging residue extraction, (vi) stand fertilization, and (vii) altered ditching/draining practices. We highlight the complexity of biodiversity and ES outcomes, identify knowledge gaps, and emphasize the importance of evidence-based decision making and landscape-scale planning when navigating choices involving the widespread adoption of CCAMS. 

Keywords
Biodiversity crisis, Climate mitigation, Ecosystem services, Forest adaptation, Forest conservation, Forest resilience
National Category
Forest Science
Identifiers
urn:nbn:se:su:diva-221223 (URN)10.1007/s13280-023-01909-1 (DOI)001049946300001 ()37592197 (PubMedID)2-s2.0-85168136570 (Scopus ID)
Note

For correction, see: Felton, A., Belyazid, S., Eggers, J. et al. Publisher Correction: Climate change adaptation and mitigation strategies for production forests: Trade-offs, synergies, and uncertainties in biodiversity and ecosystem services delivery in Northern Europe. Ambio 53, 17–19 (2024). DOI: 10.1007/s13280-023-01925-1

Available from: 2023-09-19 Created: 2023-09-19 Last updated: 2024-10-14Bibliographically approved
Schwarz, E., Ghersheen, S., Belyazid, S. & Manzoni, S. (2024). When and why microbial-explicit soil organic carbon models can be unstable. Biogeosciences, 21(14), 3441-3461
Open this publication in new window or tab >>When and why microbial-explicit soil organic carbon models can be unstable
2024 (English)In: Biogeosciences, ISSN 1726-4170, E-ISSN 1726-4189, Vol. 21, no 14, p. 3441-3461Article in journal (Refereed) Published
Abstract [en]

Microbial-explicit soil organic carbon (SOC) cycling models are increasingly being recognized for their advantages over linear models in describing SOC dynamics. These models are known to exhibit oscillations, but it is not clear when they yield stable vs. unstable equilibrium points (EPs) – i.e., EPs that exist analytically but are not stable in relation to small perturbations and cannot be reached by transient simulations. The occurrence of such unstable EPs can lead to unexpected model behavior in transient simulations or unrealistic predictions of steady-state soil organic carbon (SOC) stocks. Here, we ask when and why unstable EPs can occur in an archetypal microbial-explicit model (representing SOC, dissolved OC (DOC), microbial biomass, and extracellular enzymes) and some simplified versions of it. Further, if a model formulation allows for physically meaningful but unstable EPs, can we find constraints in the model parameters (i.e., environmental conditions and microbial traits) that ensure stability of the EPs? We use analytical, numerical, and descriptive tools to answer these questions. We found that instability can occur when the resupply of a growth substrate (DOC) is (via a positive feedback loop) dependent on its abundance. We identified a conservative, sufficient condition in terms of model parameters to ensure the stability of EPs. Principally, three distinct strategies can avoid instability: (1) neglecting explicit DOC dynamics, (2) biomass-independent uptake rate, or (3) correlation between parameter values to obey the stability criterion. While the first two approaches simplify some mechanistic processes, the third approach points to the interactive effects of environmental conditions and parameters describing microbial physiology, highlighting the relevance of basic ecological principles for the avoidance of unrealistic (i.e., unstable) simulation outcomes. These insights can help to improve the applicability of microbial-explicit models, aid our understanding of the dynamics of these models, and highlight the relation between mathematical requirements and (in silico) microbial ecology.

National Category
Soil Science Other Earth Sciences
Identifiers
urn:nbn:se:su:diva-238173 (URN)10.5194/bg-21-3441-2024 (DOI)001279519700001 ()2-s2.0-85200451511 (Scopus ID)
Available from: 2025-01-22 Created: 2025-01-22 Last updated: 2025-02-01Bibliographically approved
Liang, K., Zhong, J., Zhao, W., Song, Y., Chang, H., Zhang, S., . . . Belyazid, S. (2023). A modified critical load assessment method of heavy metals in paddy soil at large scale. Journal of Cleaner Production, 416, Article ID 137825.
Open this publication in new window or tab >>A modified critical load assessment method of heavy metals in paddy soil at large scale
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2023 (English)In: Journal of Cleaner Production, ISSN 0959-6526, E-ISSN 1879-1786, Vol. 416, article id 137825Article in journal (Refereed) Published
Abstract [en]

