Combining exploratory scenarios and participatory backcasting: using an agent-based model in participatory policy design for a multi-functional landscape
Open accessAbstract
While the merits of local participatory policy design are widely recognised, limited use is made of model-based scenario results to inform such stakeholder involvement. In this paper we present the findings of a study using an agent based model to help stakeholders consider, discuss and incorporate spatial and temporal processes in a backcasting exercise for rural development. The study is carried out in the Dutch region called the Achterhoek. Region-specific scenarios were constructed based on interviews with local experts. The scenarios are simulated in an agent based model incorporating rural residents and farmer characteristics, the environment and different policy interventions for realistic projection of landscape evolution. Results of the model simulations were presented to stakeholders representing different rural sectors at a workshop. The results indicate that illustration of the spatial configuration of landscape changes is appreciated by stakeholders. Testing stakeholders' solutions by way of model simulations revealed that the effectiveness of local interventions is strongly related to exogenous processes such as market competition and endogenous processes like local willingness to engage in multifunctional activities. The integration of multi-agent modelling and participatory backcasting is effective as it offers a possibility to initiate discussion between experts and stakeholders bringing together different expertise.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Scientific research in agroecology has focused on systems of increasing scale and size, from simple cropping techniques to cropping systems, innovative farms, alternative food systems, and multifunctional landscapes.
“Over the last few decades, scientific research in agroecology has focused on systems of increasing scale and size, from simple cropping techniques (e.g. pruning and organic fertilisation) to more complex objects such as cropping systems (Debaeke etal. 2009), innovative farms (Bos and Grin 2012; Cerf etal. 2012; Dogliotti etal. 2014), alternative food systems (Wezel etal. 2009), and multifunctional”
From Designing agroecological systems across scales: a new analytical framework (2022) · cites this paper as Van Berkel and Verburg 2012
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
A standard protocol for describing individual-based and agent-based models
Grimm, V., Berger, U., Bastiansen, F., Eliassen, S., Ginot, V., Giske, J., GOSS‐CUSTARD, J. D., Grand, T. C., Heinz, S. K., Huse, G., et al. (2006) · Ecological Modelling · doi:10.1016/j.ecolmodel.2006.04.023 · Cited by 2,988 · see citing works
Scale and Cross-Scale Dynamics: Governance and Information in a Multilevel World
Cash, D. W., Adger, W. N., Berkes, F., Garden, P., Lebel, L., Olsson, P., Pritchard, L., & Young, O. (2006) · Ecology and Society · doi:10.5751/es-01759-110208 · Cited by 2,254 · see citing works
The Complexity of Cooperation: Agent-Based Models of Competition and Collaboration
Fukuyama, F., Axelrod, R., & Jervis, R. L. (1998) · Foreign Affairs · doi:10.2307/20048800 · Cited by 2,207 · see citing works
The Complexity of Cooperation: Agent-Based Models of Competition and Collaboration
Axelrod, R. (1997) · doi:10.1515/9781400822300 · Cited by 1,759 · see citing works
Voinov, A., & Bousquet, F. (2010) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2010.03.007 · Cited by 1,354 · cited 4× · see citing works
“ABM systemise the behaviour of different actors based on their personal characteristics (life stage, management type), location (environmental conditions, other actors) and reaction to different policy changes (Voinov and Bousquet 2010; Valbuena et al. 2010).”
BackgroundInfluentialRural Development: From Practices and Policies towards Theory
van der Ploeg, J. D., Renting, H., Brunori, G., Knickel, K., Mannion, J., Marsden, T., Roest, K. D., Sevilla‐Guzmán, E., & Ventura, F. (2000) · Sociologia Ruralis · doi:10.1111/1467-9523.00156 · Cited by 1,033 · see citing works
Agent-based land-use models: a review of applications
