A Bayesian Belief Network for assessing ecosystem services and socio-economic development in threatened estuarine regions
Authors/Creators
- 1. VNU University of Sciences, Vietnam National University, Hanoi, 334 Nguyen Trai, Thanh Xuan, Hanoi, Vietnam
- 2. VNU Institute of Vietnamese Studies and Development Science (VNU-IVIDES), Vietnam National University, 336 Nguyen Trai, Thanh Xuan, Hanoi, Vietnam
Description
Estuaries feature diverse ecosystems with great biological production and favourable resources and landscapes for ecotourism. Increasing natural disasters have threatened the lives and safety of over 70% of the region's population in recent years. Rapid urbanisation and tourism have changed land use. This changes ecosystem structure and function, impacting service provision. This study developed a Bayesian Belief Network (BBN) model to assess the imbalance between socio-economic development and resource conservation using an ecosystem services (ES) approach. The BBN model helps synthesise and exchange information, provide decision-making data, evaluate trade-off possibilities and anticipate future situations when assessing ES. The BBN network model probabilistically evaluates ecosystem services using expertise, statistical modelling, geographic information systems and interviews. We assessed the comprehensive value of 17 forms of ES for four ecosystem groups over a period of 30 years. As a result, the cultural ecosystem services of some estuarial regions in Vietnam have the highest value and are showing an increasing trend, while the regulating ecosystem services are continuously fluctuating and decreasing. Provisioning ecosystem services are stable with small changes. This study also examined ES values in six landscape categories and created two ES change scenarios. The findings can help managers choose land-use and resource exploitation policies, understand the value of ecosystem services at the regional level and develop estuary sustainability strategies for long-term ecosystem service balance.
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References
- Aguilera PA, Fernández A, Fernández R, Rumí R, Salmerón A (2011) Bayesian networks in environmental modelling. Environmental Modelling & Software 26 (12): 1376‑1388. https://doi.org/10.1016/j.envsoft.2011.06.004
- Alexander H (1999) Nature's services: Societal dependence on natural ecosystems Edited by Gretchen C. Daily Island Press, 1997, 392 pages. Corporate Environmental Strategy 6 (2). https://doi.org/10.1016/s1066-7938(00)80033-0
- Allen J, Lu KS, Potts T, et al. (1999) A GIS-Based analysis and prediction of Land-Use change in a coastal tourism destination area. Presented at the 1999 World Congress on Coastal and Marine Tourism, Vancouver, British Columbia, Canada. Publisher: Strom Thurmond Institute.
- Assessment ME (2005) Ecosystems and human Well-being: Synthesis. Island Press
- Barbier E, Hacker S, Kennedy C, Koch E, Stier A, Silliman B (2011) The value of estuarine and coastal ecosystem services. Ecological Monographs 81 (2): 169‑193. https://doi.org/10.1890/10-1510.1
- Barbier E (2017) Marine ecosystem services. Current Biology 27 (11). https://doi.org/10.1016/j.cub.2017.03.020
- Barton DN, Saloranta T, Moe SJ, Eggestad HO, Kuikka S (2008) Bayesian belief networks as a meta-modelling tool in integrated river basin management — Pros and cons in evaluating nutrient abatement decisions under uncertainty in a Norwegian river basin. Ecological Economics 66 (1): 91‑104. https://doi.org/10.1016/j.ecolecon.2008.02.012
- Burkhard B, Kroll F, Müller F, Windhorst W (2009) Landscapes' capacities to provide ecosystem services - A concept for land-cover based assessments. Landscape Online 15: 1‑22. https://doi.org/10.3097/lo.200915
- Burkhard B, Kroll F, Nedkov S, Müller F (2012) Mapping ecosystem service supply, demand and budgets. Ecological Indicators 21: 17‑29. https://doi.org/10.1016/j.ecolind.2011.06.019
