Integrated assessment and modelling: Overview and synthesis of salient dimensions

Integrated assessment and its inherent platform, integrated modelling, present an opportunity to synthesize diverse knowledge, data, methods and perspectives into an overarching framework to address complex environmental problems. However to be successful for assessment or decision making purposes, all salient dimensions of integrated modelling must be addressed with respect to its purpose and context. The key dimensions include: issues of concern; management options and governance arrangements; stakeholders; natural systems; human systems; spatial scales; temporal scales; disciplines; methods, models, tools and data; and sources and types of uncertainty. This paper aims to shed light on these ten dimensions, and how integration of the dimensions fits in the four main phases in the integrated assessment process: scoping, problem framing and formulation, assessing options, and communicating findings. We provide examples of participatory processes and modelling tools that can be used to achieve integration. This is an overview on integrated assessment and modelling (IAM) for environmental problems.We examine the ten key dimensions of integration in IAM including what is being integrated, why and how.We discuss how the integration dimensions fit into the IAM process.

[1]  Serena H. Chen,et al.  Good practice in Bayesian network modelling , 2012, Environ. Model. Softw..

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

[3]  B. Crona,et al.  Learning in Support of Governance: Theories, Methods, and a Framework to Assess How Bridging Organizations Contribute to Adaptive Resource Governance , 2012 .

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

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

[6]  Brian S. McIntosh,et al.  Synthesis, part of a Special Feature on New Methods for Adaptive Water Management From Premise to Practice: a Critical Assessment of Integrated Water Resources Management and Adaptive Management Approaches in the Water Sector , 2008 .

[7]  Amanda J. Gregory,et al.  A problem structuring method for ecosystem-based management: The DPSIR modelling process , 2013, Eur. J. Oper. Res..

[8]  Alessandro Vespignani Modelling dynamical processes in complex socio-technical systems , 2011, Nature Physics.

[9]  Thomas Kirk Sørensen,et al.  Ecosystem-based marine spatial management: Review of concepts, policies, tools, and critical issues , 2011 .

[10]  Lisa V. Bardwell Problem-Framing: A perspective on environmental problem-solving , 1991 .

[11]  Peter A. Vanrolleghem,et al.  Uncertainty in the environmental modelling process - A framework and guidance , 2007, Environ. Model. Softw..

[12]  Marjolein B.A. van Asselt,et al.  Uncertainty in integrated assessment: A social scientific perspective , 1996 .

[13]  K. Ingold,et al.  Water Resources Management: What Should Be Integrated? , 2012, Science.

[14]  Adrienne Grêt-Regamey,et al.  Participatory scenario analysis for integrated regional modelling , 2007 .

[15]  Luc Anselin,et al.  Spatial Effects in Econometric Practice in Environmental and Resource Economics , 2001 .

[16]  R. Scholes,et al.  Multi-scale and cross-scale assessments of social-ecological systems and their ecosystem services , 2013 .

[17]  C Pahl-Wostl,et al.  Integrated management of natural resources: dealing with ambiguous issues, multiple actors and diverging frames. , 2005, Water science and technology : a journal of the International Association on Water Pollution Research.

[18]  Andrea Castelletti,et al.  A procedural approach to strengthening integration and participation in water resource planning , 2006, Environ. Model. Softw..

[19]  I. Martinez-Moyano Documentation for model transparency , 2012 .

[20]  H. Rittel,et al.  Dilemmas in a general theory of planning , 1973 .

[21]  Ann-Margaret Esnard,et al.  An integrated multi-criteria scenario evaluation web tool for participatory land-use planning in urbanized areas: The Ecosystem Portfolio Model , 2013, Environ. Model. Softw..

[22]  Andrea Castelletti,et al.  A general framework for Dynamic Emulation Modelling in environmental problems , 2012, Environ. Model. Softw..

[23]  T. Jonch-Clausen,et al.  Firming up the Conceptual Basis of Integrated Water Resources Management , 2001 .

[24]  André Arsenault,et al.  Integrated modelling software platform development for effective use of ecosystem models , 2014 .

[25]  Peter Steen Mikkelsen,et al.  A critical review of integrated urban water modelling - Urban drainage and beyond , 2014, Environ. Model. Softw..

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

[27]  J. Rotmans Methods for IA: The challenges and opportunities ahead , 1998 .

[28]  James W. Jones,et al.  The Agricultural Model Intercomparison and Improvement Project (AgMIP): Protocols and Pilot Studies , 2013 .