Matthews, R., Gilbert, N., Roach, A., Polhill, G. J., & Gotts, N. M. (2007) · Landscape Ecology · doi:10.1007/s10980-007-9135-1 · Cited by 835 · see citing works
Future subjunctive: backcasting as social learning
Robinson, J. (2003) · Futures · doi:10.1016/s0016-3287(03)00039-9 · Cited by 524 · see citing works
Rural development and the regional state: Denying multifunctional agriculture in the UK
Marsden, T., & Sonnino, R. (2008) · Journal of Rural Studies · doi:10.1016/j.jrurstud.2008.04.001 · Cited by 478 · see citing works
A multi-scale, multi-model approach for analyzing the future dynamics of European land use
Verburg, P. H., Eickhout, B., & van Meijl, H. (2007) · The Annals of Regional Science · doi:10.1007/s00168-007-0136-4 · Cited by 390 · see citing works
Self-citationShucksmith, M. (2009) · Sociologia Ruralis · doi:10.1111/j.1467-9523.2009.00497.x · Cited by 389 · see citing works
Landscape visualisation and climate change: the potential for influencing perceptions and behaviour
Sheppard, S. R. J. (2005) · Environmental Science & Policy · doi:10.1016/j.envsci.2005.08.002 · Cited by 387 · see citing works
Sensitivity analysis of normative economic models: theoretical framework and practical strategies
Pannell, D. J. (1997) · Agricultural Economics · doi:10.1016/s0169-5150(96)01217-0 · Cited by 381 · see citing works
Farm household survival strategies and diversification on marginal farms
Meert, H., Huylenbroeck, G. V., Vernimmen, T., Bourgeois, M., & Hecke, É. V. (2004) · Journal of Rural Studies · doi:10.1016/j.jrurstud.2004.08.007 · Cited by 378 · see citing works
Multifunctional ‘quality’ and rural community resilience
Wilson, G. A. (2010) · Transactions of the Institute of British Geographers · doi:10.1111/j.1475-5661.2010.00391.x · Cited by 358 · see citing works
Scenario visualisation for participatory landscape planning—a study from Denmark
Tress, B., & Tress, G. (2002) · Landscape and Urban Planning · doi:10.1016/s0169-2046(02)00219-0 · Cited by 345 · see citing works
Sustainable multifunctional landscapes: a review to implementation
O’Farrell, P. J., & Anderson, P. (2010) · Current Opinion in Environmental Sustainability · doi:10.1016/j.cosust.2010.02.005 · Cited by 290 · see citing works
van Vliet, M., Kok, K. I., & Veldkamp, A. (2009) · Futures · doi:10.1016/j.futures.2009.08.005 · Cited by 288 · see citing works
Happe, K., Kellermann, K., & Balmann, A. (2006) · Ecology and Society · doi:10.5751/es-01741-110149 · Cited by 280 · see citing works
An agent-based approach to model land-use change at a regional scale
Valbuena, D., Verburg, P. H., Bregt, A. K., & Ligtenberg, A. (2009) · Landscape Ecology · doi:10.1007/s10980-009-9380-6 · Cited by 258 · see citing works
Self-citationThe Use of Scenarios in Land-Use Planning
Xiang, W., & Clarke, K. (2003) · Environment and Planning B Planning and Design · doi:10.1068/b2945 · Cited by 257 · see citing works
Kok, K. I., Vliet, M. V., Bärlund, I., Dubel, A., & Sendzimir, J. (2011) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2011.01.004 · Cited by 253 · see citing works
Participative backcasting: A tool for involving stakeholders in local sustainability planning
Carlsson‐Kanyama, A., Dreborg, K. H., Moll, H. C., & Padovan, D. (2007) · Futures · doi:10.1016/j.futures.2007.06.001 · Cited by 245 · see citing works
A method to define a typology for agent-based analysis in regional land-use research
Valbuena, D., Verburg, P. H., & Bregt, A. K. (2008) · Agriculture Ecosystems & Environment · doi:10.1016/j.agee.2008.04.015 · Cited by 236 · see citing works
Self-citationLinking Futures across Scales: a Dialog on Multiscale Scenarios
Biggs, R., Raudsepp‐Hearne, C., Atkinson‐Palombo, C., Bohensky, E. L., Boyd, E., Cundill, G., Fox, H. E., Ingram, S., Kok, K. I., Spehar, S. N., et al. (2007) · Ecology and Society · doi:10.5751/es-02051-120117 · Cited by 218 · see citing works
Why are Dutch farmers going multifunctional?
Jongeneel, R. A., Polman, N. B. P., & Slangen, L. H. G. (2007) · Land Use Policy · doi:10.1016/j.landusepol.2007.03.001 · Cited by 213 · see citing works
Local participation in cultural landscape maintenance: Lessons from Sweden