- Campagne CS, Roche P, Gosselin F, Tschanz L, Tatoni T (2017) Expert-based ecosystem services capacity matrices: Dealing with scoring variability. Ecological Indicators 79: 63‑72. https://doi.org/10.1016/j.ecolind.2017.03.043
- Campagne CS, Roche P (2018) May the matrix be with you! Guidelines for the application of expert-based matrix approach for ecosystem services assessment and mapping. One Ecosystem 3 https://doi.org/10.3897/oneeco.3.e24134
- Castelletti A, Soncini-Sessa R (2007) Bayesian Networks and participatory modelling in water resource management. Environmental Modelling & Software 22 (8): 1075‑1088. https://doi.org/10.1016/j.envsoft.2006.06.003
- Coppola E, Jones R, Sörensson A, Pinto I, et al. (2023) Summary for Policymakers of the Working Group I Contribution to the IPCC Sixth Assessment Report - data for Figure SPM.9 (v20220105). NERC EDS Centre for Environmental Data Analysis https://doi.org/10.5285/e1ff6e07cd624c59a7e7983ce60add44
- Costanza R, d'Arge R, de Groot R, Farber S, Grasso M, Hannon B, Limburg K, Naeem S, O'Neill R, Paruelo J, Raskin R, Sutton P, van den Belt M, et al. (1997) The value of the world's ecosystem services and natural capital. Nature 387 (6630): 253‑260. https://doi.org/10.1038/387253a0
- Dang KB, Windhorst W, Burkhard B, Müller F (2019) A Bayesian Belief Network – Based approach to link ecosystem functions with rice provisioning ecosystem services. Ecological Indicators 100: 30‑44. https://doi.org/10.1016/j.ecolind.2018.04.055
- Dang KB, Nguyen TT, Ngo HH, Burkhard B, Müller F, Dang VB, Nguyen H, Ngo VL, Pham TPN (2021) Integrated methods and scenarios for assessment of sand dunes ecosystem services. Journal of Environmental Management 289 https://doi.org/10.1016/j.jenvman.2021.112485
- Duarte GT, Ribeiro MC, Paglia AP (2016) Ecosystem Services Modeling as a Tool for Defining Priority Areas for Conservation. PLOS ONE 11 (5). https://doi.org/10.1371/journal.pone.0154573
- Fan Y, Chen J, Shirkey G, John R, Wu S, Park H, Shao C (2016) Applications of structural equation modeling (SEM) in ecological studies: an updated review. Ecological Processes 5 (1). https://doi.org/10.1186/s13717-016-0063-3
- Foley J, DeFries R, Asner G, Barford C, Bonan G, Carpenter S, Chapin FS, Coe M, Daily G, Gibbs H, Helkowski J, Holloway T, Howard E, Kucharik C, Monfreda C, Patz J, Prentice IC, Ramankutty N, Snyder P (2005) Global Consequences of Land Use. Science 309 (5734): 570‑574. https://doi.org/10.1126/science.1111772
- G.ossling S (2002) Global environmental consequences of tourism. Global Environmental Change 12: 283‑302.
- Government D (2011) The Natural Choice: securing the value of nature,. The Stationery Office, Norwich, 84 pp. [ISBN 978-0-10-180822-4]
- Guerry A, Ruckelshaus M, Arkema K, Bernhardt J, Guannel G, Kim C, Marsik M, Papenfus M, Toft J, Verutes G, Wood S, Beck M, Chan F, Chan KA, Gelfenbaum G, Gold B, Halpern B, Labiosa W, Lester S, Levin P, McField M, Pinsky M, Plummer M, Polasky S, Ruggiero P, Sutherland D, Tallis H, Day A, Spencer J (2012) Modeling benefits from nature: using ecosystem services to inform coastal and marine spatial planning. International Journal of Biodiversity Science, Ecosystem Services & Management 8: 107‑121. https://doi.org/10.1080/21513732.2011.647835
- Hà CTaH (2021) Phát triển kinh tê biển ở Quảng Ninh hiện nay.
- Hà NM, et al. (2022) Nghiên cứu đa dạng sinh học các hệ sinh thái đất ngập nước ven biển Đông Bắc Việt Nam. Vietnam J. Hydrometeorol. 734 (2): 13‑27. https://doi.org/10.36335/vnjhm
- Hieu N (2007) "Geomorphological research to help mitigate damage caused by flood disasters in the Thu Bon river basin,". Doctoral thesis in Geography, majoring in Geomorphology - Paleogeography, VNU University of Sciences, Vietnam National University, Hanoi, 150 pp. [In Vietnamese].
