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Seifollahi-Aghmiuni, SamanehORCID iD iconorcid.org/0000-0001-5247-4097
Publications (10 of 18) Show all publications
Rezaie, F., Panahi, M., Jun, C., Dayal, K., Kim, D., Darabi, H., . . . Bateni, S. M. (2025). Deep learning models for drought susceptibility mapping in Southeast Queensland, Australia. Stochastic environmental research and risk assessment, 39(10), 4849-4865
Open this publication in new window or tab >>Deep learning models for drought susceptibility mapping in Southeast Queensland, Australia
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2025 (English)In: Stochastic environmental research and risk assessment, ISSN 1436-3240, E-ISSN 1436-3259, Vol. 39, no 10, p. 4849-4865Article in journal (Refereed) Published
Abstract [en]

Drought is a global phenomenon with significant negative impacts on water availability, agricultural production, livelihoods, and socioeconomic conditions. Despite its destructive effects, spatially predicting drought hazards remains a challenging task. This study developed an innovative framework by leveraging two state-of-the-art deep learning models: convolutional neural networks (CNNs) and the long short-term memory (LSTM) model. Key predictive factors, including the topographic wetness index, soil depth, mean annual precipitation, elevation, slope, sand content, clay content, and plant-available water-holding capacity (PAWC), were carefully selected for analysis. An agricultural drought inventory map was generated based on the relative departure of soil moisture. The performance of the CNN and LSTM models was evaluated using root mean square error (RMSE), standard deviation (StD), and the area under the receiver operating characteristic curve (AUC). The results indicated that certain parts of the research area were highly susceptible to drought. Both models performed well, achieving AUC values of 81.9% (CNN) and 81.7% (LSTM). The RMSE and StD further confirmed the predictive capabilities of these models. Sensitivity analyses highlighted the importance of PAWC, mean annual precipitation, and clay fraction in detecting drought-prone areas. The drought susceptibility map provides valuable insights into the vulnerability and likelihood of an area experiencing drought conditions, offering essential information for decision-makers to effectively prioritize resources and mitigate drought impacts.

Keywords
Convolutional neural network, Deep learning, Drought, Food security, Soil moisture
National Category
Earth Observation
Identifiers
urn:nbn:se:su:diva-240090 (URN)10.1007/s00477-024-02879-w (DOI)001418918000001 ()2-s2.0-85217799979 (Scopus ID)
Available from: 2025-03-06 Created: 2025-03-06 Last updated: 2025-11-17Bibliographically approved
Rahmati, O., Kalantari, Z., Ferreira, C., Chen, W., Soleimanpour, S. M., Kapović-Solomun, M., . . . Kazemabady, N. K. (2022). Contribution of physical and anthropogenic factors to gully erosion initiation. Catena (Cremlingen. Print), 210, Article ID 105925.
Open this publication in new window or tab >>Contribution of physical and anthropogenic factors to gully erosion initiation
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2022 (English)In: Catena (Cremlingen. Print), ISSN 0341-8162, E-ISSN 1872-6887, Vol. 210, article id 105925Article in journal (Refereed) Published
Abstract [en]

Losses of large volumes of soil through gully formation lead to serious environmental, societal, and economic problems for human societies. This study establishes a framework based on an artificial intelligence approach to investigate the impact of geo-environmental and topo-hydrological factors on gully occurrences in the Biram region, Iran. The maximum entropy, random forest, and boosted regression trees machine-learning models were applied. The relative importance of variables (RIV) was then determined and gully erosion susceptibility maps were generated. Model results were evaluated using cutoff-dependent and -independent metrics. All models identified road construction as the main cause of gully formation in the study region (RVI ranged between 27% and 34%), and a medium contribution of distance from stream (RVI = 15-18%), lithology (RVI = 12-15%) and land use (RVI = 8-12%). Other factors such as drainage density, topographic wetness index, aspect, slope, profile curvature, elevation and plan curvature showed lower relative importance (RIV < 10%). Planners should pay attention to minimizing gully erosion along roads, so that river systems and downstream communities are adequately protected.