The environmental capacity of agro-ecosystem is the basis of sustainable development of agriculture, but this is hard to evaluate quantitatively due to complex input and output processes of heavy metals. Therefore, in this study, leaching of heavy metals based on PROFILE weathering model were integrated into the steady-state critical load (SSCL) of heavy metals. The results showed that the leaching rates of Hg, As, Cd, Cr, Pb, Cu and Zn in paddy soil were 0.08, 4.69, 0.22, 44.31, 18.13, 21.96 and 64.42 g/ha ‧a, respectively, while the leaching rates were significantly correlated with pH, CaO, TFe2O3 and Corg.. Atmospheric deposition was the main input source of heavy metals in agricultural soil, while rice plant uptake and leaching were the main output pathways. The spatial distribution of SSCL were mainly affected by the content of heavy metals in soil, Aw (specific area of soil mineral), and ρ (bulk density). Values of SSCL hardly changed after about 40 years (Hg≈0.02 kg/ha, As≈0.60 kg/ha, Cd≈0.07 kg/ha, Cr≈ 5.59 kg/ha, Pb≈3.55 kg/ha, Cu≈1.49 kg/ha and Zn≈4.45 kg/ha). However, the sensitivity analysis indicated that soil leaching had 24.30%-27.90% positive effects on SSCL model. Based on the relationship among leaching, pH, standard limit and SSCL of heavy metals, the standard limit could be appropriately raised to cope with the increased human activities on the premise of the ecological capacity. Thus, the SSCL model provides a new insight for the establishment of environment management in agricultural soils.

Keywords
Heavy metal, Soil leaching, PROFILE model, Critical load, Environmental carrying capacity
National Category
Environmental Sciences Environmental Sciences related to Agriculture and Land-use
Identifiers
urn:nbn:se:su:diva-221287 (URN)10.1016/j.jclepro.2023.137825 (DOI)001029993300001 ()2-s2.0-85164279771 (Scopus ID)
Available from: 2023-09-21 Created: 2023-09-21 Last updated: 2023-09-21Bibliographically approved
Hopf, S.-E., Tresch, S., Belyazid, S., Sverdrup, H., Augustin, S., Kurz, D., . . . Braun, S. (2023). Dendrochemical indicators of tree rings reveal historical soil acidification in Swiss forest stands. Dendrochronologia, 81, Article ID 126099.
Open this publication in new window or tab >>Dendrochemical indicators of tree rings reveal historical soil acidification in Swiss forest stands
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2023 (English)In: Dendrochronologia, ISSN 1125-7865, E-ISSN 1612-0051, Vol. 81, article id 126099Article in journal (Refereed) Published
Abstract [en]

The deposition of acidifying nitrogen and sulphur compounds from agriculture and fossil fuel combustion has drastically altered the chemical balance of forest soils in many regions of the world, leading to soil acidification with negative impacts on nutrient availability and thus also on tree vitality. The change of nutrient concentrations in the soil solution can be assessed by long-term investigations, however meaningful indicators, reflecting environmental changes, are needed to compare the current nutrient status with past values. We used dendrochemical indicators in stem wood of different tree species to access the impact of acidifying depositions on soil quality and tree nutrition. We selected 328 stem wood samples from 96 trees of Norway spruce (Picea abies), European beech (Fagus sylvatica), Sessile oak (Quercus petrea) and English oak (Quercus robur) from 22 forest sites, which are part of the long-term Intercantonal Forest Observation Program in Switzerland. Four time periods of 20 years were defined according to the emissions of air pollutants between 1910 and 2017. Our results showed a trend of increasing Al concentrations in tree rings of spruce peaking in the most recent time period (2000–2017). Mn and Ca concentrations in spruce and beech wood have decreased significantly throughout the time period 1910–2017. These dendrochemical indicators depended on the soil pH, with higher Al and lower Mn and Ca concentrations for soils with a low pH (pH<4.2). In oak trees the observed dendrochemical changes are confounded with dendrochemical differences between heartwood and sapwood. K and Mg showed inconsistent patterns in all three tree species, which are probably caused by translocation within the stem discs. With the use of piecewise structural equation models (SEM) we highlighted the direct and indirect influences of N deposition on element concentrations in stem wood. The data suggest a relation between increased N deposition and lower base saturation values in the forest soils for all three tree species, which were linked to higher Al concentrations in spruce and lower Mn concentrations in spruce and beech. The relation between Al concentrations in tree rings of Norway spruce and measured base saturation was used to reconstruct past soil base saturation values. It revealed a progressive soil acidification in the long-term forest observation sites. These reconstructed base saturation values were further used to validate modelled values from dynamic biogeochemical models such as SAFE/ForSAFE. This comparison pointed out possible shortcomings such as the lack of organic complexation in those models. Taken together, our analyses showed that element concentrations of Al, Mn, Ca in Norway spruce and European beech stem wood were suitable dendrochemical indicators of environmental change due to soil acidification, as they reflect both direct and indirect effects of air pollutants and chemical soil properties.

