An overview of the system dynamics process for integrated modelling of socio-ecological systems: Lessons on good modelling practice from five case studies

Similar to other modelling methodologies, the potential of system dynamics to contribute to system understanding and decision making depends upon the practices applied by the modeller. However lessons about many of these practices are often unreported. This paper contributes to the methodology of system dynamics modelling of socio-ecological systems by 1) examining issues modellers face during the modelling process, and 2) providing guidance on how to effectively design and implement system dynamics modelling. This is achieved through an investigation of five case studies, drawing on lessons from these experiences. This is complemented by a literature review of system dynamics applied within the context of integrated modelling and environmental DSS. The case studies cover a variety of environmental issues and system dynamics modelling methods and tools. Although we used system dynamics as the common lens from which lessons are drawn, many of these insights transcend to other integrated modelling approaches.

[1]  Joseph H. A. Guillaume,et al.  Integrated assessment and modelling: Overview and synthesis of salient dimensions , 2015, Environ. Model. Softw..

[2]  Matthias Ruth,et al.  Modeling spatial dynamics of sea-level rise in a coastal area , 1994 .

[3]  Saeid Eslamian,et al.  Water transfer as a solution to water shortage: A fix that can Backfire , 2013 .

[4]  Shuai Wei,et al.  Application of System Dynamics to Water Security Research , 2013, Water Resources Management.

[5]  Slobodan P. Simonovic,et al.  Managing Water Resources: Methods and Tools for a Systems Approach , 2008 .

[6]  G T Daigger,et al.  The use of qualitative system dynamics to identify sustainability characteristics of decentralized wastewater management alternatives. , 2010, Water science and technology : a journal of the International Association on Water Pollution Research.

[7]  Graham M. Turner,et al.  On the Cusp of Global Collapse? Updated Comparison of The Limits to Growth with Historical Data , 2012 .

[8]  Katherine A. Daniell,et al.  Boundary matters: the potential of system dynamics to support sustainability? , 2017 .

[9]  K. Overmars,et al.  Combining top-down and bottom-up dynamics in land use modeling: exploring the future of abandoned farmlands in Europe with the Dyna-CLUE model , 2009, Landscape Ecology.

[10]  Erik Pruyt,et al.  Dealing with Uncertainties? Combining System Dynamics with Multiple Criteria Decision Analysis or with Exploratory Modelling , 2007 .

[11]  Fran Ackermann,et al.  Mixing OR methods in practice: Past, present and future directions , 2011, Eur. J. Oper. Res..

[12]  John Norton,et al.  An introduction to sensitivity assessment of simulation models , 2015, Environ. Model. Softw..

[13]  Mary C. Hill,et al.  Integrated environmental modeling: A vision and roadmap for the future , 2013, Environ. Model. Softw..

[14]  H. van Delden,et al.  User driven application and adaptation of an existing Policy Support System to a new region , 2008 .

[15]  H. van Delden,et al.  Improving communication in urban planning using TOPIC-COHESIE , 2008 .

[16]  Steffen Bayer,et al.  Business dynamics: Systems thinking and modeling for a complex world , 2004 .

[17]  C T Haas,et al.  Application of system dynamics for developing financially self-sustaining management policies for water and wastewater systems. , 2011, Water research.

[18]  George P. Richardson,et al.  Feedback Thought in Social Science and Systems Theory , 1991 .

[19]  David C. Lane,et al.  The road not taken: Observing a process of issue selection and model conceptualization , 1993 .

[20]  George P. Richardson,et al.  Group Model-Building 'Scripts' as a Collaborative Planning Tool , 2012 .

[21]  Alexey A. Voinov,et al.  'Integronsters', integral and integrated modeling , 2013, Environ. Model. Softw..

[22]  Samuel Sandoval-Solis,et al.  Expert knowledge based modeling for integrated water resources planning and management in the Zayandehrud River Basin , 2015 .

[23]  Christian E. Vincenot,et al.  Theoretical considerations on the combined use of System Dynamics and individual-based modeling in ecology , 2011 .

[24]  Etiënne A. J. A. Rouwette,et al.  Developing social-ecological system indicators using group model building , 2015 .

[25]  R. G. Coyle,et al.  The Development of System Dynamics as a Methodology for System Description and Qualitative Analysis , 1983 .

