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Integrating Bayesian Networks into ecosystem services assessment to support water management at the river basin scale

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  • Pham, Hung Vuong
  • Sperotto, Anna
  • Furlan, Elisa
  • Torresan, Silvia
  • Marcomini, Antonio
  • Critto, Andrea

Abstract

Freshwater ecosystems are negatively affected by climate change and human interventions modifying together supply and demand of ecosystem services (ES). Research on ES focused on assessing risks arising from the interaction among both stressors, integrating empirical data with expert knowledge. This work aims at incorporating Bayesian Networks (BN) approaches into ES appraisal, identifying key factors driving changes and trade-offs among ES potential under different scenarios. Applying the designed BN to the Taro River basin (TRB) in Italy, the outcomes showed a limited space to improve ES potential, as well as trade-offs between water yield and nutrient retention services due to changes in precipitation and land use patterns. Moreover, the analysis of key input variables highlighted that precipitation is the main driver affecting provisioning services while land use for the regulating ones. The results imply a low capacity to provide services in the medium term for the TRB where water was exploited for multiple competing objectives. Therefore, “win-win” spatial planning and water management strategies are needed to improve freshwater ES potential. The designed BN model represents a valuable decision support tool to quickly perform ES assessment and to identify the most suitable management plan to maintain benefits from freshwater ecosystems.

