Simulating Energy Transitions

Have you ever wanted to know whether a CO2 tax outperforms the EU emissions trading scheme? Or how long it really takes markets to change and to let consumers choose differently? In this book, Emile Chappin explores simulation models to provide us with answers before policy interventions are implemented and shows that, by developing agent-based models, we can simulate energy transition. Learn about a new framework that enables us to model energy infrastructure systems as complex socio-technical systems, which evolve as a result of distributed decision making by actors in the system. See how running agent-based models let the system structure and dynamics emerge from the interactions between actors and technologies. Understand how actors, who decide on operation and investment, are responsive to policy interventions, market rules, and technological development. Find out from simulations of the electricity production sector, the LNG market, and consumer lighting that interventions in these energy systems do alter their evolution – they invoke structural, systemic change: transition. This thesis thus demonstrates that agent-based models yield a powerful tool for governments and companies: they allow them to assess the long-term effect of their policies and strategies in our complex, interconnected world.

[1]  M. R. Afman,et al.  Modelling Transitions in Consumer Lighting: Consequences of the E.U. ban on light bulbs , 2010 .

[2]  R. Garud,et al.  Inter-generational transitions in socio-technical systems: The case of mobile communications , 2009 .

[3]  Volker H. Hoffmann,et al.  Business, climate change and emissions trading: Taking stock and looking ahead , 2007 .

[4]  Nanpeng Yu,et al.  Multi-agent systems and electricity markets: State-of-the-art and the future , 2008, 2008 IEEE Power and Energy Society General Meeting - Conversion and Delivery of Electrical Energy in the 21st Century.

[5]  Martin Oliver,et al.  How can exploratory learning with games and simulations within the curriculum be most effectively evaluated? , 2006, Comput. Educ..

[6]  Roger Smith,et al.  The Long History of Gaming in Military Training , 2010 .

[7]  Guillaume Deffuant,et al.  Complexities in markets: Introduction to the special issue , 2007 .

[8]  J. L. Hunsucker,et al.  Transition management-a structured perspective , 1988 .

[9]  Nicholas R. Jennings On Agent-Based Software Engineering" Artificial Intelligence , 2000 .

[10]  Frank Bruinsma,et al.  Managing the Transition to Renewable Energy , 2008 .

[11]  B. Winn The Design, Play, and Experience Framework , 2009 .

[12]  Koen H. van Dam,et al.  Capturing socio-technical systems with agent-based modelling , 2009 .

[13]  George A. Marcoulides,et al.  Structural Equation Modeling: Structural equation modeling: an introduction , 2003 .

[14]  Robert Lowe,et al.  Defining and meeting the carbon constraints of the 21st century , 2000 .

[15]  M. Granger Morgan,et al.  The Transition to Solid-State Lighting , 2009, Proceedings of the IEEE.

[16]  Juan de Lara,et al.  Automating the transformation-based analysis of visual languages , 2009, Formal Aspects of Computing.

[17]  David Scott,et al.  The coming hydrogen age: Preventing world climatic disruption , 1990 .

[18]  A. Borshchev,et al.  From System Dynamics and Discrete Event to Practical Agent Based Modeling : Reasons , Techniques , Tools , 2004 .

[19]  Gordon Walker,et al.  Transition Management™ and the Politics of Shape Shifting , 2008 .

[20]  G. P. J. Dijkema,et al.  An Agent-Based Model of CO2 Policies and Electricity Generation , 2013 .

[21]  Tetsuo Morikawa Natural Gas and LNG Supply/Demand Trends in Asia Pacific and Atlantic Markets , 2008 .

[22]  R. Praet An Approach Spot Market for LNG , 2009 .

[23]  A. Ball Environmental accounting and change in UK local government , 2005 .

[24]  M. Lehmann-Waffenschmidt,et al.  Innovations Towards Sustainability , 2007 .

[25]  Henry D. Jacoby,et al.  Experiments with a Hybrid CGE-MARKAL Model1 , 2006 .

[26]  Yaman Barlas,et al.  Formal aspects of model validity and validation in system dynamics , 1996 .

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

[28]  Avery Wang,et al.  An Industrial Strength Audio Search Algorithm , 2003, ISMIR.

[29]  Paulien M. Herder,et al.  Designing infrastructures using a complex systems perspective , 2008 .

[30]  Robert G. Bolesta,et al.  Planning for Success in Systems Implementation: Key Factors in the Conversion Equation. , 1988 .