[26]  J.D. Sterman,et al.  System Dynamics Modeling: Tools for Learning in a Complex World , 2001, IEEE Engineering Management Review.

[27]  Yang-Chi Chang,et al.  Integrated wetland management: an analysis with group model building based on system dynamics model. , 2014, Journal of environmental management.

[28]  Steven Stewart,et al.  A Decision Support System to Improve Water Resources Management in the Conchos Basin , 2009 .

[29]  Gary Brierley,et al.  The Use of System Dynamics Simulation in Water Resources Management , 2009 .

[30]  Guillermo A. Mendoza,et al.  Combining participatory modeling and multi-criteria analysis for community-based forest management , 2005 .

[31]  Patrick Hostert,et al.  Uncovering land-use dynamics driven by human decision-making - A combined model approach using cellular automata and system dynamics , 2012, Environ. Model. Softw..

[32]  Anthony J. Jakeman,et al.  Integrated assessment of water resources: Australian experiences , 2006 .

[33]  Xi Xi,et al.  A Novel Integrated Decision Support Tool for Sustainable Water Resources Management in Singapore: Synergies Between System Dynamics and Analytic Hierarchy Process , 2015, Water Resources Management.

[34]  Ron Johnstone,et al.  A system dynamics simulation model for sustainable water resources management and agricultural development in the Volta River Basin, Ghana. , 2016, The Science of the total environment.

[35]  Khalid Saeed Defining a problem or constructing a reference mode , 1999 .

[36]  Nuno Videira,et al.  Participatory systems mapping for sustainable consumption: Discussion of a method promoting systemic insights , 2014 .

[37]  E F Wolstenholme,et al.  Qualitative vs quantitative modelling: the evolving balance , 1999, J. Oper. Res. Soc..

[38]  Jay Wright Forrester,et al.  Urban Dynamics , 1969 .

[39]  Anthony J. Jakeman,et al.  Ten iterative steps in development and evaluation of environmental models , 2006, Environ. Model. Softw..

[40]  Marco Acutis,et al.  Model simplification and development via reuse, sensitivity analysis and composition: A case study in crop modelling , 2014, Environ. Model. Softw..

[41]  Luis F. Luna-Reyes,et al.  Collecting and analyzing qualitative data for system dynamics: methods and models , 2003 .

[42]  Kasper Kok,et al.  The potential of Fuzzy Cognitive Maps for semi-quantitative scenario development, with an example from Brazil , 2009 .

[43]  Hedwig van Delden,et al.  Integration of multi-scale dynamic spatial models of socio-economic and physical processes for river basin management , 2007, Environ. Model. Softw..

[44]  Anthony J. Jakeman,et al.  Selecting among five common modelling approaches for integrated environmental assessment and management , 2013, Environ. Model. Softw..

[45]  Bert Blocken,et al.  Ten iterative steps for model development and evaluation applied to Computational Fluid Dynamics for Environmental Fluid Mechanics , 2012, Environ. Model. Softw..

[46]  Shiwei Yu,et al.  Prediction of China's coal production-environmental pollution based on a hybrid genetic algorithm-system dynamics model , 2012 .

[47]  Anthony J. Jakeman,et al.  Progress in integrated assessment and modelling , 2002, Environ. Model. Softw..

[48]  Valerie Belton,et al.  A toolkit of designs for mixing Discrete Event Simulation and System Dynamics , 2017, Eur. J. Oper. Res..

[49]  Sajjad Ahmad,et al.  Evaluating Municipal Water Conservation Policies Using a Dynamic Simulation Model , 2010 .

[50]  Gary Fry,et al.  Integrative studies on rural landscapes: policy expectations and research practice , 2005 .

[51]  Suzanne A. Pierce,et al.  Groundwater decision support: Linking causal narratives, numerical models, and combinatorial search techniques to determine available yield for an aquifer system , 2006 .

[52]  Fran Ackermann,et al.  Building confidence in models for multiple audiences: The modelling cascade , 2008, Eur. J. Oper. Res..

[53]  Todd K. BenDor,et al.  A theory of spatial system archetypes , 2012 .

[54]  David C. Lane,et al.  The emergence and use of diagramming in system dynamics: a critical account , 2008 .

[55]  Slobodan P. Simonovic,et al.  Integrated assessment model of society-biosphere-climate-economy-energy system , 2013, Environ. Model. Softw..