Stenseke, M. (2008) · Land Use Policy · doi:10.1016/j.landusepol.2008.01.005 · Cited by 169 · see citing works
Bécu, N., Neef, A., Schreinemachers, P., & Sangkapitux, C. (2007) · Land Use Policy · doi:10.1016/j.landusepol.2007.11.002 · Cited by 168 · see citing works
Agent-based modeling as organizational and public policy simulators
Lempert, R. J. (2002) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.072079399 · Cited by 163 · see citing works
The impact and spin-off of participatory backcasting: From vision to niche
Quist, J., Thissen, W., & Vergragt, P. J. (2011) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2011.01.011 · Cited by 159 · see citing works
Sensitising rural policy: Assessing spatial variation in rural development options for Europe
Berkel, D. V., & Verburg, P. H. (2010) · Land Use Policy · doi:10.1016/j.landusepol.2010.09.002 · Cited by 149 · see citing works
Self-citationExploring human dimensions of multifunctional landscapes through mapping and map-making
Soini, K. (2001) · Landscape and Urban Planning · doi:10.1016/s0169-2046(01)00206-7 · Cited by 137 · see citing works
Shearer, A. W. (2005) · Environment and Planning B Planning and Design · doi:10.1068/b3116 · Cited by 135 · see citing works
Pinto‐Correia, T., Gustavsson, R., & Pirnat, J. (2006) · Landscape Ecology · doi:10.1007/s10980-005-4720-7 · Cited by 133 · see citing works
Agent-Based Participatory Simulations: Merging Multi-Agent Systems and Role-Playing Games
Guyot, P., & Honiden, S. (2006) · RePEc: Research Papers in Economics · Cited by 121 · see citing works
Volkery, A., Ribeiro, T., Henrichs, T., & Hoogeveen, Y. (2008) · Systemic Practice and Action Research · doi:10.1007/s11213-008-9104-x · Cited by 115 · see citing works
Rural Development: From Practices and Policies towards Theory
van der Ploeg, J. D., Renting, H., Brunori, G., Knickei, K., Mannion, J., Marsden, T., Roest, K. D., Sevilla‐Guzmán, E., & Ventura, F. (2017) · Routledge eBooks · doi:10.4324/9781315237213-11 · Cited by 115 · see citing works
Étienne, M., Page, C. L., & Cohen, M. (2003) · HAL (Le Centre pour la Communication Scientifique Directe) · Cited by 105 · see citing works
Pettit, C. J., Raymond, C. M., Bryan, B. A., & Lewis, H. (2011) · Landscape and Urban Planning · doi:10.1016/j.landurbplan.2011.01.001 · Cited by 104 · see citing works
Landscape stories: Using ideal type narratives as a heuristic device in rural studies
Soliva, R. (2006) · Journal of Rural Studies · doi:10.1016/j.jrurstud.2006.04.004 · Cited by 92 · see citing works
Vervoort, J., Kok, K. I., van Lammeren, R. J. A., & Veldkamp, A. (2010) · Futures · doi:10.1016/j.futures.2010.04.031 · Cited by 90 · see citing works
Map-based multicriteria analysis to support interactive land use allocation
Arciniegas, G., Janssen, R., & Omtzigt, N. (2011) · International Journal of Geographical Information Systems · doi:10.1080/13658816.2011.556118 · Cited by 82 · see citing works
Lagabrielle, E., Botta, A., Daré, W., David, D., Aubert, S., & Fabricius, C. (2010) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2010.01.011 · Cited by 77 · see citing works
Landscape properties as drivers for farm diversification: A Dutch case study
Pfeifer, C., Jongeneel, R. A., Sonneveld, M. P. W., & Stoorvogel, J. J. (2009) · Land Use Policy · doi:10.1016/j.landusepol.2009.01.007 · Cited by 76 · see citing works
Metzger, M. J., Rounsevell, M., van den Heiligenberg, H. A. R. M., Pérez‐Soba, M., & Hardiman, P. S. (2010) · Ecology and Society · doi:10.5751/es-03305-150205 · Cited by 69 · see citing works
Kristensen, S. B. P. (2003) · Ecological Modelling · doi:10.1016/s0304-3800(03)00143-1 · Cited by 56 · see citing works
Multiple pasts, converging presents, and alternative futures
List, D. (2003) · Futures · doi:10.1016/s0016-3287(03)00140-x · Cited by 45 · see citing works
Evrekli, E., Balım, A. G., & İnel, D. (2009) · Procedia - Social and Behavioral Sciences · doi:10.1016/j.sbspro.2009.01.400 · Cited by 44 · see citing works
Zoppi, C., & Lai, S. (2009) · Land Use Policy · doi:10.1016/j.landusepol.2009.09.004 · Cited by 39 · see citing works
From vision to action: Framing the Leitbild concept in the context of landscape planning