- Hufnagel L, Mics F, Homoródi R (2018) Introductory Chapter: Evaluation Methods of Ecosystem Services and Their Scientific and Societal Importance in Service of Solving the Global Problems of the Humankind. Ecosystem Services and Global Ecology https://doi.org/10.5772/intechopen.80227
- Hung LV, Hoe ND (2014) Building of the criteria for determining of key marine areas of the Vietnam national plans for biodiversity conservation. Academia Journal of Biology 36 (2). https://doi.org/10.15625/0866-7160/v36n2.5110
- Jacobs S, Burkhard B, Van Daele T, Staes J, Schneiders A (2015) 'The Matrix Reloaded': A review of expert knowledge use for mapping ecosystem services. Ecological Modelling 295: 21‑30. https://doi.org/10.1016/j.ecolmodel.2014.08.024
- Kara B (2019) Agrarian and wetland areas under metropolitan threats: Learning from the case of inciralti, Izmir (Turkey). Applied Ecology and Environmental Research 17 (6). https://doi.org/10.15666/aeer/1706_1508715102
- Kennish M, et al. (2002) Environmental threats and environmental future of estuaries. Environmental Conservation 29 (1): 78‑107. https://doi.org/10.1017/s0376892902000061
- Landuyt D, Broekx S, D'hondt R, Engelen G, Aertsens J, Goethals PM (2013) A review of Bayesian belief networks in ecosystem service modelling. Environmental Modelling & Software 46: 1‑11. https://doi.org/10.1016/j.envsoft.2013.03.011
- Lan TD, Thao NV, Bao DV (2013) Distribution changes of typical ecosystems in Quang Ninh coastal area. Journal of Marine Science and Technology 13 (4): 349‑356. [In Vietnamese].
- Leal Filho W, Nagy G, Martinho F, Saroar M, Erache MG, Primo AL, Pardal M, Li C, et al. (2022) Influences of Climate Change and Variability on Estuarine Ecosystems: An Impact Study in Selected European, South American and Asian Countries. International Journal of Environmental Research and Public Health 19 (1). https://doi.org/10.3390/ijerph19010585
- Lee D, Du Preez M (2015) A demand-based management option to address boat congestion at the Sundays River Estuary, Eastern Cape, South Africa. Water SA 41 (4). https://doi.org/10.4314/wsa.v41i4.18
- Lịch TCD (2020) The 2019 Annual Report of Vietnam Tourism.
- Liem NV, Bao DV, Bac DK, Cuong NC, Nga PTP, Burkhard B, Chi GTK (2020) Assessment of shoreline changes for setback zone establishment from Son Tra (Da Nang city) to Cua Dai (Hoi An city), Vietnam. VIETNAM JOURNAL OF EARTH SCIENCES 42 (4): 363‑383. https://doi.org/10.15625/0866-7187/42/4/15410
- MacDonald HF, Bergstrom JC, Houston JE (1998) A proposed methodology for measuring incremental environmental benefits from using constructed wetlands to control agricultural non-point-source pollution. Journal of Environmental Management 54 (4): 259‑267. https://doi.org/10.1006/jema.1998.0240
- Manzoor F, Wei L, Asif M, Haq MZu, Rehman Hu, et al. (2019) The Contribution of Sustainable Tourism to Economic Growth and Employment in Pakistan. International Journal of Environmental Research and Public Health 16 (19). https://doi.org/10.3390/ijerph16193785
- McCann RK, Marcot BG, Ellis R (2006) Bayesian belief networks: applications in ecology and natural resource management. Canadian Journal of Forest Research 36 (12): 3053‑3062. https://doi.org/10.1139/x06-238
- McLusky D, Elliott M (2004) The Estuarine Ecosystem: Ecology, Threats, and Management (3rd edn). New York
- Nemec K, Raudsepp-Hearne C (2012) The use of geographic information systems to map and assess ecosystem services. Biodiversity and Conservation 22 (1): 1‑15. https://doi.org/10.1007/s10531-012-0406-z
- Nguyen DT, Do T, Van Nghiem S, Ghimire J, Dang K, Giang V, Vu K, Pham V (2024) Flood inundation assessment of UNESCO World Heritage Sites using remote sensing and spatial metrics in Hoi An City, Vietnam. Ecological Informatics 79 https://doi.org/10.1016/j.ecoinf.2023.102427
- Nguyen HD, Hamma W, Stan M, Tran VT, Aştefănoaiei R, Bui Q, Vintilă D, et al. (2020) Impacts of urbanization and tourism on the erosion and accretion of European, Asian and African coastal areas and possible solutions. Urbanism. Architecture. Constructions 11 (2): 123‑156.