[56]  Sondoss Elsawah,et al.  Communicating About Water Issues in Australia , 2015 .

[57]  Slobodan P. Simonovic,et al.  Spatial System Dynamics: New Approach for Simulation of Water Resources Systems , 2004 .

[58]  Jacimaria R. Batista,et al.  Salinity Reduction and Energy Conservation in Direct and Indirect Potable Water Reuse , 2011 .

[59]  Tim Oxley,et al.  Integrated modelling and decision-support tools: a Mediterranean example , 2004, Environ. Model. Softw..

[60]  George P. Richardson,et al.  Problems in causal loop diagrams revisited , 1997 .

[61]  Amgad Elmahdi,et al.  DSS and MAF (Multi-agencies framework) for sustainable water management , 2010 .

[62]  Zhengzhu Zhang,et al.  Modeling and dynamic assessment on sustainable development of drainage enterprise: Application of a coupled system dynamics- comprehensive assessment model , 2017 .

[63]  Peter Fleissner,et al.  Combining agent-based and stock-flow modelling approaches in a participative analysis of the integrated land system in Reichraming, Austria , 2009, Landscape Ecology.

[64]  Rogelio Oliva,et al.  Model calibration as a testing strategy for system dynamics models , 2003, Eur. J. Oper. Res..

[65]  Toshiyuki Yasui,et al.  Managing Complex Issues through Evolutionary Learning Laboratories , 2013 .

[66]  Haifeng Li,et al.  Modeling and dynamic assessment of urban economy–resource–environment system with a coupled system dynamics – geographic information system model , 2011 .

[67]  Zoran Kapelan,et al.  Integrated System Dynamics Modelling for water scarcity assessment: case study of the Kairouan region. , 2012, The Science of the total environment.

[68]  Amgad Elmahdi,et al.  Integrated multi-agency framework: sustainable water management , 2012 .

[69]  Arjun K Venkatesan,et al.  Systems dynamic model to forecast salinity load to the Colorado River due to urbanization within the Las Vegas Valley. , 2011, The Science of the total environment.

[70]  J. A. Duran-Encalada,et al.  The impact of global climate change on water quantity and quality: A system dynamics approach to the US-Mexican transborder region , 2017, Eur. J. Oper. Res..

[71]  William T. Morris,et al.  On the Art of Modeling , 1967 .

[72]  Hong Yang,et al.  System dynamics simulation model for assessing socio-economic impacts of different levels of environmental flow allocation in the Weihe River Basin, China , 2012, Eur. J. Oper. Res..

[73]  Anthony J. Jakeman,et al.  Using system dynamics for environmental modelling: Lessons learnt from six case studies , 2012 .

[74]  Ali Azadeh,et al.  Biodiesel supply chain optimization via a hybrid system dynamics-mathematical programming approach. , 2016 .

[75]  G H Huang,et al.  A system dynamics approach for regional environmental planning and management: a study for the Lake Erhai Basin. , 2001, Journal of environmental management.

[76]  Jelle Hurkens,et al.  A generic Integrated Spatial Decision Support System for urban and regional planning , 2011 .

[77]  R G Coyle,et al.  System Dynamics Modelling: A Practical Approach , 1996 .

[78]  Chris Phillips,et al.  Integrated catchment management research: lessons for interdisciplinary science from the Motueka Catchment, New Zealand , 2010 .

[79]  Alison Williams,et al.  A dynamic simulation based water resources education tool. , 2009, Journal of environmental management.

[80]  George P. Richardson,et al.  How small system dynamics models can help the public policy process , 2011 .

[81]  Stewart Robinson,et al.  Can involving clients in simulation studies help them solve their future problems? A transfer of learning experiment , 2016, Eur. J. Oper. Res..

[82]  D. Meadows,et al.  The Limits to Growth , 2018, Green Planet Blues.

[83]  E. F. Wolstenholme,et al.  Towards the definition and use of a core set of archetypal structures in system dynamics , 2003 .

[84]  David P. Hamilton,et al.  Ten steps applied to development and evaluation of process-based biogeochemical models of estuaries , 2008, Environ. Model. Softw..

[85]  Simaan M. AbouRizk,et al.  Modeling Framework and Architecture of Hybrid System Dynamics and Discrete Event Simulation for Construction , 2011, Comput. Aided Civ. Infrastructure Eng..