Keywords
Dendrochemistry, Dendrochemical indicators, SAFE, Tree rings, Soil base saturation, Historic soil acidification, Long-term forest monitoring, Aluminium, Manganese
National Category
Physical Geography
Identifiers
urn:nbn:se:su:diva-230081 (URN)10.1016/j.dendro.2023.126099 (DOI)001050693700001 ()2-s2.0-85165946352 (Scopus ID)
Available from: 2024-06-10 Created: 2024-06-10 Last updated: 2024-06-10Bibliographically approved
Kronnas, V., Lucander, K., Zanchi, G., Stadlinger, N., Belyazid, S. & Akselsson, C. (2023). Effect of droughts and climate change on future soil weathering rates in Sweden. Biogeosciences, 20(10), 1879-1899
Open this publication in new window or tab >>Effect of droughts and climate change on future soil weathering rates in Sweden
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2023 (English)In: Biogeosciences, ISSN 1726-4170, E-ISSN 1726-4189, Vol. 20, no 10, p. 1879-1899Article in journal (Refereed) Published
Abstract [en]

In a future warmer climate, extremely dry, warm summers might become more common. Soil weathering is affected by temperature and precipitation, and climate change and droughts can therefore affect soil chemistry and plant nutrition. In this study, climate change and drought effects on soil weathering rates and release of Ca, Mg, K and Na were studied on seven forest sites across different climates in Sweden, using the dynamical model ForSAFE. Two climate scenarios were run, one medium severity climate change scenario from IPCC (A1B) and one scenario where a future drought period of 5 years was added, while everything else was equal to the first scenario. The model results show a large geographical variation of weathering rates for the sites, without any geographical gradient, despite the strong dependence of temperature on weathering and the strong gradient in temperature in Sweden. This is because soil texture and mineralogy have strong effects on weathering. The weathering rates have a pronounced seasonal dynamic. Weathering rates are low during winters and generally high, but variable, during summers, depending on soil moisture and temperature. According to the model runs, the future yearly average weathering rates will increase by 5 %-17 % per degree of warming. The relative increase is largest in the two southeastern sites, with low total weathering rates. At sites in southern Sweden, future weathering increase occurs throughout the year according to the modelling. In the north, the increase in weathering during winters is almost negligible, despite larger temperature increases than in other regions or seasons (5.9 degrees C increase in winter in Hogbranna; the yearly average temperature increase for all sites is 3.7 degrees C), as the winter temperatures still will mostly be below zero. The drought scenario has the strongest effect in southern Sweden, where weathering during the later parts of the drought summers decreases to typical winter weathering rates. Soil texture and amount of gravel also influence how fast the weathering decreases during drought and how fast the soil rewets and reaches normal weathering rates after the drought. The coarsest of the modelled soils dries out and rewets quicker than the less coarse of the modelled soils. In the north, the soils do not dry out as much as in the south, despite the low precipitation, due to lower evapotranspiration, and in the northernmost site, weathering is not much affected. Yearly weathering during the drought years relative to the same years in the A1B scenario are between 78 % and 96 % for the sites. The study shows that it is crucial to take seasonal climate variations and soil texture into account when assessing the effects of a changed climate on weathering rates and plant nutrient availability.