Potschin, M., Klug, H., & Haines-Young, R. H. (2010) · Futures · doi:10.1016/j.futures.2010.04.003 · Cited by 39 · see citing works
Valkering, P., van der Brugge, R., Offermans, A., & Rijkens–Klomp, N. (2010) · Regional Environmental Change · doi:10.1007/s10113-010-0146-0 · Cited by 29 · see citing works
Præstholm, S., Reenberg, A., & Kristensen, S. B. P. (2006) · GeoJournal · doi:10.1007/s10708-006-9035-y · Cited by 26 · see citing works
Schaalvergroting en verbreding in de Nederlandse landbouw in relatie tot natuur en landschap
de Bont, C. J. A. M., van Bruchem, C., Helming, J. F. M., Leneman, H., & Schrijver, R. A. M. (2007) · Socio-Environmental Systems Modeling · Cited by 12 · see citing works
Recent farmers' protest in a Dutch municipality : the legacy of the past
Wildenbeest, G. W. F. (1989) · Socio-Environmental Systems Modeling · Cited by 7 · see citing works
Meervoudig landgebruik in Winterswijk : zelforganisatie voor een aantrekkelijk landschap
Polman, N. B. P., & Slangen, L. H. G. (2008) · Socio-Environmental Systems Modeling · Cited by 3 · see citing works
Flagged first, then by citations
1 of the 56 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- Nakicenovic N, Alcamo J, Davis G, De Vries B, Fenhann J, Gaffin, S et al (2000) Special Report on Emmissions Senarios. Cambridge University Press, Cambridge
Cited by
Sorted by citations
Designing agroecological transitions; A review
Duru, M., Therond, O., & Fares, M. (2015) · Agronomy for Sustainable Development · doi:10.1007/s13593-015-0318-x · Cited by 542 · see citing works
European agricultural landscapes, common agricultural policy and ecosystem services: a review
Zanten, B. T. V., Verburg, P. H., Espinosa, M., Gomez‐y‐Paloma, S., Galimberti, G., Kantelhardt, J., Kapfer, M., Lefebvre, M., Manrique, R., Piorr, A., et al. (2013) · Agronomy for Sustainable Development · doi:10.1007/s13593-013-0183-4 · Cited by 382 · see citing works
Self-citationTransitioning to resilience and sustainability in urban communities
Collier, M. J., Nedović‐Budić, Z., Aerts, J. C. J. H., Connop, S. P., Foley, D., Foley, K., Newport, D. J., McQuaid, S., Slaev, A. D., & Verburg, P. H. (2013) · Cities · doi:10.1016/j.cities.2013.03.010 · Cited by 261 · see citing works
Self-citationLewison, R. L., Rudd, M. A., Hayek, W., Baldwin, C. L., Beger, M., Lieske, S. N., Jones, C. M., Satumanatpan, S., Junchompoo, C., & Hines, E. M. (2015) · Environmental Science & Policy · doi:10.1016/j.envsci.2015.11.001 · Cited by 228 · see citing works
Alternative trajectories of land abandonment: causes, consequences and research challenges
Munroe, D. K., Berkel, D. V., Verburg, P. H., & Olson, J. L. (2013) · Current Opinion in Environmental Sustainability · doi:10.1016/j.cosust.2013.06.010 · Cited by 194 · see citing works
Self-citationKo, H., & Son, Y.-H. (2018) · Ecological Indicators · doi:10.1016/j.ecolind.2018.04.006 · Cited by 167 · see citing works
Strategic directions for agent-based modeling: avoiding the YAAWN syndrome
O’Sullivan, D., Evans, T. P., Manson, S. M., Metcalf, S. S., Ligmann-Zielińska, A., & Bone, C. E. (2015) · Journal of Land Use Science · doi:10.1080/1747423x.2015.1030463 · Cited by 114 · see citing works
The representation of landscapes in global scale assessments of environmental change
Verburg, P. H., van Asselen, S., van der Zanden, E. H., & Stehfest, E. (2012) · Landscape Ecology · doi:10.1007/s10980-012-9745-0 · Cited by 92 · see citing works
Self-citationModeling the effect of social networks on adoption of multifunctional agriculture
Manson, S. M., Jordan, N. R., Nelson, K. C., & Brummel, R. F. (2014) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2014.09.015 · Cited by 84 · see citing works
Vliet, M. V., & Kok, K. I. (2013) · Mitigation and Adaptation Strategies for Global Change · doi:10.1007/s11027-013-9479-6 · Cited by 82 · see citing works
Stakeholder inclusion in scenario planning—A review of European projects
Andersen, P. D., Hansen, M., & Selin, C. L. (2021) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2021.120802 · Cited by 78 · see citing works
Integrated Landscape Approach: Closing the Gap between Theory and Application
Bürgi, M., Ali, M. P., Chowdhury, A., Heinimann, A., Hett, C., Kienast, F., Mondal, M. K., Upreti, B. R., & Verburg, P. H. (2017) · Sustainability · doi:10.3390/su9081371 · Cited by 77 · see citing works