[31]  K. Schneider,et al.  THE ASIA PACIFIC LNG MARKET: ISSUES AND OUTLOOK , 2005 .

[32]  Frank W. Geels,et al.  Non-linearity and Expectations in Niche-Development Trajectories: Ups and Downs in Dutch Biogas Development (1973–2003) , 2006, Technol. Anal. Strateg. Manag..

[33]  Frank W. Geels,et al.  Major system change through stepwise reconfiguration: A multi-level analysis of the transformation of American factory production (1850-1930) , 2006 .

[34]  Albert,et al.  Emergence of scaling in random networks , 1999, Science.

[35]  Roald A.A. Suurs,et al.  Naar een Methode voor het Evalueren van Transitietrajecten : Functies van innovatiesystemen toegepast op 'biobrandstoffen in Nederland' , 2005 .

[36]  Emile J. L. Chappin,et al.  Analyzing Simulations of Energy Transitions : Towards a Dynamic Path Approach , 2009 .

[37]  Jay W. Forrester,et al.  “The” model versus a modeling “process” , 1985 .

[38]  Paulien M. Herder Process Design in a Changing Environment: Identification of Quality Demands Governing the Design Process , 1999 .

[39]  M. Kerkhof,et al.  Learning and stakeholder participation in transition processes towards sustainability: Methodological considerations , 2005 .

[40]  Audley Genus,et al.  Rethinking the multi-level perspective of technological transitions , 2008 .

[41]  A. Barabasi,et al.  Evolution of the social network of scientific collaborations , 2001, cond-mat/0104162.

[42]  M. V. Asselt,et al.  More evolution than revolution: transition management in public policy , 2001 .

[43]  Theodore Modis,et al.  Technological Substitutions in the Computer Industry , 1993 .

[44]  Evan Mills,et al.  Efficient lighting programs in Europe: Cost effectiveness, consumer response, and market dynamics , 1993 .

[45]  Gert Tinggaard Svendsen,et al.  How to design greenhouse gas trading in the EU , 2003 .

[46]  Luc Cassivi,et al.  Business-to-business e-commerce: a transition model , 2001, Proceedings of the 34th Annual Hawaii International Conference on System Sciences.

[47]  L. Taylor,et al.  Practical general equilibrium estimation of resource pulls under trade liberalization , 1974 .

[48]  C. Pahl-Wostl,et al.  The Implications of Complexity for Integrated Resources Management , 2004 .

[49]  Shilpa Rao,et al.  International climate regimes: Effects of delayed participation , 2007 .

[50]  Eric Maskin,et al.  An Equilibrium Analysis of Search and Breach of Contract , 1978 .

[51]  Derk Loorbach,et al.  Complexity and Transition Management , 2009 .

[52]  E. Maskin,et al.  An Equilibrium Analysis of Search and Breach of Contract, I: Steady States , 1979 .

[53]  HERBERT A. SIMON,et al.  The Architecture of Complexity , 1991 .

[54]  P. Ekins,et al.  Carbon Taxes and Carbon Emissions Trading , 2002 .

[55]  G.P.J. Dijkema,et al.  Process system innovation by design: towards a sustainable petrochemical industry , 2004 .

[56]  J. Ros,et al.  New environmental policy for system innovation: Casus alternatives for fossil motor fuels , 2009 .

[57]  Stuart A. Kauffman,et al.  The origins of order , 1993 .

[58]  Massimo Riccaboni,et al.  Managing Technological Transitions Through R&D Alliances , 2009 .

[59]  Erkki Oja,et al.  Independent component analysis: algorithms and applications , 2000, Neural Networks.

[60]  J. Aldrich Correlations Genuine and Spurious in Pearson and Yule , 1995 .

[61]  Arie Rip,et al.  Constructing Transition Paths Through the Management of Niches , 2001 .

[62]  Robert A. Margo,et al.  Understanding the Process of Economic Change , 2005 .

[63]  C. S. Holling Understanding the Complexity of Economic, Ecological, and Social Systems , 2001, Ecosystems.

[64]  V. Lauber,et al.  Three Decades of Renewable Electricity Policies in Germany , 2004 .

[65]  M. D. McKay,et al.  A comparison of three methods for selecting values of input variables in the analysis of output from a computer code , 2000 .

[66]  Derk Loorbach,et al.  Governance in the energy transition: Practice of transition management in the Netherlands , 2008 .