National Category
Biological Sciences Physical Geography
Identifiers
urn:nbn:se:su:diva-229818 (URN)10.5194/bg-20-1879-2023 (DOI)000993819300001 ()2-s2.0-85160913811 (Scopus ID)
Available from: 2024-05-28 Created: 2024-05-28 Last updated: 2024-05-28Bibliographically approved
Escobar, D., Belyazid, S. & Manzoni, S. (2022). Back to the Future: Restoring Northern Drained Forested Peatlands for Climate Change Mitigation. Frontiers in Environmental Science, 10, Article ID 834371.
Open this publication in new window or tab >>Back to the Future: Restoring Northern Drained Forested Peatlands for Climate Change Mitigation
2022 (English)In: Frontiers in Environmental Science, E-ISSN 2296-665X, Vol. 10, article id 834371Article, review/survey (Refereed) Published
Abstract [en]

Draining peatlands for forestry in the northern hemisphere turns their soils from carbon sinks to substantial sources of greenhouse gases (GHGs). To reverse this trend, rewetting has been proposed as a climate change mitigation strategy. We performed a literature review to assess the empirical evidence supporting the hypothesis that rewetting drained forested peatlands can turn them back into carbon sinks. We also used causal loop diagrams (CLDs) to synthesize the current knowledge of how water table management affects GHG emissions in organic soils. We found an increasing number of studies from the last decade comparing GHG emissions from rewetted, previously forested peatlands, with forested or pristine peatlands. However, comparative field studies usually report relatively short time series following rewetting experiments (e.g., 3 years of measurements and around 10 years after rewetting). Empirical evidence shows that rewetting leads to lower GHG emissions from soils. However, reports of carbon sinks in rewetted systems are scarce in the reviewed literature. Moreover, CH4 emissions in rewetted peatlands are commonly reported to be higher than in pristine peatlands. Long-term water table changes associated with rewetting lead to a cascade of effects in different processes regulating GHG emissions. The water table level affects litterfall quantity and quality by altering the plant community; it also affects organic matter breakdown rates, carbon and nitrogen mineralization pathways and rates, as well as gas transport mechanisms. Finally, we conceptualized three phases of restoration following the rewetting of previously drained and forested peatlands, we described the time dependent responses of soil, vegetation and GHG emissions to rewetting, concluding that while short-term gains in the GHG balance can be minimal, the long-term potential of restoring drained peatlands through rewetting remains promising.

Keywords
peatland, restoration, rewetting, GHG balance, forest, land-use, management
National Category
Earth and Related Environmental Sciences
Identifiers
urn:nbn:se:su:diva-203997 (URN)10.3389/fenvs.2022.834371 (DOI)000773725200001 ()2-s2.0-85127256850 (Scopus ID)
Available from: 2022-04-20 Created: 2022-04-20 Last updated: 2025-02-07Bibliographically approved
LeDuc, S. D., Clark, C. M., Phelan, J., Belyazid, S., Bennett, M. G., Boaggio, K., . . . Jones, P. (2022). Nitrogen and Sulfur Deposition Reductions Projected to Partially Restore Forest Soil Conditions in the US Northeast, While Understory Composition Continues to Shift with Future Climate Change. Water, Air and Soil Pollution, 233(9), Article ID 376.
Open this publication in new window or tab >>Nitrogen and Sulfur Deposition Reductions Projected to Partially Restore Forest Soil Conditions in the US Northeast, While Understory Composition Continues to Shift with Future Climate Change
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2022 (English)In: Water, Air and Soil Pollution, ISSN 0049-6979, E-ISSN 1573-2932, Vol. 233, no 9, article id 376Article in journal (Refereed) Published
Abstract [en]