[29]  Angela H. Arthington,et al.  Partitioning the variation in stream fish assemblages within a spatio-temporal hierarchy , 2007 .

[30]  John R. Dymond,et al.  Assessment of multiple ecosystem services in New Zealand at the catchment scale , 2013, Environ. Model. Softw..

[31]  Luis R. Izquierdo,et al.  Modeling Endogenous Rule Changes in an Institutional Context: the Adico Sequence , 2008, Adv. Complex Syst..

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

[33]  Ulf Jeppsson,et al.  Environmental decision support systems , 2017 .

[34]  Ming Ye,et al.  Towards a comprehensive assessment of model structural adequacy , 2012 .

[35]  Richard N. Palmer,et al.  Collaborative Modeling for Decision Support in Water Resources: Principles and Best Practices , 2013 .

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

[37]  J. Ibáñez,et al.  A model-based integrated assessment of land degradation by water erosion in a valuable Spanish rangeland , 2014, Environ. Model. Softw..

[38]  R. Ison,et al.  Towards systemic and adaptive governance: Exploring the revealing and concealing aspects of contemporary social-learning metaphors , 2013 .

[39]  Thomas Heckelei,et al.  Capturing market impacts of farm level policies: a statistical extrapolation approach using biophysical characteristics and farm resources , 2009 .

[40]  E. Ostrom,et al.  The globalization of socio-ecological systems: An agenda for scientific research , 2006 .

[41]  Ferenc L. Toth,et al.  Integrated environmental assessment methods: Evolution and applications , 1998 .

[42]  Gerald F. Smith Defining Managerial Problems: A Framework for Prescriptive Theorizing , 1989 .

[43]  Anthony J. Jakeman,et al.  Environmental decision support systems (EDSS) development - Challenges and best practices , 2011, Environ. Model. Softw..

[44]  M. Reed Stakeholder participation for environmental management: A literature review , 2008 .

[45]  P. Young,et al.  Simplicity out of complexity in environmental modelling: Occam's razor revisited. , 1996 .

[46]  Holger R. Maier,et al.  Future research challenges for incorporation of uncertainty in environmental and ecological decision-making , 2008 .

[47]  Lei Gao,et al.  Ranking management strategies with complex outcomes: An AHP-fuzzy evaluation of recreational fishing using an integrated agent-based model of a coral reef ecosystem , 2012, Environ. Model. Softw..

[48]  Mark Reed,et al.  An adaptive learning process for developing and applying sustainability indicators with local communities , 2006 .

[49]  Claudia Pahl-Wostl,et al.  Research, part of a Special Feature on New Methods for Adaptive Water Management A Framing Approach to Cross-disciplinary Research Collaboration: Experiences from a Large-scale Research Project on Adaptive Water Management , 2007 .

[50]  Michael Pidd,et al.  Tools for Thinking—Modelling in Management Science , 1997 .

[51]  William D. Nordhaus,et al.  Integrated Assessment Models of Climate Change , 2017 .

[52]  Andrea Castelletti,et al.  How can models help implementing the Water Framework Directive , 2009 .

[53]  A. Dewulf,et al.  Frames, scales and actors , 2008 .

[54]  Peter L. M. Goethals,et al.  Development and application of an integrated ecological modelling framework to analyze the impact of wastewater discharges on the ecological water quality of rivers , 2013, Environ. Model. Softw..

[55]  S. Funtowicz,et al.  Science for the Post-Normal Age , 1993, Commonplace.

[56]  C. Pahl-Wostl,et al.  The implications of complexity for integrated resources management , 2007, Environ. Model. Softw..

[57]  Thorsten R. Arnold,et al.  Procedural knowledge for integrated modelling: Towards the Modelling Playground , 2013, Environ. Model. Softw..

[58]  Dan Cornford,et al.  Managing uncertainty in integrated environmental modelling: The UncertWeb framework , 2013, Environ. Model. Softw..

[59]  D. I. Verrelli,et al.  It ’ s TIME for a New Environmental Modelling Framework , 2003 .

[60]  H. Dowlatabadi Integrated assessment models of climate change: An incomplete overview , 1995 .

[61]  No-Wook Park,et al.  Spatial Downscaling of TRMM Precipitation Using Geostatistics and Fine Scale Environmental Variables , 2013 .

[62]  John Bromley,et al.  Supporting decision making under uncertainty: Development of a participatory integrated model for water management in the middle Guadiana river basin , 2013, Environ. Model. Softw..