Self-citationSisto, R., Lopolito, A., & Vliet, M. V. (2017) · Land Use Policy · doi:10.1016/j.landusepol.2017.11.022 · Cited by 76 · see citing works
Emodi, N. V., Chaiechi, T., & Beg, A. B. M. R. A. (2018) · Applied Energy · doi:10.1016/j.apenergy.2018.12.045 · Cited by 73 · see citing works
Boron, V., Payán, E., MacMillan, D. C., & Tzanopoulos, J. (2016) · Land Use Policy · doi:10.1016/j.landusepol.2016.08.017 · Cited by 70 · see citing works
Renó, V. F., Novo, E. M. L. D. M., & Escada, M. I. S. (2016) · Remote Sensing · doi:10.3390/rs8110886 · Cited by 52 · see citing works
A backcasting approach for matching regional ecosystem services supply and demand
Brunner, S. H., Huber, R., & Grêt‐Regamey, A. (2015) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2015.10.018 · Cited by 51 · see citing works
Using choice modeling to map aesthetic values at a landscape scale: Lessons from a Dutch case study
Zanten, B. T. V., Verburg, P. H., Scholte, S. S. K., & Tieskens, K. F. (2016) · Ecological Economics · doi:10.1016/j.ecolecon.2016.07.008 · Cited by 49 · see citing works
Self-citationA survey-based exploration of land-system dynamics in an agricultural region of Northeast China
Yu, Q., Wu, W., Verburg, P. H., van Vliet, J., Yang, P., Zhou, Q., & Tang, H. (2013) · Agricultural Systems · doi:10.1016/j.agsy.2013.06.006 · Cited by 44 · see citing works
Self-citationPuzzling stakeholder views for long-term planning in the bio-economy: A back-casting application
Sisto, R., Vliet, M. V., & Prosperi, M. (2015) · Futures · doi:10.1016/j.futures.2015.04.002 · Cited by 43 · see citing works
Combining participatory approaches and an agent-based model for better planning shrimp aquaculture
Joffre, O. M., Bosma, R. H., Ligtenberg, A., Trí, V. P. Đ., Ha, T. T. P., & Bregt, A. K. (2015) · Agricultural Systems · doi:10.1016/j.agsy.2015.10.006 · Cited by 42 · see citing works
Identifying pathways to visions of future land use in Europe
Verkerk, P. J., Lindner, M., Pérez‐Soba, M., Paterson, J., Helming, J. F. M., Verburg, P. H., Kuemmerle, T., Lotze‐Campen, H., Moiseyev, A., Müller, D., et al. (2016) · Regional Environmental Change · doi:10.1007/s10113-016-1055-7 · Cited by 42 · see citing works
Self-citationEmerging Opportunities for Landscape Ecological Modelling
Synes, N. W., Brown, C., Watts, K., White, S. M., Gilbert, M. A., & Travis, J. M. J. (2016) · Current Landscape Ecology Reports · doi:10.1007/s40823-016-0016-7 · Cited by 42 · see citing works
Integrating Spatially Explicit Representations of Landscape Perceptions into Land Change Research
Dorning, M. A., Berkel, D. V., & Semmens, D. J. (2017) · Current Landscape Ecology Reports · doi:10.1007/s40823-017-0025-1 · Cited by 39 · see citing works
Brown, C. W., Bakam, I., Smith, P., & Matthews, R. (2015) · GCB Bioenergy · doi:10.1111/gcbb.12261 · Cited by 38 · see citing works
Sisto, R., Fernández-Portillo, L. A., Yazdani, M., Mohedano, L. E., & Torkayesh, A. E. (2022) · Socio-Economic Planning Sciences · doi:10.1016/j.seps.2022.101248 · Cited by 38 · see citing works
Zagaria, C., Schulp, C. J. E., Kizos, T., Gounaridis, D., & Verburg, P. H. (2017) · Land Use Policy · doi:10.1016/j.landusepol.2017.03.022 · Cited by 36 · see citing works
Self-citationParticipatory scenarios for restoring European landscapes show a plurality of nature values
Uribe, L. C. Q., Navarro, L. M., Pereira, H. M., & Fernández, N. (2022) · Ecography · doi:10.1111/ecog.06292 · Cited by 36 · see citing works
Malek, Ž., & Boerboom, L. G. J. (2015) · Mountain Research and Development · doi:10.1659/mrd-journal-d-14-00082.1 · Cited by 34 · see citing works
Yang, L., Zhang, L., Philippopoulos‐Mihalopoulos, A., Chappin, E. J. L., & van Dam, K. H. (2020) · URBAN DESIGN International · doi:10.1057/s41289-020-00117-7 · Cited by 33 · see citing works
Consolidating backcasting: A design framework towards a users’ guide
Kishita, Y., Höjer, M., & Quist, J. (2024) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2024.123285 · Cited by 30 · see citing works
System behaviour modelling for demand response provision in a smart grid