- Nguyễn TT (2020) Thành lập bản đồ hệ sinh thái đất ngập nước tỷ lệ 1:100.000 Đồng Tháp Mười trên cơ sở tiếp cận cảnh quan. Tạp chí Khoa học Đo đạc và Bản đồ 45: 9‑15. https://doi.org/10.54491/jgac.2020.45.316
- Nguyen Van L, Tong Phuoc HS (2021) Temporal changes of key marine habitats in the World Biosphere Reserve of Cu Lao Cham - Hoi An, Quang Nam province. Tạp chí Khoa học và Công nghệ Biển 21 (2): 191‑200. https://doi.org/10.15625/1859-3097/15063
- Nicholls RJ, Hanson S, Herweijer C, Patmore N, Hallegatte S, Corfee-Morlot J, Château J, Muir-Wood R (2008) Ranking Port Cities with High Exposure and Vulnerability to Climate Extremes. OECD Environment Working Papers (1). https://doi.org/10.1787/011766488208
- Nitivattananon V, Srinonil S (2019) Enhancing coastal areas governance for sustainable tourism in the context of urbanization and climate change in eastern Thailand. Advances in Climate Change Research 10 (1): 47‑58. https://doi.org/10.1016/j.accre.2019.03.003
- Nyberg JB, Marcot BG, Sulyma R (2006) Using Bayesian belief networks in adaptive management. Canadian Journal of Forest Research 36 (12): 3104‑3116. https://doi.org/10.1139/x06-108
- Oppenheimer M, Glavovic B, Hinkel J, et al. (2022) Sea Level Rise and Implications for Low-Lying Islands, Coasts and Communities. In: IPCC Special Report on the Ocean and Cryosphere in a Changing Climate [H.-O. Pörtner, D.C. Roberts, V. Masson-Delmotte, P. Zhai, M. Tignor, E. Poloczanska, K. Mintenbeck, A. Alegría, M. Nicolai, A. Okem, J. Petzold, B. Rama, N.M. Weyer (eds.)]. Cambridge University Press, Cambridge, UK and New York, NY, USA. The Ocean and Cryosphere in a Changing Climate321‑446. https://doi.org/10.1017/9781009157964.006
- Parry M, Canziani O, Palutikof J, Linden Pvd, Hanson C, et al. (Eds) (2007) Climate Change 2007: Impacts, Adaptation and Vulnerability. Cambridge University Press, 987 pp.
- Pinto R, Patrício J, Neto JM, Salas F, Marques JC (2010) Assessing estuarine quality under the ecosystem services scope: Ecological and socioeconomic aspects. Ecological Complexity 7 (3): 389‑402. https://doi.org/10.1016/j.ecocom.2010.05.001
- province TPCoQN (2023a) Decision No. 1533/QD-UBND dated July 21, 2023 on Approving Land Use Planning to 2030 and Land Use Plan for the first year of the land use planning period of Duy Xuyen district, Quang Nam province.".
- province TPCoQN (2023b) "Decision No. 852/QD-UBND dated April 20, 2023 on Approving Land Use Planning to 2030 and Land Use Plan for the first year of the land use planning period of Hoi An city, Quang Nam province.".
- Reid W, Mooney H, Cropper A, Capistrano D, Carpenter S, et al. (2005) Millennium Ecosystem Assessment. Ecosystems and human well-being: synthesis. Island Press, Washington, DC, 155 pp.