Keywords
Soil erosion, Modeling, Geo-environmental factors, Artificial intelligence, GIS
National Category
Earth and Related Environmental Sciences Environmental Sciences related to Agriculture and Land-use
Identifiers
urn:nbn:se:su:diva-204999 (URN)10.1016/j.catena.2021.105925 (DOI)000790437800004 ()2-s2.0-85120860312 (Scopus ID)
Available from: 2022-05-24 Created: 2022-05-24 Last updated: 2025-01-31Bibliographically approved
Ferreira, C. S. S., Seifollahi-Aghmiuni, S., Destouni, G., Ghajarnia, N. & Kalantari, Z. (2022). Soil degradation in the European Mediterranean region: Processes, status and consequences. Science of the Total Environment, 805, Article ID 150106.
Open this publication in new window or tab >>Soil degradation in the European Mediterranean region: Processes, status and consequences
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2022 (English)In: Science of the Total Environment, ISSN 0048-9697, E-ISSN 1879-1026, Vol. 805, article id 150106Article, review/survey (Refereed) Published
Abstract [en]

Soil, a non-renewable resource, sustains life on Earth by supporting around 95% of global food production and providing ecosystem services such as biomass production, filtration of contaminants and transfer of mass and energy between spheres. Unsustainable management practices and climate change are threatening the natural capital of soils, particularly in the Mediterranean region, where increasing population, rapid land-use changes, associated socio-economic activities and climate change are imposing high pressures on the region's shallow soils. Despite evidence of high soil susceptibility to degradation and desertification, the true extent of soil degradation in the region is unknown. This paper reviews and summarises the scientific literature and relevant official reports, with the aim to advance this knowledge by synthesizing, mapping, and identifying gaps regarding the status, causes, and consequences of soil degradation processes in the European Mediterranean region. This is needed as scientific underpinning of efforts to counteract soil degradation in the region. Three main degradation categories are then considered: physical (soil sealing, compaction, erosion), chemical (soil organic matter, contamination, salinisation), and biological. We find some degradation processes to be relatively well documented (e.g. soil erosion), while others, such as loss of biodiversity, remain poorly addressed, with limited data availability. We suggest establishment of a continuous, harmonised soil monitoring system at national and regional scale in the Mediterranean region to provide comparable datasets and chart the spatial extent and temporal changes in soil degradation, and corresponding economic implications. This is critical to support decision making and fulfilment of related sustainable development goals.

Keywords
Mediterranean, Soil degradation, Soil erosion, Soil sealing, Soil organic matter, Soil biodiversity
National Category
Earth and Related Environmental Sciences
Identifiers
urn:nbn:se:su:diva-198612 (URN)10.1016/j.scitotenv.2021.150106 (DOI)000704385400004 ()34537691 (PubMedID)
Available from: 2021-11-15 Created: 2021-11-15 Last updated: 2025-02-07Bibliographically approved
Evans, D. L., Janes-Bassett, V., Borrelli, P., Chenu, C., Ferreira, C. S. S., Griffiths, R. I., . . . Visser, S. M. (2022). Sustainable futures over the next decade are rooted in soil science. European Journal of Soil Science, 73(1), Article ID e13145.
Open this publication in new window or tab >>Sustainable futures over the next decade are rooted in soil science
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2022 (English)In: European Journal of Soil Science, ISSN 1351-0754, E-ISSN 1365-2389, Vol. 73, no 1, article id e13145Article in journal (Refereed) Published
Abstract [en]

The importance of soils to society has gained increasing recognition over the past decade, with the potential to contribute to most of the United Nations’ Sustainable Development Goals (SDGs). With unprecedented and growing demands for food, water and energy, there is an urgent need for a global effort to address the challenges of climate change and land degradation, whilst protecting soil as a natural resource. In this paper, we identify the contribution of soil science over the past decade to addressing gaps in our knowledge regarding major environmental challenges: climate change, food security, water security, urban development, and ecosystem functioning and biodiversity. Continuing to address knowledge gaps in soil science is essential for the achievement of the SDGs. However, with limited time and budget, it is also pertinent to identify effective methods of working that ensure the research carried out leads to real-world impact. Here, we suggest three strategies for the next decade of soil science, comprising a greater implementation of research into policy, interdisciplinary partnerships to evaluate function trade-offs and synergies between soils and other environmental domains, and integrating monitoring and modelling methods to ensure soil-based policies can withstand the uncertainties of the future.