Dave, S., Sooriyabandara, M., & Yearworth, M. (2013) · Energy Policy · doi:10.1016/j.enpol.2013.05.098 · Cited by 30 · see citing works
Do, T. H., Vu, T. P., Catacutan, D., & Nguyen, V. T. (2020) · Environmental Management · doi:10.1007/s00267-020-01378-2 · Cited by 30 · see citing works
Jiren, T. S., Abson, D. J., Schultner, J., Riechers, M., & Fischer, J. (2023) · People and Nature · doi:10.1002/pan3.10441 · Cited by 29 · see citing works
Spatial analysis of land suitability, hot-tub cabins and forest tourism in Appalachian Ohio
Berkel, D. V., Munroe, D. K., & Gallemore, C. T. (2014) · Applied Geography · doi:10.1016/j.apgeog.2014.07.012 · Cited by 29 · see citing works
Tieskens, K. F., Shaw, B. J., Haer, T., Schulp, C. J. E., & Verburg, P. H. (2017) · Landscape Ecology · doi:10.1007/s10980-017-0502-2 · Cited by 28 · see citing works
Self-citationProspects for Payments for Ecosystem Services in the Brazilian Pantanal: A Scenario Analysis
Schulz, C., Ioris, A. A. R., Martín-Ortega, J., & Glenk, K. (2014) · The Journal of Environment & Development · doi:10.1177/1070496514548580 · Cited by 26 · see citing works
de Bruin, J. O., Kok, K. I., & Hoogstra-Klein, M. (2017) · Forest Policy and Economics · doi:10.1016/j.forpol.2017.06.007 · Cited by 26 · see citing works
Musse, J. D. O., Homrich, A. S., de Mello, R., & de Carvalho, M. M. (2018) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2018.04.219 · Cited by 22 · see citing works
Summers, D., Bryan, B. A., Meyer, W. S., Lyle, G., Wells, S., McLean, J., Moon, T., van Gaans, G., & Siebentritt, M. A. (2014) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2014.10.002 · Cited by 21 · see citing works
Felipe‐Lucia, M. R., de Frutos, Á., & Comín, F. A. (2022) · Ecosystems and People · doi:10.1080/26395916.2021.2021288 · Cited by 20 · see citing works
Pérez, O. M. M., Arnalte-Mur, L., Cerrada-Serra, P., Martínez-Gómez, V., Ādamsone-Fiskoviča, A., Bjørkhaug, Brunori, G., Czekaj, M., Duckett, D. G., Hernández, P. A., et al. (2023) · Food Security · doi:10.1007/s12571-023-01421-0 · Cited by 18 · see citing works
Koh, K. P., Reno, R., & Hyder, A. (2018) · Journal of Urban Health · doi:10.1007/s11524-018-0230-1 · Cited by 18 · see citing works
Laroche, G., Domon, G., & Olivier, A. (2020) · Sustainability Science · doi:10.1007/s11625-020-00837-3 · Cited by 18 · see citing works
Glendell, M., Hare, M. P., Waylen, K. A., Adams, K., Boucher, J., Gagkas, Z., Gimona, A., Martino, S., Matthews, K. B., & Polhill, G. J. (2025) · Discover Sustainability · doi:10.1007/s43621-025-00987-3 · Cited by 17 · see citing works
A spatially explicit backcasting approach for sustainable land-use planning
Haslauer, E., Biberacher, M., & Blaschke, T. (2015) · Journal of Environmental Planning and Management · doi:10.1080/09640568.2015.1044652 · Cited by 17 · see citing works
Liu, J., Zhang, M., & Nikita, N. (2020) · Landscape and Urban Planning · doi:10.1016/j.landurbplan.2020.103961 · Cited by 17 · see citing works
Liu, J., Zhang, M., Yu, X., Zheng, H., & Chen, C. (2022) · Landscape and Urban Planning · doi:10.1016/j.landurbplan.2022.104555 · Cited by 17 · see citing works
Khoroshev, A. V. (2020) · Land · doi:10.3390/land9060192 · Cited by 17 · see citing works
Designing agroecological systems across scales: a new analytical framework
Belmin, R., Malézieux, E., Basset-Mens, C., Martin, T., Mottes, C., Della Rossa, P., Vayssières, J.-F., & Le Bellec, F. (2022) · Agronomy for Sustainable Development · doi:10.1007/s13593-021-00741-9 · Cited by 16 · see citing works
Zhang, M., & Liu, J. (2022) · Sustainability · doi:10.3390/su14127239 · Cited by 14 · see citing works
Mira, R. G., Dumitru, A., Alonso‐Betanzos, A., Sánchez‐Maroño, N., Fontenla-Romero, Ó., Craig, T. P., & Polhill, G. J. (2016) · Environment and Behavior · doi:10.1177/0013916516673869 · Cited by 14 · see citing works
Scholz, J., Breitwieser, F., & Peter, M. (2020) · Natural Resource Modeling · doi:10.1111/nrm.12291 · Cited by 11 · see citing works
Cross-scale and integrative prioritization of multi-functionality in large river floodplains
Tschikof, M., Stammel, B., Weigelhofer, G., Bondar‐Kunze, E., Costea, G., PUSCH, M. T., Srdjević, Z., Benka, P., Vízi, D. B., Borgs, T., et al. (2024) · Journal of Environmental Management · doi:10.1016/j.jenvman.2024.120899 · Cited by 11 · see citing works