[67]  Maryse M.H. Chappin Opening the black box of environmental innovation. Governmental policy and learning in the Dutch paper and board industry , 2008 .

[68]  Marco Iansiti,et al.  Intellectual Property, Architecture, and the Management of Technological Transitions: Evidence from Microsoft Corporation , 2009 .

[69]  Martin Junginger,et al.  Overview of recent developments in sustainable biomass certification , 2007 .

[70]  K. Arrow,et al.  EXISTENCE OF AN EQUILIBRIUM FOR A COMPETITIVE ECONOMY , 1954 .

[71]  Rob P. J. M. Raven,et al.  Multi-Regime Interactions in the Dutch Energy Sector: The Case of Combined Heat and Power Technologies in the Netherlands 1970–2000 , 2007, Technol. Anal. Strateg. Manag..

[72]  Cisca Joldersma,et al.  Methodology for participatory policy analysis , 2001, Eur. J. Oper. Res..

[73]  René Kemp,et al.  Transities vanuit sociotechnisch perspectief , 2000 .

[74]  Adrian Smith,et al.  The governance of sustainable socio-technical transitions , 2005 .

[75]  Lorraine Whitmarsh,et al.  Modelling Socio-Technical Transition Patterns and Pathways , 2008, J. Artif. Soc. Soc. Simul..

[76]  Douglas W. Jones,et al.  An empirical comparison of priority-queue and event-set implementations , 1986, CACM.

[77]  A. Wieczorek,et al.  Transitions towards sustainability through system innovation , 2005 .

[78]  Frank W. Geels,et al.  Niches in evolutionary theories of technical change A critical survey of the literature , 2007 .

[79]  Cosma Rohilla Shalizi,et al.  Methods and Techniques of Complex Systems Science: An Overview , 2003, nlin/0307015.

[80]  J. Rotmans,et al.  Transitions in a Globalising World , 2005 .

[81]  Lin Gan,et al.  Bioenergy transition in rural China: Policy options and co-benefits , 2008 .

[82]  Paul Ekins,et al.  Technological transitions and strategic niche management: the case of the hydrogen economy , 2007 .

[83]  Gönenç Yücel,et al.  Studying transition dynamics via focusing on underlying feedback interactions , 2008, Comput. Math. Organ. Theory.

[84]  Harald Rohracher,et al.  Managing the Technological Transition to Sustainable Construction of Buildings: A Socio-Technical Perspective , 2001, Technol. Anal. Strateg. Manag..

[85]  Chen Qingsong,et al.  Realization of Decision-making Module in Agent-based Simulation of Power Markets , 2008 .

[86]  Paula Nicolson,et al.  Post-Natal Depression: Psychology, Science and the Transition to Motherhood , 1998 .

[87]  R. Kemp,et al.  Evolutionary approaches for sustainable innovation policies: From niche to paradigm? , 2009 .

[88]  Paulien M. Herder,et al.  Methanol-Based Industrial Cluster Design: A Study of Design Options and the Design Process , 2004 .

[89]  Noam Bergman,et al.  Modelling societal transitions with agent transformation , 2008, Comput. Math. Organ. Theory.

[90]  Eberhardt Rechtin,et al.  The art of systems architecting (2nd ed.) , 2000 .

[91]  Jang-Sik Park,et al.  A technological transition in Mongolia evident in microstructure, chemical composition and radiocarbon age of cast iron artifacts , 2008 .

[92]  Harald Rohracher,et al.  Energy systems in transition: contributions from social sciences , 2008 .

[93]  Arjan Lejour,et al.  Worldscan; a model for international economic policy analysis , 2006 .

[94]  F. Geels Processes and patterns in transitions and system innovations: Refining the co-evolutionary multi-level perspective , 2005 .

[95]  George E. P. Box,et al.  Some Problems of Statistics and Everyday Life , 1979 .

[96]  Raymond R. Hill,et al.  A Survey of Agent-Based Modeling Practices (January 1998 to July 2008) , 2009, J. Artif. Soc. Soc. Simul..

[97]  Gerard P. J. Dijkema,et al.  An Agent Based Model of the System of Electricity Production Systems: Exploring the Impact of CO2 Emission-Trading , 2007, 2007 IEEE International Conference on System of Systems Engineering.

[98]  C. S. Holling Adaptive Environmental Assessment and Management , 2005 .