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  • Pham, Hung Vuong & Sperotto, Anna & Furlan, Elisa & Torresan, Silvia & Marcomini, Antonio & Critto, Andrea, 2021. "Integrating Bayesian Networks into ecosystem services assessment to support water management at the river basin scale," Ecosystem Services, Elsevier, vol. 50(C).
  • Handle: RePEc:eee:ecoser:v:50:y:2021:i:c:s2212041621000589
    DOI: 10.1016/j.ecoser.2021.101300
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    as
    1. Le, Thi Phuong Quynh & Ho, Cuong Tu & Duong, Thi Thuy & Rochelle-Newall, Emma & Dang, Dinh Kim & Hoang, Thanh Son, 2014. "Nutrient budgets (N and P) for the Nui Coc reservoir catchment (North Vietnam)," Agricultural Water Management, Elsevier, vol. 142(C), pages 152-161.
    2. Marcot, Bruce G., 2012. "Metrics for evaluating performance and uncertainty of Bayesian network models," Ecological Modelling, Elsevier, vol. 230(C), pages 50-62.
    3. Chengyan Tang & Jing Li & Zixiang Zhou & Li Zeng & Cheng Zhang & Hui Ran, 2019. "How to Optimize Ecosystem Services Based on a Bayesian Model: A Case Study of Jinghe River Basin," Sustainability, MDPI, vol. 11(15), pages 1-18, August.
    4. Martin de Santa Olalla, F.J. & Dominguez, A. & Artigao, A. & Fabeiro, C. & Ortega, J.F., 2005. "Integrated water resources management of the Hydrogeological Unit "Eastern Mancha" using Bayesian Belief Networks," Agricultural Water Management, Elsevier, vol. 77(1-3), pages 21-36, August.
    5. Raymond, Christopher M. & Frantzeskaki, Niki & Kabisch, Nadja & Berry, Pam & Breil, Margaretha & Nita, Mihai Razvan & Geneletti, Davide & Calfapietra, Carlo, 2017. "A framework for assessing and implementing the co-benefits of nature-based solutions in urban areas," Environmental Science & Policy, Elsevier, vol. 77(C), pages 15-24.
    6. Karabulut, Armağan & Egoh, Benis N. & Lanzanova, Denis & Grizzetti, Bruna & Bidoglio, Giovanni & Pagliero, Liliana & Bouraoui, Fayçal & Aloe, Alberto & Reynaud, Arnaud & Maes, Joachim & Vandecasteele,, 2016. "Mapping water provisioning services to support the ecosystem–water–food–energy nexus in the Danube river basin," Ecosystem Services, Elsevier, vol. 17(C), pages 278-292.
    7. Stewart-Koster, Ben & Dieu Anh, Nguyen & Burford, Michele A. & Condon, Jason & Qui, Nguyen Van & Hiep, Le Huu & Bay, Doan Van & Sammut, Jesmond, 2017. "Expert based model building to quantify risk factors in a combined aquaculture-agriculture system," Agricultural Systems, Elsevier, vol. 157(C), pages 230-240.
    8. Lin, Wenpeng & Xu, Dan & Guo, Pupu & Wang, Dan & Li, Lubing & Gao, Jun, 2019. "Exploring variations of ecosystem service value in Hangzhou Bay Wetland, Eastern China," Ecosystem Services, Elsevier, vol. 37(C), pages 1-1.
    9. Sabine Bicking & Benjamin Burkhard & Marion Kruse & Felix Müller, 2019. "Bayesian Belief Network-based assessment of nutrient regulating ecosystem services in Northern Germany," PLOS ONE, Public Library of Science, vol. 14(4), pages 1-25, April.
    10. Maes, Joachim & Egoh, Benis & Willemen, Louise & Liquete, Camino & Vihervaara, Petteri & Schägner, Jan Philipp & Grizzetti, Bruna & Drakou, Evangelia G. & Notte, Alessandra La & Zulian, Grazia & Boura, 2012. "Mapping ecosystem services for policy support and decision making in the European Union," Ecosystem Services, Elsevier, vol. 1(1), pages 31-39.
    11. Nel, Jeanne L. & Le Maitre, David C. & Roux, Dirk J. & Colvin, Christine & Smith, Janis S. & Smith-Adao, Lindie B. & Maherry, Ashton & Sitas, Nadia, 2017. "Strategic water source areas for urban water security: Making the connection between protecting ecosystems and benefiting from their services," Ecosystem Services, Elsevier, vol. 28(PB), pages 251-259.
    12. Wang, Lijuan & Zheng, Hua & Wen, Zhi & Liu, Lei & Robinson, Brian E. & Li, Ruonan & Li, Cong & Kong, Lingqiao, 2019. "Ecosystem service synergies/trade-offs informing the supply-demand match of ecosystem services: Framework and application," Ecosystem Services, Elsevier, vol. 37(C), pages 1-1.
    13. Weber, Matthew A. & Meixner, Thomas & Stromberg, Juliet C., 2016. "Valuing instream-related services of wastewater," Ecosystem Services, Elsevier, vol. 21(PA), pages 59-71.
    14. Forio, Marie Anne Eurie & Villa-Cox, Gonzalo & Van Echelpoel, Wout & Ryckebusch, Helena & Lock, Koen & Spanoghe, Pieter & Deknock, Arne & De Troyer, Niels & Nolivos-Alvarez, Indira & Dominguez-Granda,, 2020. "Bayesian Belief Network models as trade-off tools of ecosystem services in the Guayas River Basin in Ecuador," Ecosystem Services, Elsevier, vol. 44(C).
    15. Giakoumis, Theodoros & Voulvoulis, Nikolaos, 2018. "A participatory ecosystems services approach for pressure prioritisation in support of the Water Framework Directive," Ecosystem Services, Elsevier, vol. 34(PA), pages 126-135.
    16. Grizzetti, B. & Liquete, C. & Antunes, P. & Carvalho, L. & Geamănă, N. & Giucă, R. & Leone, M. & McConnell, S. & Preda, E. & Santos, R. & Turkelboom, F. & Vădineanu, A. & Woods, H., 2016. "Ecosystem services for water policy: Insights across Europe," Environmental Science & Policy, Elsevier, vol. 66(C), pages 179-190.
    17. Scutari, Marco, 2017. "Bayesian Network Constraint-Based Structure Learning Algorithms: Parallel and Optimized Implementations in the bnlearn R Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 77(i02).
    18. Pham, Hung Vuong & Sperotto, Anna & Torresan, Silvia & Acuña, Vicenç & Jorda-Capdevila, Dídac & Rianna, Guido & Marcomini, Antonio & Critto, Andrea, 2019. "Coupling scenarios of climate and land-use change with assessments of potential ecosystem services at the river basin scale," Ecosystem Services, Elsevier, vol. 40(C).
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