[86]  Ken R. McNaught,et al.  Design classes for hybrid simulations involving agent-based and system dynamics models , 2012, Simul. Model. Pract. Theory.

[87]  Fritz R. Fiedler,et al.  Sustainable Water Resource Management and Participatory System Dynamics. Case Study : Developing the Palouse Basin Participatory Model , 2011 .

[88]  Joseph H. A. Guillaume,et al.  Characterising performance of environmental models , 2013, Environ. Model. Softw..

[89]  Tao Liu,et al.  An integrated system dynamics model developed for managing lake water quality at the watershed scale. , 2015, Journal of environmental management.

[90]  Osman Balci Golden Rules of Verification, Validation, Testing, and Certification of Modeling and Simulation Applications , 2010 .

[91]  Anthony J. Jakeman,et al.  Artificial Intelligence techniques: An introduction to their use for modelling environmental systems , 2008, Math. Comput. Simul..

[92]  Sajjad Ahmad,et al.  Synthesis of System Dynamics Tools for Holistic Conceptualization of Water Resources Problems , 2012, Water Resources Management.

[93]  Marco Acutis,et al.  A generic framework for evaluating hybrid models by reuse and composition - A case study on soil temperature simulation , 2014, Environ. Model. Softw..

[94]  Slobodan P. Simonovic,et al.  Modeling structural change in spatial system dynamics: A Daisyworld example , 2014, Environ. Model. Softw..

[95]  Agile SD : fast , effective , reliable , 2014 .

[96]  J. Sterman Business Dynamics , 2000 .

[97]  Klaus Hubacek,et al.  Learning from Experiences in Adaptive Action Research: a Critical Comparison of two Case Studies Applying Participatory Scenario Development and Modelling Approaches , 2011 .

[98]  Kevin Forsberg,et al.  The Relationship of System Engineering to the Project Cycle , 1991 .

[99]  Patricia Gober,et al.  Managing water in complex systems: An integrated water resources model for Saskatchewan, Canada , 2014, Environ. Model. Softw..

[100]  Nuno Videira,et al.  Using participatory system dynamics in environmental and sustainability dialogues , 2015 .

[101]  M. Mariño,et al.  System Dynamics Analysis for Managing Iran’s Zayandeh-Rud River Basin , 2009 .

[102]  Anthony J. Jakeman,et al.  Good Modelling Practice , 2008 .

[103]  Zahra Mohaghegh,et al.  Combining System Dynamics and Bayesian Belief Networks for Socio-Technical Risk Analysis , 2010, 2010 IEEE International Conference on Intelligence and Security Informatics.

[104]  M. V. D. Belt,et al.  Mediated Modeling: A System Dynamics Approach To Environmental Consensus Building , 2004 .

[105]  Krystyna Anne Stave,et al.  Participatory system dynamics modeling for sustainable environmental management: Observations from four cases , 2010 .

[106]  Anthony J. Jakeman,et al.  A methodology for the design and development of integrated models for policy support , 2011, Environ. Model. Softw..

[107]  Ni-Bin Chang,et al.  System dynamics modeling for municipal water demand estimation in an urban region under uncertain economic impacts. , 2011, Journal of environmental management.

[108]  Anthony J. Jakeman,et al.  Integrated assessment and modelling: features, principles and examples for catchment management , 2003, Environ. Model. Softw..

[109]  Geoff Coyle,et al.  Qualitative and quantitative modelling in system dynamics: some research questions , 2000 .

[110]  George P. Richardson,et al.  Best practices in system dynamics modeling , 2013 .

[111]  J. Sterman Learning in and about complex systems , 1994 .

[112]  Wendy D. Welsh Water balance modelling in Bowen, Queensland, and the ten iterative steps in model development and evaluation , 2008, Environ. Model. Softw..

[113]  Sajjad Ahmad,et al.  Evaluating the impact of water conservation on fate of outdoor water use: a study in an arid region. , 2011, Journal of environmental management.

[114]  S. Pierce,et al.  Uncertainty and urban water recharge for managing groundwater availability using decision support. , 2014, Water science and technology : a journal of the International Association on Water Pollution Research.

[115]  Oz Sahin,et al.  Coastal vulnerability to sea-level rise: a spatial–temporal assessment framework , 2013, Natural Hazards.

[116]  Mike Kirkby,et al.  Towards a modelling framework for integrated assessment in arid and semi-arid regions , 2009 .