Shah, K. U. (2022) · Energy Sustainable Development/Energy for sustainable development · doi:10.1016/j.esd.2022.09.009 · Cited by 11 · see citing works
Jiren, T. S., Schultner, J., Abson, D. J., & Fischer, J. (2022) · PLOS Sustainability and Transformation · doi:10.1371/journal.pstr.0000012 · Cited by 9 · see citing works
Celio, E., Ott, M., Sirén, E., & Grêt‐Regamey, A. (2015) · Landscape and Urban Planning · doi:10.1016/j.landurbplan.2014.12.013 · Cited by 9 · see citing works
Du, W., Penabaz-Wiley, S. M., & Kinoshita, I. (2019) · Environment and Planning C Politics and Space · doi:10.1177/2399654419831708 · Cited by 9 · see citing works
Haslauer, E. (2015) · Applied Geography · doi:10.1016/j.apgeog.2015.01.018 · Cited by 8 · see citing works
Crabolu, G., Font, X., & Ala-Mutka, K. (2026) · Journal of Sustainable Tourism · doi:10.1080/09669582.2026.2618475 · Cited by 7 · see citing works
Guo, M., Zhang, H., Cui, Y., Zhang, X., & Liu, Y. (2022) · Land · doi:10.3390/land11122257 · Cited by 7 · see citing works
Translating stakeholder narratives for participatory modeling in landscape ecology
Vukomanovic, J., Smart, L. S., Koch, J., Dale, V. H., Plassin, S., Byrd, K. B., Beier, C. M., Wilson, M., & Doyon, F. (2023) · Landscape Ecology · doi:10.1007/s10980-023-01724-9 · Cited by 7 · see citing works
Šantrůčková, M., Weber, M., Lipský, Z., & Stroblová, L. (2013) · Futures · doi:10.1016/j.futures.2013.04.005 · Cited by 7 · see citing works
Vainio, T. (2016) · Architecture and Urban Planning · doi:10.1515/aup-2016-0002 · Cited by 7 · see citing works
A picit jeu: Agent-based modelling with serious gaming for a fire-resilient landscape
Vigna, I., Millington, J. D. A., Ascoli, D., Comino, E., Pezzoli, A., & Besana, A. (2024) · Journal of Environmental Management · doi:10.1016/j.jenvman.2024.122529 · Cited by 6 · see citing works
Simulating Change: a Systematic Literature Review of Agent-Based Models for Policy-Making
Belfrage, M., Lorig, F., & Davidsson, P. (2024) · Annual Modeling and Simulation Conference (ANNSIM) · doi:10.23919/annsim61499.2024.10732569 · Cited by 6 · see citing works
Future land use/cover changes and participatory planning
Gomes, E., Banos, A., Abrantes, P. C. D. R. M., & Rocha, J. (2022) · Elsevier eBooks · doi:10.1016/b978-0-323-90947-1.00001-6 · Cited by 6 · see citing works
Sarkki, S., & Pihlajamäki, M. (2018) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2018.11.001 · Cited by 6 · see citing works
Special issue: Local landscape planning and management in rural areas
Chang, C. (2021) · Landscape and Ecological Engineering · doi:10.1007/s11355-021-00467-6 · Cited by 6 · see citing works
Duygan, M., Binder, C. R., Meylan, G., & Fischer, M. (2025) · Sustainable Futures · doi:10.1016/j.sftr.2025.100553 · Cited by 5 · see citing works
Kern, S., & Scholz, J. (2019) · Lecture notes in geoinformation and cartography · doi:10.1007/978-3-030-14745-7_17 · Cited by 5 · see citing works
Papathanassis, A. (2026) · Tourism Review · doi:10.1108/tr-01-2026-0073 · Cited by 3 · see citing works
Assessing contract solutions for agricultural public goods in the Netherlands
Harmanny, K. S., Verburg, P. H., & Schulp, C. J. E. (2025) · International Journal of Agricultural Sustainability · doi:10.1080/14735903.2025.2524258 · Cited by 3 · see citing works
Self-citationThe Complex Systems Approach to Policy Analysis
Qing, T. (2017) · Springer briefs in geography · doi:10.1007/978-3-319-52685-0_7 · Cited by 3 · see citing works
Anputhas, M., Janmaat, J., Nichol, C., & Wei, X. (2019) · Forests · doi:10.3390/f10070581 · Cited by 3 · see citing works
Roggema, R. (2013) · Springer eBooks · doi:10.1007/978-94-007-7031-7_4 · Cited by 2 · see citing works
Percezione e identità paesaggistica: un'opportunità di sviluppo per i territori rurali
Gobattoni, F., Leone, A. M., Pelorosso, R., & Ripa, M. N. (2015) · SCIENZE REGIONALI · doi:10.3280/scre2015-003003 · Cited by 2 · see citing works
Augusseau, X., Degenne, P., Seen, D. L., Lestrelin, G., & DAVID, D. (2017) · Cahiers de géographie du Québec · doi:10.7202/1040534ar · Cited by 2 · see citing works
Ergonomics for Sustainable Groundwater Conservation Program