Keywords
biodiversity, climate change, ecosystems, food security, sustainable development goals, urban development, water security
National Category
Earth and Related Environmental Sciences
Identifiers
urn:nbn:se:su:diva-197066 (URN)10.1111/ejss.13145 (DOI)000678835700001 ()
Available from: 2021-09-27 Created: 2021-09-27 Last updated: 2025-02-07Bibliographically approved
Seifollahi-Aghmiuni, S., Kalantari, Z., Egidi, G., Gaburova, L. & Salvati, L. (2022). Urbanisation-driven land degradation and socioeconomic challenges in peri-urban areas: Insights from Southern Europe. Ambio, 51(6), 1446-1458
Open this publication in new window or tab >>Urbanisation-driven land degradation and socioeconomic challenges in peri-urban areas: Insights from Southern Europe
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2022 (English)In: Ambio, ISSN 0044-7447, E-ISSN 1654-7209, Vol. 51, no 6, p. 1446-1458Article in journal (Refereed) Published
Abstract [en]

Climate change and landscape transformation have led to rapid expansion of peri-urban areas globally, representing new 'laboratories' for the study of human-nature relationships aiming at land degradation management. This paper contributes to the debate on human-driven land degradation processes by highlighting how natural and socioeconomic forces trigger soil depletion and environmental degradation in peri-urban areas. The aim was to classify and synthesise the interactions of urbanisation-driven factors with direct or indirect, on-site or off-site, and short-term or century-scale impacts on land degradation, focussing on Southern Europe as a paradigmatic case to address this issue. Assuming complex and multifaceted interactions among influencing factors, a relevant contribution to land degradation was shown to derive from socioeconomic drivers, the most important of which were population growth and urban sprawl. Viewing peri-urban areas as socio-environmental systems adapting to intense socioeconomic transformations, these factors were identified as forming complex environmental 'syndromes' driven by urbanisation. Based on this classification, we suggested three key measures to support future land management in Southern European peri-urban areas.

Keywords
Climate, Land fragmentation, Soil, Southern Europe, Urbanisation
National Category
Earth and Related Environmental Sciences Social and Economic Geography
Identifiers
urn:nbn:se:su:diva-202385 (URN)10.1007/s13280-022-01701-7 (DOI)000749166100002 ()35094245 (PubMedID)2-s2.0-85123839744 (Scopus ID)
Available from: 2022-03-08 Created: 2022-03-08 Last updated: 2025-01-31Bibliographically approved
Kalantari, Z., Seifollahi-Aghmiuni, S., Nordin von Platen, H., Gustafsson, M., Rahmati, O. & Santos Ferreira, C. S. (2022). Using Landscape Connectivity to Identify Suitable Locations for Nature-Based Solutions to Reduce Flood Risk. In: Carla S. S. Ferreira; Zahra Kalantari; Thomas Hartmann; Paulo Pereira (Ed.), Nature-Based Solutions for Flood Mitigation: Environmental and Socio-Economic Aspects (pp. 339-354). Cham: Springer
Open this publication in new window or tab >>Using Landscape Connectivity to Identify Suitable Locations for Nature-Based Solutions to Reduce Flood Risk
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2022 (English)In: Nature-Based Solutions for Flood Mitigation: Environmental and Socio-Economic Aspects / [ed] Carla S. S. Ferreira; Zahra Kalantari; Thomas Hartmann; Paulo Pereira, Cham: Springer, 2022, p. 339-354Chapter in book (Refereed)
Abstract [en]

Climate change and population growth are exacerbating environmental challenges and natural hazards. Extreme events such as flooding due to heavy precipitation are occurring more frequently and becoming more severe throughout the world. Future projections indicate increasing risks and serious threats to human societies, particularly those living in urban areas. To mitigate associated socio-economic challenges and support sustainable urban development, nature-based solutions (NBS) are being introduced in mitigation and adaptation strategies. However, NBS need to be carefully located and suitably designed to achieve their full potential in terms of flood mitigation. Landscape connectivity, addressing various landscape processes and components, can potentially be utilized for land management and biodiversity conservation. For instance, hydrological connectivity within a catchment, as part of the landscape connectivity, describes the main water flow pathways and areas where runoff tends to accumulate, and can thus be useful in identifying the best locations for NBS from a hydrological viewpoint. In this chapter, we describe use of landscape connectivity to identify suitable locations for NBS to reduce flood risk in urban areas, and exemplify the process for two distinct urban catchments, located in Sweden and Portugal. The results showed good usefulness of the method and revealed the importance of integrating connectivity mapping into future NBS planning practices and decision support systems.