[99]  Derk Loorbach,et al.  Transitiemanagement en duurzame ontwikkeling: co-evolutionaire sturing in het licht van complexiteit , 2006 .

[100]  Frank W. Geels,et al.  Sociotechnical scenarios as a new policy tool to explore system innovations: Co-evolution of technology and society in The Netherland’s electricity domain , 2004 .

[101]  J. Kohler,et al.  Transport and the environment: the need for policy for long-term radical change , 2006 .

[102]  Stefan Kuhlmann,et al.  Functions of innovation systems: A new approach for analysing technological change , 2007 .

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

[104]  Rosanna Garcia Uses of Agent-Based Modeling in Innovation/New Product Development Research , 2005 .

[105]  K. Green,et al.  System Innovation and the Transition to Sustainability: Theory, Evidence and Policy , 2005 .

[106]  L. Bertalanffy AN OUTLINE OF GENERAL SYSTEM THEORY , 1950, The British Journal for the Philosophy of Science.

[107]  Alexander Verbraeck,et al.  How Serious are serious games? Some lessons from Infra-games , 2005, DiGRA Conference.

[108]  Robert M. Davison,et al.  From government to e-government: a transition model , 2005, Inf. Technol. People.

[109]  Ronald Lee,et al.  The Demographic Transition: Three Centuries of Fundamental Change , 2003 .

[110]  Daniel J. Veit,et al.  A Critical Survey of Agent-Based Wholesale Electricity Market Models , 2008 .

[111]  F. Geels Technological transitions and system innovations , 2005 .

[112]  Jesse Schell,et al.  The Art of Game Design: A book of lenses , 2019 .

[113]  Igor Nikolic,et al.  Co-Evolutionary Method For Modelling Large Scale Socio-Technical Systems Evolution , 2009 .

[114]  Zofia Lukszo,et al.  Model Factory for Socio-Technical Infrastructure Systems , 2010 .

[115]  J. Schot,et al.  Regime shifts to sustainability through processes of niche formation : the approach of strategic niche management , 1998 .

[116]  M. Hekkert,et al.  Functions of innovation systems as a framework to understand sustainable technological change: empirical evidence for earlier claims , 2009 .

[117]  Richard Leifer,et al.  Commercializing discontinuous innovations: bridging the gap from discontinuous innovation project to operations , 2002, IEEE Trans. Engineering Management.

[118]  Joseph G. Pigeon,et al.  Statistics for Experimenters: Design, Innovation and Discovery , 2006, Technometrics.

[119]  R. Leifer,et al.  Managing the transition of a discontinuous innovation project to operational status , 2000, Proceedings of the 2000 IEEE Engineering Management Society. EMS - 2000 (Cat. No.00CH37139).

[120]  Johan Schot,et al.  Experimenting for Sustainable Transport: The Approach of Strategic Niche Management , 2002 .

[121]  Gerard P.J. Dijkema,et al.  Agent-based modeling of energy infrastructure transitions , 2008 .

[122]  Frank W. Geels,et al.  Co-evolutionary and multi-level dynamics in transitions: The transformation of aviation systems and the shift from propeller to turbojet (1930–1970) , 2006 .

[123]  J.J.C. Bruggink The next 50 years. Four European energy futures , 2005 .

[124]  C. A. Boer Distributed Simulation of Complex Systems: Application in Container Handling , 2002 .

[125]  Madara Ogot,et al.  Engineering Design: A Project-Based Introduction , 2004 .

[126]  Igor Nikolic,et al.  Understanding and Shaping the Evolution of Sustainable Large-Scale Socio-Technical Systems , 2009 .

[127]  Frank W. Geels,et al.  Transformations of Large Technical Systems , 2007 .

[128]  P. Menanteau,et al.  Competing technologies and the diffusion of innovations: the emergence of energy-efficient lamps in the residential sector , 2000 .

[129]  Theresa L. Utlaut,et al.  Introduction to Time Series Analysis and Forecasting , 2008 .

[130]  Graham Pervan,et al.  Issues and recommendations in evaluating and managing the benefits of public sector IS/IT outsourcing , 2007, Inf. Technol. People.

[131]  Bernard P. Zeigler,et al.  Multifacetted Modelling and Discrete Event Simulation , 1984 .

[132]  Paul Beaudry,et al.  Demographics and Recent Productivity Performance: Insights from Cross-Country Comparisons , 2005 .