- Ruskule A, Vinogradovs I, Pecina MV, et al. (2018) The guidebook on "The introduction to the ecosystem service framework and its application in integrated planning". The guidebook is prepared within the LIFE Viva Grass project on "Integrated planning tool to ensure viability of grasslands" (LIFE Viva Grass) No. LIFE13 ENV/LT/000189, 86 pp. [ISBN 978-9934-556-39-5]
- Salm R, Clark J (2000) Marine and Coastal Protected Areas: A Guide for Planners and Managers. Gland : IUCN https://doi.org/10.2305/iucn.ch.2000.13.en
- Small C, Cohen J, et al. (2004) Continental Physiography, Climate, and the Global Distribution of Human Population. Current Anthropology 45 (2): 269‑277. https://doi.org/10.1086/382255
- Stürck J, Poortinga A, Verburg P (2014) Mapping ecosystem services: The supply and demand of flood regulation services in Europe. Ecological Indicators 38: 198‑211. https://doi.org/10.1016/j.ecolind.2013.11.010
- Sun J, Wang M, Ho Y (2012) A historical review and bibliometric analysis of research on estuary pollution. Marine Pollution Bulletin 64 (1): 13‑21. https://doi.org/10.1016/j.marpolbul.2011.10.034
- Swetnam RD, Fisher B, Mbilinyi BP, Munishi PK, Willcock S, Ricketts T, Mwakalila S, Balmford A, Burgess ND, Marshall AR, Lewis SL (2011) Mapping socio-economic scenarios of land cover change: A GIS method to enable ecosystem service modelling. Journal of Environmental Management 92 (3): 563‑574. https://doi.org/10.1016/j.jenvman.2010.09.007
- Thia-Eng C (1993) Essential elements of integrated coastal zone management. Ocean & Coastal Management 21: 81‑108. https://doi.org/10.1016/0964-5691(93)90021-p
- Thien DQ, No NT (2012) "Calculating sand and sediment balance for research on erosion and sedimentation in the coastal zone of Quang Nam,". Journal of Hydro-Meteorology (6)1‑9. [In Vietnamese].
- UK D- (2011) The Natural Choice: securing the value of nature. no. June
- UNEP (2006) "Finance Initiative – "Adaptation and vulnerability to climate change: the role of the finance sector" CEO Briefing,". UNEP, Geneva, no. November.
- Vinh VD, Thanh TD, Trang CTT (2012) Mathematical model for assessing environmental carrying capacity in Ha Long Bay - Bai Tu Long area,". Vietnam Journal of Marine Science and Technology no. January[In Vietnamese].
- Vitousek P, Mooney H, Lubchenco J, Melillo J (1997) Human Domination of Earth's Ecosystems. Science 277 (5325): 494‑499. https://doi.org/10.1126/science.277.5325.494
- Waage S (2014) New business decision-making aids in an era of complexity, scrutiny, and uncertainty: tools for identifying, assessing, and valuing ecosystem services. Handbook on the Economics of Ecosystem Services and Biodiversity https://doi.org/10.4337/9781781951514.00040
- Wong PP, Gattuso J, Hinkel J, Khattabi A, et al. (2014) Coastal systems and low-lying areas. In: Climate Change 2014: Impacts, Adaptation, and Vulnerability. Part A: Global and Sectoral Aspects. Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change [Field, C.B., V.R. Barros, D.J. Dokken, K.J. Mach, M.D. Mastrandrea, T.E. Bilir, M. Chatterjee, K.L. Ebi, Y.O. Estrada, R.C. Genova, B. Girma, E.S. Kissel, A.N. Levy, S. MacCracken, P.R. Mastrandrea, and L.L. White (eds.)]. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA., 361-409 pp.
- Xu J, Barrett B, Renaud F (2022) Ecosystem services and disservices in the Luanhe River Basin in China under past, current and future land uses: implications for the sustainable development goals. Sustainability Science 17 (4): 1347‑1364. https://doi.org/10.1007/s11625-021-01078-8