Place, publisher, year, edition, pages
Cham: Springer, 2022
Series
The Handbook of Environmental Chemistry, ISSN 1867-979X, E-ISSN 1616-864X ; 107
Keywords
Connectivity, Flood risk mitigation, Nature-based solutions, Urban areas, Wetlands
National Category
Earth and Related Environmental Sciences
Identifiers
urn:nbn:se:su:diva-212847 (URN)10.1007/698_2021_771 (DOI)2-s2.0-85131840672 (Scopus ID)978-3-030-77504-9 (ISBN)978-3-030-77505-6 (ISBN)
Available from: 2022-12-20 Created: 2022-12-20 Last updated: 2025-02-07Bibliographically approved
Fernandez-Anez, N., Krasovskiy, A., Müller, M., Vacik, H., Baetens, J., Hukić, E., . . . Cerda, A. (2021). Current Wildland Fire Patterns and Challenges in Europe: A Synthesis of National Perspectives. Air, Soil and Water Research, 14, 1-19, Article ID 11786221211028185.
Open this publication in new window or tab >>Current Wildland Fire Patterns and Challenges in Europe: A Synthesis of National Perspectives
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2021 (English)In: Air, Soil and Water Research, E-ISSN 1178-6221, Vol. 14, p. 1-19, article id 11786221211028185Article, review/survey (Refereed) Published
Abstract [en]

Changes in climate, land use, and land management impact the occurrence and severity of wildland fires in many parts of the world. This is particularly evident in Europe, where ongoing changes in land use have strongly modified fire patterns over the last decades. Although satellite data by the European Forest Fire Information System provide large-scale wildland fire statistics across European countries, there is still a crucial need to collect and summarize in-depth local analysis and understanding of the wildland fire condition and associated challenges across Europe. This article aims to provide a general overview of the current wildland fire patterns and challenges as perceived by national representatives, supplemented by national fire statistics (2009–2018) across Europe. For each of the 31 countries included, we present a perspective authored by scientists or practitioners from each respective country, representing a wide range of disciplines and cultural backgrounds. The authors were selected from members of the COST Action “Fire and the Earth System: Science & Society” funded by the European Commission with the aim to share knowledge and improve communication about wildland fire. Where relevant, a brief overview of key studies, particular wildland fire challenges a country is facing, and an overview of notable recent fire events are also presented. Key perceived challenges included (1) the lack of consistent and detailed records for wildland fire events, within and across countries, (2) an increase in wildland fires that pose a risk to properties and human life due to high population densities and sprawl into forested regions, and (3) the view that, irrespective of changes in management, climate change is likely to increase the frequency and impact of wildland fires in the coming decades. Addressing challenge (1) will not only be valuable in advancing national and pan-European wildland fire management strategies, but also in evaluating perceptions (2) and (3) against more robust quantitative evidence.

Keywords
wildland fire, society, Europe, perceptions
National Category
Earth and Related Environmental Sciences
Identifiers
urn:nbn:se:su:diva-196492 (URN)10.1177/11786221211028185 (DOI)000674900600001 ()
Available from: 2021-09-15 Created: 2021-09-15 Last updated: 2025-02-07Bibliographically approved
Ciampa, F., Seifollahi-Aghmiuni, S., Kalantari, Z. & Santos Ferreira, C. S. (2021). Flood Mitigation in Mediterranean Coastal Regions: Problems, Solutions, and Stakeholder Involvement. Sustainability, 13(18), Article ID 10474.
Open this publication in new window or tab >>Flood Mitigation in Mediterranean Coastal Regions: Problems, Solutions, and Stakeholder Involvement
2021 (English)In: Sustainability, E-ISSN 2071-1050, Vol. 13, no 18, article id 10474Article, review/survey (Refereed) Published
Abstract [en]

Flooding affects Mediterranean coastal areas, with negative impacts on regional populations and ecosystems. This paper reviews the causes and consequences of coastal flooding in European Mediterranean countries, common and advanced solutions implemented to mitigate flood risk, and the importance of stakeholder involvement in developing these solutions. Climate change, intensive urbanization, tourism, deforestation, wildfires, and erosion are the main causes of coastal flooding, leading to social and economic losses, degradation of ecosystems, and water and soil contamination due to saltwater intrusion. Various measures for mitigating urban coastal flooding have been implemented, including coastal barriers, infrastructural drainage systems, wetlands, and mobile dams. Development and implementation of such solutions should be performed in close collaboration with stakeholders, but their current engagement at the coordination and/or decision-making level does not allow full integration of local knowledge in flood mitigation projects. Various processes are used to engage stakeholders in coastal flood mitigation, but participatory approaches are required to integrate their perspectives into performance analysis of potential solutions. Such approaches would allow a balance to be reached between nature conservation, market forces, stakeholder needs, and decision-makers' priorities, resulting in development of innovative and sustainable mitigation solutions to enhance urban resilience to coastal flooding.