[133]  Bart De Schutter,et al.  Multi-agent model predictive control for transportation networks: Serial versus parallel schemes , 2008, Eng. Appl. Artif. Intell..

[134]  Bridget Rosewell,et al.  Validation and Verification of Agent-Based Models in the Social Sciences , 2009, EPOS.

[135]  Andreas Reinstaller The technological transition to chlorine free pulp bleaching technologies: lessons for transition policies , 2008 .

[136]  R. Mason,et al.  Challenging strategic planning assumptions : theory, cases, and techniques , 1981 .

[137]  L. Tesfatsion Agent-based computational economics : A constructive approach to economic theory , 2006 .

[138]  Frans Berkhout,et al.  Socio-Technological Regimes and Transition Contexts , 2004 .

[139]  Fernando Olsina,et al.  Modeling long-term dynamics of electricity markets , 2006 .

[140]  Staffan Jacobsson,et al.  Transforming the Energy Sector : The evolution of technological systems in renewable energy technology , 2004 .

[141]  Sun Liping,et al.  Societal Transition New Issues in the Field of the Sociology of Development , 2008 .

[142]  Arnim Wiek,et al.  Transdisciplinary case studies as a means of sustainability learning: Historical framework and theory , 2006 .

[143]  E. Vrba,et al.  Environment and behavior of 2.5-million-year-old Bouri hominids. , 1999, Science.

[144]  John Davison,et al.  Performance and costs of power plants with capture and storage of CO2 , 2007 .

[145]  Andreas Ligtvoet,et al.  Modelling cooperative agents in infrastructure networks , 2010 .

[146]  Eric Guerci,et al.  Modeling and implementation of an artificial electricity market using agent-based technology , 2005 .

[147]  G. Hardin,et al.  The Tragedy of the Commons , 1968, Green Planet Blues.

[148]  Franziska Klügl,et al.  A validation methodology for agent-based simulations , 2008, SAC '08.

[149]  Michael Zyda,et al.  From visual simulation to virtual reality to games , 2005, Computer.

[150]  Amy L. Lansky,et al.  Reactive Reasoning and Planning , 1987, AAAI.

[151]  Yaman Barlas,et al.  Philosophical roots of model validation: Two paradigms , 1990 .

[152]  J. Forrester Counterintuitive behavior of social systems , 1971 .

[153]  Mitchell Lee Marks,et al.  Managing mergers, acquisitions, and alliances: Creating an effective transition structure , 2000 .

[154]  F. Don,et al.  Models and methods for economic policy: 60 years of evolution at CPB * , 2006 .

[155]  Derk Loorbach,et al.  MANAGING TRANSITIONS FOR SUSTAINABLE DEVELOPMENT , 2006 .

[156]  Timothy J. Foxon,et al.  Bounded rationality and hierarchical complexity: Two paths from Simon to ecological and evolutionary economics , 2006 .

[157]  J. D. Vries,et al.  Playing with Hyenas:Renovating Environmental Product Policy Strategy , 2006 .

[158]  Frank W. Geels,et al.  Dynamics in socio-technical systems : typology of change processes and contrasting case studies , 2007 .

[159]  N. N. Greenwood,et al.  Chemistry of the elements , 1984 .

[160]  Jos Timmermans,et al.  Punctuated equilibrium in a non-linear system of action , 2008, Comput. Math. Organ. Theory.

[161]  B. Lundvall Product Innovation and User-Producer Interaction , 1985 .

[162]  D.S. Kirschen,et al.  Assessment of generation expansion mechanisms using multi-agent systems , 2008, 2008 IEEE Power and Energy Society General Meeting - Conversion and Delivery of Electrical Energy in the 21st Century.

[163]  Alexandre A Ardichvili,et al.  New leader assimilation: process and outcomes , 2008 .

[164]  Gerald B. Sheblé,et al.  Electricity market dynamics: Oligopolistic competition , 2006 .

[165]  R. Scholz,et al.  Higher education as a change agent for sustainability in different cultures and contexts , 2008 .

[166]  C. Pipper,et al.  [''R"--project for statistical computing]. , 2008, Ugeskrift for laeger.

[167]  G. Dijkema,et al.  On the design of system transitions Is Transition Management in the energy domain feasible? , 2008, 2008 IEEE International Engineering Management Conference.

[168]  E. Zabel,et al.  A Multi-Sectoral Study of Economic Growth , 1962 .