Human activities have dramatically increased nitrogen (N) and sulfur (S) deposition, altering forest ecosystem function and structure. Anticipating how changes in deposition and climate impact forests can inform decisions regarding these environmental stressors. Here, we used a dynamic soil-vegetation model (ForSAFE-Veg) to simulate responses to future scenarios of atmospheric deposition and climate change across 23 Northeastern hardwood stands. Specifically, we simulated soil percent base saturation, acid neutralizing capacity (ANC), nitrate (NO3) leaching, and understory composition under 13 interacting deposition and climate change scenarios to the year 2100, including anticipated deposition reductions under the Clean Air Act (CAA) and Intergovernmental Panel on Climate Change–projected climate futures. Overall, deposition affected soil responses more than climate did. Soils recovered to historic conditions only when future deposition returned to pre-industrial levels, although anticipated CAA deposition reductions led to a partial recovery of percent base saturation (60 to 72%) and ANC (65 to 71%) compared to historic values. CAA reductions also limited NO3 leaching to 30 to 66% above historic levels, while current levels of deposition resulted in NO3 leaching 150 to 207% above historic values. In contrast to soils, understory vegetation was affected strongly by both deposition and climate. Vegetation shifted away from historic and current assemblages with increasing deposition and climate change. Anticipated CAA reductions could maintain current assemblages under current climate conditions or slow community shifts under increased future changes in temperature and precipitation. Overall, our results can inform decision-makers on how these dual stressors interact to affect forest health, and the efficacy of deposition reductions under a changing climate.

Keywords
Nitrogen deposition, Sulfur deposition, Climate change, Plant diversity, Soil, ForSAFE-Veg, Clean Air Act, National Ambient Air Quality Standards, NAAQS
National Category
Earth and Related Environmental Sciences
Identifiers
urn:nbn:se:su:diva-209795 (URN)10.1007/s11270-022-05793-5 (DOI)000850128100005 ()
Available from: 2022-09-28 Created: 2022-09-28 Last updated: 2025-02-07Bibliographically approved
Belyazid, S., Akselsson, C. & Zanchi, G. (2022). Water Limitation in Forest Soils Regulates the Increase in Weathering Rates under Climate Change. Forests, 13(2), Article ID 310.
Open this publication in new window or tab >>Water Limitation in Forest Soils Regulates the Increase in Weathering Rates under Climate Change
2022 (English)In: Forests, E-ISSN 1999-4907, Vol. 13, no 2, article id 310Article in journal (Refereed) Published
Abstract [en]

Climate change is generally expected to have a positive effect on weathering rates, due to the strong temperature dependence of the weathering process. Important feedback mechanisms such as changes in soil moisture, tree growth and organic matter decomposition can affect the response of weathering rates to climate change. In this study, the dynamic forest ecosystem model ForSAFE, with mechanistic descriptions of tree growth, organic matter decomposition, weathering, hydrology and ion exchange processes, is used to investigate the effects of future climate scenarios on base cation weathering rates. In total, 544 productive coniferous forest sites from the Swedish National Forest Inventory are modelled, and differences in weathering responses to changes in climate from two Global Climate Models are investigated. The study shows that weathering rates at the simulated sites are likely to increase, but not to the extent predicted by a direct response to elevated air temperatures. Besides the result that increases in soil temperatures are less evident than those in air temperature, the study shows that soil moisture availability has a strong potential to limit the expected response to increased temperature. While changes in annual precipitation may not indicate further risk for more severe water deficits, seasonal differences show a clear difference between winters and summers. Taking into account the seasonal variation, the study shows that reduced soil water availability in the summer seasons will strongly limit the expected gain in weathering associated with higher temperatures.

Keywords
Base cations, Climate change, Dynamic modelling, Forest soils, Mineral weathering, Atmospheric temperature, Biogeochemistry, Climate models, Ecosystems, Forestry, Ion exchange, Organic compounds, Positive ions, Soil moisture, Temperature distribution, Weathering, Air temperature, Dynamics models, Organic matter decomposition, Temperature dependence, Tree growth, Weathering process, Weathering rates, cation, forest soil, growth, modeling, organic matter, water use, weathering rate, Cations, Temperature
National Category
Earth and Related Environmental Sciences
Identifiers
urn:nbn:se:su:diva-206275 (URN)10.3390/f13020310 (DOI)000850395600001 ()2-s2.0-85125015145 (Scopus ID)
Available from: 2022-07-04 Created: 2022-07-04 Last updated: 2025-02-07Bibliographically approved
Akselsson, C., Kronnäs, V., Stadlinger, N., Zanchi, G., Belyazid, S., Karlsson, P. E., . . . Pihl Karlsson, G. (2021). A Combined Measurement and Modelling Approach to Assess the Sustainability of Whole-Tree Harvesting—A Swedish Case Study. Sustainability, 13(4), Article ID 2395.
Open this publication in new window or tab >>A Combined Measurement and Modelling Approach to Assess the Sustainability of Whole-Tree Harvesting—A Swedish Case Study
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2021 (English)In: Sustainability, E-ISSN 2071-1050, Vol. 13, no 4, article id 2395Article in journal (Refereed) Published
Abstract [en]