Keywords
coastal flooding, flood mitigation measures, stakeholder engagement, Mediterranean region, Green & Sustainable Science & Technology
National Category
Earth and Related Environmental Sciences
Identifiers
urn:nbn:se:su:diva-197969 (URN)10.3390/su131810474 (DOI)000701864300001 ()
Available from: 2021-10-21 Created: 2021-10-21 Last updated: 2025-02-07Bibliographically approved
Åhlen, I., Vigouroux, G., Destouni, G., Pietroń, J., Ghajarnia, N., Anaya, J., . . . Jarsjö, J. (2021). Hydro-climatic changes of wetlandscapes across the world. Scientific Reports, 11(1), Article ID 2754.
Open this publication in new window or tab >>Hydro-climatic changes of wetlandscapes across the world
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2021 (English)In: Scientific Reports, E-ISSN 2045-2322, Vol. 11, no 1, article id 2754Article in journal (Refereed) Published
Abstract [en]

Assessments of ecosystem service and function losses of wetlandscapes (i.e., wetlands and their hydrological catchments) suffer from knowledge gaps regarding impacts of ongoing hydro-climatic change. This study investigates hydro-climatic changes during 1976–2015 in 25 wetlandscapes distributed across the world’s tropical, arid, temperate and cold climate zones. Results show that the wetlandscapes were subject to precipitation (P) and temperature (T) changes consistent with mean changes over the world’s land area. However, arid and cold wetlandscapes experienced higher T increases than their respective climate zone. Also, average P decreased in arid and cold wetlandscapes, contrarily to P of arid and cold climate zones, suggesting that these wetlandscapes are located in regions of elevated climate pressures. For most wetlandscapes with available runoff (R) data, the decreases were larger in R than in P, which was attributed to aggravation of climate change impacts by enhanced evapotranspiration losses, e.g. caused by land-use changes.

National Category
Earth and Related Environmental Sciences
Identifiers
urn:nbn:se:su:diva-191797 (URN)10.1038/s41598-021-81137-3 (DOI)000617705400001 ()33531523 (PubMedID)
Available from: 2021-04-27 Created: 2021-04-27 Last updated: 2025-02-07Bibliographically approved
Bennich, T., Belyazid, S., Stjernquist, I., Diemer, A., Seifollahi-Aghmiuni, S. & Kalantari, Z. (2021). The bio-based economy, 2030 Agenda, and strong sustainability – A regional-scale assessment of sustainability goal interactions. Journal of Cleaner Production, 283, Article ID 125174.
Open this publication in new window or tab >>The bio-based economy, 2030 Agenda, and strong sustainability – A regional-scale assessment of sustainability goal interactions
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2021 (English)In: Journal of Cleaner Production, ISSN 0959-6526, E-ISSN 1879-1786, Vol. 283, article id 125174Article in journal (Refereed) Published
Abstract [en]

Policy-makers face the challenge of assessing and implementing sustainability measures, while also dealing with parallel and sometimes conflicting policy agendas, long-term policy impacts, and contested interpretations of sustainability. To support evidence-based decision-making in this context, this paper presents the results from an integrated assessment of sustainability goal interactions. Links between the bio-based economy, the 2030 Agenda, and the so-called strong sustainability paradigm were explored in a regional-scale case. The analysis focused primarily on developments in the forestry and energy sectors. Direct trade-offs and synergies as well as broader systemic impacts were identified. The results show how goals from the bio-based economy, 2030 Agenda and strong sustainability paradigm are mutually interacting. Positive interactions were found within two clusters of goals, offering coherent and synergetic transition pathways within these. The first cluster encompasses developments toward intensified forestry, renewable energy, and closed-loop production systems. The second pathway supports diversified forestry and protection of critical natural capital. However, while internally coherent, trade-offs were identified between these goal clusters, demonstrating the difficulty in simultaneously making progress on goals belonging to different sustainability agendas. The results also stress the need for disaggregation and long-term assessments to identify trade-offs and synergies. Finally, the analysis highlights the theoretical potential but practical challenges of implementing the bio-based economy and 2030 Agenda in a way that adheres to strong sustainability. The analytical framework used in the present study may be adapted and applied to other decision-making contexts. It is particularly useful in settings characterized by uncertainty and unstructured problem spaces.

Keywords
Bio-based economy, Industrial symbiosis, Integrated sustainability assessment, 2030 Agenda, Sustainable Development Goals, Strong sustainability, Green & Sustainable Science & Technology
National Category
Climate Science
Identifiers
urn:nbn:se:su:diva-191315 (URN)10.1016/j.jclepro.2020.125174 (DOI)000608120300007 ()
Available from: 2021-03-17 Created: 2021-03-17 Last updated: 2025-02-07Bibliographically approved
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ORCID iD: ORCID iD iconorcid.org/0000-0001-5247-4097

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