[169]  E.J.L. Chappin Carbon Dioxide Emission Trade Impact on Power Generation Portfolio: Agent-based Modelling to Elucidate Influences of Emission Trading on Investments in Dutch Electricity Generation , 2006 .

[170]  Andreas Löschel,et al.  Efficiency Gains from “What”-Flexibility in Climate Policy An Integrated CGE Assessment , 2006 .

[171]  Karel Mulder,et al.  Innovation for sustainable development: from environmental design to transition management , 2007 .

[172]  N. Frantzeskaki,et al.  Transitions: Two steps from theory to policy , 2009 .

[173]  Jacqueline E. W. Broerse,et al.  Patient Partnership in Decision-Making on Biomedical Research , 2007 .

[174]  J. William,et al.  Innovation : Mapping the Winds of Creative Destruction : Research Policy , 1987 .

[175]  Nils Borg,et al.  Energy-efficient lighting programs: Experience and lessons from eight countries , 1998 .

[176]  Eric S. Faden Assimilating New Technologies Early Cinema, Sound, and Computer Imagery , 1999 .

[177]  Alexander Verbraeck,et al.  The e-supply chain portal: a core business model , 2003 .

[178]  Arnim Wiek,et al.  Functions of scenarios in transition processes , 2006 .

[179]  Mf Gendre Two Centuries of Electric Light Source Innovations , 2000 .

[180]  Ronald W. Jones,et al.  The Structure of Simple General Equilibrium Models , 1965, Journal of Political Economy.

[181]  Michael Grubb,et al.  Pricing Carbon For Electricity Generation: National And International Dimensions , 2007 .

[182]  G.P.J. Dijkema,et al.  Transition of energy infrastructure systems: Towards a framework for assessing the system transition process , 2008, 2008 First International Conference on Infrastructure Systems and Services: Building Networks for a Brighter Future (INFRA).

[183]  Flaminio Squazzoni,et al.  Computational and mathematical approaches to societal transitions , 2008, Comput. Math. Organ. Theory.

[184]  Brian Low,et al.  Huawei Technologies Corporation: from local dominance to global challenge? , 2007 .

[185]  P. Hirsch,et al.  Revisiting frontiers as transitional spaces in Thailand , 2009 .

[186]  Gönenç Yücel,et al.  Analyzing Transition Dynamics: The Actor-Option Framework for Modelling Socio-Technical Systems , 2010 .

[187]  A. Tukker,et al.  Governance of sustainable transitions: about the 4(0) ways to change the world , 2007 .

[188]  Hans Vangheluwe,et al.  Foundations of Modelling and Simulation of Complex Systems , 2008, Electron. Commun. Eur. Assoc. Softw. Sci. Technol..

[189]  L Basson,et al.  Complexity and Industrial Ecology Foundations for a Transformation From Analysis to Action , 2009 .

[190]  Giordano Lanzola,et al.  A framework for building cooperative software agents in medical applications , 1999, Artif. Intell. Medicine.

[191]  B. Metcalfe,et al.  The woman question? Gender and management in the Russian Federation , 2005 .

[192]  Adriaan Perrels,et al.  Wavering between radical and realistic sustainable consumption policies: in search for the best feasible trajectories , 2008 .

[193]  Casper Harteveld,et al.  Triadic Game Design - Balancing Reality, Meaning and Play , 2011 .

[194]  Louis G. Birta,et al.  A knowledge-based approach for the validation of simulation models: the foundation , 1996, TOMC.

[195]  Geertje Bekebrede,et al.  Experiencing Complexity: A gaming approach for understanding infrastructure systems , 2010 .

[196]  Claudia Pahl-Wostl,et al.  The Importance of Social Learning in Restoring the Multifunctionality of Rivers and Floodplains , 2006 .

[197]  Peter Kroes,et al.  Modelling infrastructures as socio-technical systems , 2006, Int. J. Crit. Infrastructures.

[198]  I. Nikolic,et al.  Integration of Life Cycle Assessment Into Agent‐Based Modeling , 2009 .

[199]  John Whalley,et al.  Frontiers in Applied General Equilibrium Modeling: In Honor of Herbert Scarf , 2010 .

[200]  Philip J. Vergragt,et al.  Transition Management for Sustainable Personal Mobility The Case of Hydrogen Fuel Cells , 2006 .