[63]  Detlef F. Sprinz,et al.  Transition towards a new global change science: Requirements for methodologies, methods, data and knowledge , 2013 .

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

[65]  Jan Rotmans,et al.  Integrated assessment: A growing child on its way to maturity , 1996 .

[66]  Philip Sinclair,et al.  “Describing the elephant”: A framework for supporting sustainable development processes , 2011 .

[67]  Sander Janssen,et al.  Defining assessment projects and scenarios for policy support: Use of ontology in Integrated Assessment and Modelling , 2009, Environ. Model. Softw..

[68]  M. Hare,et al.  Stakeholder Categorisation in Participatory Integrated Assessment Processes , 2002 .

[69]  Sondoss ElSawah,et al.  Using a Cognitive Mapping Approach to Frame the Perceptions of Water Users About Managing Water Resources: A Case Study in the Australian Capital Territory , 2013, Water Resources Management.

[70]  M. Donatelli,et al.  Integrated assessment of agricultural systems: a component - based framework for the European Union (Seamless) , 2008 .

[71]  Benchaphun Ekasingh,et al.  Successes and failures of attempts to embed socioeconomic dimensions in modeling for integrated natural resource management: lessons from Thailand , 2005 .

[72]  Lachlan T. H. Newham,et al.  Stakeholder participation in modelling for integrated catchment assessment and management: An Australian case study , 2007 .

[73]  Pebesma Edzer,et al.  Managing uncertainty in integrated environmental modelling frameworks: The UncertWeb framework , 2012 .

[74]  Birgit Müller,et al.  A standard protocol for describing individual-based and agent-based models , 2006 .

[75]  Barry Newell,et al.  A conceptual template for integrative human–environment research , 2005 .

[76]  Willetts,et al.  Guide to Demand Management , 2008 .

[77]  Anand Patwardhan,et al.  Assessing integrated assessments , 1996 .

[78]  S.J.C. Janssen,et al.  Managing the Hydra in integration: developing an integrated assessment tool for agricultural systems. , 2009 .

[79]  Kerrie L. Mengersen,et al.  Elicitator: An expert elicitation tool for regression in ecology , 2010, Environ. Model. Softw..

[80]  Bruno Sudret,et al.  Efficient computation of global sensitivity indices using sparse polynomial chaos expansions , 2010, Reliab. Eng. Syst. Saf..

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

[82]  W. Walker,et al.  Defining Uncertainty: A Conceptual Basis for Uncertainty Management in Model-Based Decision Support , 2003 .

[83]  Dawn Cassandra Parker,et al.  Spatial agent-based models for socio-ecological systems: Challenges and prospects , 2013, Environ. Model. Softw..

[84]  P. Checkland,et al.  Action Research: Its Nature and Validity , 1998 .

[85]  Lyubov A. Kurkalova,et al.  Integration of agricultural and energy system models for biofuel assessment , 2013, Environ. Model. Softw..

[86]  Valeria Jana Schwanitz,et al.  Evaluating integrated assessment models of global climate change , 2013, Environ. Model. Softw..

[87]  H. Wittmer,et al.  How to select instruments for the resolution of environmental conflicts , 2006 .

[88]  David W. Cash,et al.  Linking global and local scales: designing dynamic assessment and management processes , 2000 .

[89]  J. B. Gregersen,et al.  OpenMI: Open modelling interface , 2007 .

[90]  François Bousquet,et al.  Modelling with stakeholders , 2010, Environ. Model. Softw..

[91]  Joseph H. A. Guillaume,et al.  Fit for purpose? Building and evaluating a fast, integrated model for exploring water policy pathways , 2014, Environ. Model. Softw..

[92]  Gilbert F. White,et al.  Strategies Of American Water Management , 1969 .

[93]  C. Folke RESILIENCE: THE EMERGENCE OF A PERSPECTIVE FOR SOCIAL-ECOLOGICAL SYSTEMS ANALYSES , 2006 .

[94]  Silvia Ulli-Beer,et al.  A Typology of Tools for Building Sustainability Strategies , 2001 .

[95]  M. Hare,et al.  Forms of Participatory Modelling and its Potential for Widespread Adoption in the Water Sector , 2011 .

[96]  Andrea Emilio Rizzoli,et al.  Semantic links in integrated modelling frameworks , 2008, Math. Comput. Simul..

[97]  Joseph H. A. Guillaume,et al.  A structured analysis of uncertainty surrounding modeled impacts of groundwater-extraction rules , 2012, Hydrogeology Journal.