Sudiajeng, L., Wiraga, I. W., Mudhina, M., & Waisnawa, I. G. N. S. (2018) · Proceedings of the International Conference on Science and Technology (ICST 2018) · doi:10.2991/icst-18.2018.94 · Cited by 2 · see citing works
Glushkova, М., Zhiyanski, M., & Yaneva, R. (2023) · Silva Balcanica · doi:10.3897/silvabalcanica.24.e106658 · Cited by 2 · see citing works
Scholz, J., Breitwieser, F., & Mandl, P. (2017) · GI_Forum · doi:10.1553/giscience2017_01_s383 · Cited by 2 · see citing works
Exploring climate-induced migration impacts on urban growth
Estabrook, T., Berkel, D. V., Jorns, J., & Lemos, M. C. (2025) · Computers Environment and Urban Systems · doi:10.1016/j.compenvurbsys.2025.102368 · Cited by 1 · see citing works
Integrating Ecology and Economics in Agent‐Based Models to Support Agricultural Policy
Vedder, D., Rakowski, J. J., Kolb, L., Theilen-Loges, G., Lakner, S., & Pe’er, G. (2026) · Advanced Science · doi:10.1002/advs.202520081 · Cited by 1 · see citing works
Participatory model-based policy exploration for the mobility transition
Führer, K., d’Hont, F. M., Rouwette, E. A. J. A., & Kwakkel, J. H. (2025) · Transportation Research Interdisciplinary Perspectives · doi:10.1016/j.trip.2025.101683 · Cited by 1 · see citing works
Salmon, B. (2021) · Communication & langages · doi:10.3917/comla1.210.0147 · Cited by 1 · see citing works
未来を知り,遊び,実験する—ソフトシナリオ手法を通じたフードポリシーの共創—
スティーブンR., マ., 典江, 田., クリストフD., D. ル., 太田, 和., 小林, 舞., & スピーゲルバーグ, マ. (2021) · 環境科学会誌 · doi:10.11353/sesj.34.46 · Cited by 1 · see citing works
Tenza-Peral, A., Giménez-Casalduero, A., Pérez, I., F, J. M., & O, M. C. (2014) · DOAJ (DOAJ: Directory of Open Access Journals)
Transition management in action within the context of nutrient economy
Kuokkanen, A. (2013) · Doria (University of Helsinki)
Landnutzungsmodellierung und ökologische Dienstleistungen
Lautenbach, S., & Schetke, S. (2016) · Springer eBooks · doi:10.1007/978-3-662-46900-2_76-1
Ageeva, A. (2019) · Artificial Societies · doi:10.18254/s207751800007439-1
Bevilacqua, M. S., Felix, R. W., Vitório, A., & Costa, R. N. (2024) · Interações (Campo Grande) · doi:10.20435/inter.v25i2.3743
Agent Based Modeling (ABM) and AI integration for smart tourism simulationsPreprint
Majić, I., Scholz, J., Röbl, D., Bulbul, R., Lampoltshammer, T. J., Kleinlehner, M., & Neubauer, P. (2025) · Research Square · doi:10.21203/rs.3.rs-6199028/v1
PaSyMo: Gamifying Communicative Urban Planning With Participatory Systems Modeling
Szczepanska, T., Priebe, M., Higi, L., & Schröder, T. (2025) · Urban Planning · doi:10.17645/up.10778
Exploring Climate Knowledge Making, Usability, and Use
Maillard, L., & Lemos, M. C. (2026) · Wiley Interdisciplinary Reviews Climate Change · doi:10.1002/wcc.70093
- Authors
- Van Berkel, D. B., & Verburg, P. H.
- Affiliations
- Vrije Universiteit Amsterdam (NL)
- ORCID
- Verburg, Peter H.
- Venue
- Landscape Ecology
- Published
- 2012-03-20
- Volume
- 27
- Issue
- 5
- Pages
- 641-658
- ISSN
- 0921-2973 (ISSN-L)
- 1572-9761
- PMC
- PMC4426888
- OpenAlex
- W2170607689
- Cited by
- 96
- References
- 56
- Citations by year
- 2026: 3 · 2025: 7 · 2024: 4 · 2023: 6 · 2022: 10 · 2021: 5 · 2020: 6 · 2019: 4 · 2018: 6 · 2017: 9 · 2016: 8 · 2015: 12 · 2014: 5 · 2013: 9 · 2012: 2
- FWCI
- 7.45
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- cc-by
- Locations
- Landscape Ecology (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- VU Research Portal (submittedVersion, other-oa)
- Data Archiving and Networked Services (DANS) (submittedVersion, other-oa)
- Funders
- European Commission
- Topics
- Physical Sciences › Environmental Science › Global and Planetary Change › Land Use and Ecosystem Services
- Social Sciences › Decision Sciences › Management Science and Operations Research › Complex Systems and Decision Making
- Physical Sciences › Computer Science › Artificial Intelligence › Multi-Agent Systems and Negotiation
- Keywords
- participatory policy design, agent-based modeling, multifunctional landscapes, rural development, scenario planning, stakeholder engagement, landscape evolution, Achterhoek, farmer characteristics, market competition
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review