The demand of renewable energy has increased the interest in whole-tree harvesting. The sustainability of whole-tree harvesting after clear-cutting, from an acidification point of view, depends on two factors: the present acidification status and the further loss of buffering capacity at harvesting. The aims of this study were to investigate the relationship between these two factors at 26 sites along an acidification gradient in Sweden, to divide the sites into risk classes, and to examine the geographical distribution of them in order to provide policy-relevant insights. The present status was represented by the acid neutralizing capacity (ANC) in soil solution, and the loss of buffering capacity was represented by the estimated exceedance of critical biomass harvesting (CBH). The sites were divided into three risk classes combining ANC and exceedance of CBH. ANC and exceedance of CBH were negatively correlated, and most sites had either ANC < 0 and exceedance (high risk) or ANC > 0 and no exceedance (low risk). There was a geographical pattern, with the high risk class concentrated to southern Sweden, which was mainly explained by higher historical sulfur deposition and site productivity in the south. The risk classes can be used in the formulation of policies on whole-tree harvesting and wood ash recycling.

Keywords
acidification, forest management, deposition, base cations, site productivity, wood-ash recycling, Sweden, Green & Sustainable Science & Technology
National Category
Earth and Related Environmental Sciences
Identifiers
urn:nbn:se:su:diva-191807 (URN)10.3390/su13042395 (DOI)000624789300001 ()
Available from: 2021-03-31 Created: 2021-03-31 Last updated: 2025-02-07Bibliographically approved
Zanchi, G., Yu, L., Akselsson, C., Bishop, K., Kohler, S., Olofsson, J. & Belyazid, S. (2021). Simulation of water and chemical transport of chloride from the forest ecosystem to the stream. Environmental Modelling & Software, 138, Article ID 104984.
Open this publication in new window or tab >>Simulation of water and chemical transport of chloride from the forest ecosystem to the stream
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2021 (English)In: Environmental Modelling & Software, ISSN 1364-8152, E-ISSN 1873-6726, Vol. 138, article id 104984Article in journal (Refereed) Published
Abstract [en]

The study evaluates the biogeochemical model ForSAFE-2D, designed to simulate water and chemical transport from the forest to the stream, by simulating the hydrology and the transport of the chemical tracer chloride (Cl-) along a forest hillslope in Northern Sweden. The simulated Cl- exports were in balance with the simulated inputs but measurements suggested a net release of Cl- from the catchment. Underestimated deposition inputs (deposition peaks and possibly dry deposition) were probably and partially responsible for this mismatch. However, we could not exclude that other soil biogeochemical processes omitted in ForSAFE-2D could also contribute to Cl- exports from the catchment. The study showed that ForSAFE-2D is a promising tool to better understand the factors that regulate the chemical export from the forest to the stream. The results also confirmed that there are limitations in using Cl- as a tracer in forest ecosystems.

Keywords
Dynamic ecosystem model, Chemical transport, Hydrology, Lateral flow, Forest hillslope, ForSAFE-2D
National Category
Earth and Related Environmental Sciences
Identifiers
urn:nbn:se:su:diva-193054 (URN)10.1016/j.envsoft.2021.104984 (DOI)000633134800002 ()
Available from: 2021-05-09 Created: 2021-05-09 Last updated: 2025-02-07Bibliographically approved
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ORCID iD: ORCID iD iconorcid.org/0000-0001-7893-4856

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