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

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

[100]  Rebecca A. Kelly,et al.  A formal framework for scenario development in support of environmental decision-making , 2009, Environ. Model. Softw..

[101]  J. Allan Landscapes and Riverscapes: The Influence of Land Use on Stream Ecosystems , 2004 .

[102]  Arjen Ysbert Hoekstra,et al.  Perspectives on Water: An Integrated Model-Based Exploration of the Future , 1998 .

[103]  Christo Fabricius,et al.  Monitoring in adaptive co-management: Toward a learning based approach. , 2009, Journal of environmental management.

[104]  U. Strasser,et al.  Coupled component modelling for inter- and transdisciplinary climate change impact research: Dimensions of integration and examples of interface design , 2014, Environ. Model. Softw..

[105]  Thomas Houet,et al.  Influence of incentive networks on landscape changes: A simple agent-based simulation approach , 2013, Environ. Model. Softw..

[106]  Thorsten Wagener,et al.  Ten guidelines for effective data visualization in scientific publications , 2011, Environ. Model. Softw..

[107]  P. Lucena-Moya,et al.  The effects of climate change on ecologically-relevant flow regime and water quality attributes , 2013, Stochastic Environmental Research and Risk Assessment.

[108]  Anthony M. Castronova,et al.  Integrated modeling within a Hydrologic Information System: An OpenMI based approach , 2013, Environ. Model. Softw..

[109]  Mark E. Borsuk,et al.  A Bayesian network of eutrophication models for synthesis, prediction, and uncertainty analysis , 2004 .

[110]  Yuqiong Liu,et al.  Linking science with environmental decision making: Experiences from an integrated modeling approach to supporting sustainable water resources management , 2008, Environ. Model. Softw..

[111]  Jac A. M. Vennix,et al.  Group model-building: tackling messy problems , 1999 .

[112]  Sander Janssen,et al.  Evaluating OpenMI as a model integration platform across disciplines , 2013, Environ. Model. Softw..

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

[114]  Nicole Rijkens-Klomp,et al.  A look in the mirror: reflection on participation in Integrated Assessment from a methodological perspective , 2002 .

[115]  Anthony J. Jakeman,et al.  An integrated approach to linking economic valuation and catchment modelling , 2011, Environ. Model. Softw..

[116]  S. Simonovic,et al.  Conflict Resolution Support System: A Software for the Resolution of Conflicts in Water Resource Management , 2003 .

[117]  Christopher J. A. Macleod,et al.  Modellers' roles in structuring integrative research projects , 2013, Environ. Model. Softw..

[118]  Amgad Elmahdi,et al.  A biophysical and economic model of agriculture and water in the Murray-Darling Basin, Australia , 2013, Environ. Model. Softw..

[119]  M.J.R. Knapen,et al.  An IT perspective on integrated environmental modelling: The SIAT case , 2010 .

[120]  L. Kerkhoff Integrated research: Concepts of connection in environmental science and policy , 2005 .

[121]  Roger N. Jones An Environmental Risk Assessment/Management Framework for Climate Change Impact Assessments , 2001 .

[122]  Nicolas Becu,et al.  Participatory computer simulation to support collective decision-making: Potential and limits of stakeholder involvement , 2008 .

[123]  Bruce Mitchell,et al.  Integrated water management: international experiences and perspectives. , 1990 .

[124]  S. Ranji Ranjithan,et al.  A generalized multistage optimization modeling framework for life cycle assessment-based integrated solid waste management , 2013, Environ. Model. Softw..

[125]  K. Korfmacher The Politics of Participation in Watershed Modeling , 2001, Environmental management.

[126]  E. Gaddis,et al.  Lessons for successful participatory watershed modeling: A perspective from modeling practitioners , 2008 .

[127]  James Beebe,et al.  Basic Concepts and Techniques of Rapid Appraisal , 1995 .

[128]  Andrea Emilio Rizzoli,et al.  Modelling with knowledge: A review of emerging semantic approaches to environmental modelling , 2009, Environ. Model. Softw..

[129]  M. Granger Morgan,et al.  Learning from integrated assessment of climate change , 1996 .

[130]  Andrea Castelletti,et al.  Bayesian Networks and participatory modelling in water resource management , 2007, Environ. Model. Softw..

[131]  Romina Martin,et al.  Describing human decisions in agent-based models - ODD + D, an extension of the ODD protocol , 2013, Environ. Model. Softw..