[201]  Z. Lukszo,et al.  General Methodology for Action-Oriented Industrial Ecology Complex Systems Approach Applied to the Rotterdam Industrial Cluster , 2006, 2006 IEEE International Conference on Networking, Sensing and Control.

[202]  K. Clark,et al.  Innovation: Mapping the winds of creative destruction☆ , 1993 .

[203]  Jon Hovi,et al.  Cap-and-trade or carbon taxes? The feasibility of enforcement and the effects of non-compliance , 2005 .

[204]  Reinout Heijungs,et al.  Greenhouse gas calculator for electricity and heat from biomass , 2008 .

[205]  S. Robinson,et al.  A standard computable general equilibrium (CGE) model in GAMS , 2002 .

[206]  Henri Fayol,et al.  Administration industrielle et générale : prévoyance, organisation, commandement, coordination, controle , 1917 .

[207]  P. Ehrlich,et al.  IMPACT OF POPULATION GROWTH , 1971, Science.

[208]  Elaine M. Raybourn,et al.  Applying simulation experience design methods to creating serious game-based adaptive training systems , 2007, Interact. Comput..

[209]  F. Vollenbroek,et al.  Sustainable development and the challenge of innovation , 2002 .

[210]  Peter J. G. Pearson,et al.  Seven Centuries of Energy Services: The Price and Use of Light in the United Kingdom (1300-2000)1 , 2006 .

[211]  E. Heiskanen,et al.  Designed to travel? Transition management encounters environmental and innovation policy histories in Finland , 2009 .

[212]  E. Seymour,et al.  Towards a hydrogen economy in Portugal , 2007 .

[213]  Zofia Lukszo,et al.  MODELING STRATEGIC AND OPERATIONAL DECISION-MAKING – AN AGENT-BASED MODEL OF ELECTRICITY PRODUCERS , 2007 .

[214]  S. Nooteboom Impact assessment procedures for sustainable development: A complexity theory perspective , 2007 .

[215]  Jaime de Melo,et al.  Computable general equilibrium models for trade policy analysis in developing countries: A survey , 1988 .

[216]  Mary Tripsas Customer preference discontinuities: a trigger for radical technological change , 2008 .

[217]  Fred S. McChesney Coase, Demsetz, and the Unending Externality Debate , 2006 .

[218]  R. Lempert,et al.  Shaping the Next One Hundred Years: New Methods for Quantitative Long-Term Policy Analysis , 2003 .

[219]  Émile J. L. Chappin,et al.  From System Complexity to Emergent Properties (Understanding Complex Systems) by M. A. Aziz-Alaoui and C. Bertelle (eds.) , 2010, J. Artif. Soc. Soc. Simul..

[220]  Timothy A. Kohler,et al.  Dynamics in human and primate societies: agent-based modeling of social and spatial processes , 2000 .

[221]  R. Coase,et al.  The Problem of Social Cost , 1960, The Journal of Law and Economics.

[222]  W. Leontief Environmental Repercussions and the Economic Structure: An Input-Output Approach , 1970 .

[223]  J. L. Hunsucker,et al.  Key issues for planning and implementing organizational transitions , 1990, IEEE International Conference on Engineering Management, Gaining the Competitive Advantage.

[224]  Adrian Smith,et al.  Restructuring energy systems for sustainability? Energy transition policy in the Netherlands , 2008 .

[225]  Michel Moreaux,et al.  A Hotelling Model with a Ceiling on the Stock of Pollution , 2004 .

[226]  Bertoldi Paolo,et al.  Residential Lighting Consumption and Saving Potential in the Enlarged EU , 2006 .

[227]  A. J. Seebregts Beoordeling nieuwbouwplannen elektriciteitscentrales in relatie tot de WLO SE- en GE-scenario’s: een quickscan , 2007 .

[228]  R.J.F. Hoogma,et al.  Experimenting with sustainable transport innovations : a workbook for strategic niche management , 1999 .

[229]  F. Geels Co-evolution of technology and society: The transition in water supply and personal hygiene in the Netherlands (1850-1930)—a case study in multi-level perspective , 2005 .

[230]  Robert L Pirog Liquefied Natural Gas (LNG) Markets in Transition: Implications for U.S. Supply and Price , 2004 .

[231]  R. Praet,et al.  Transition in LNG Markets Combining Agent-Based Modeling and Equation Based Modeling , 2010 .

[232]  W. Bodmer Principles of Scientific Management , 1993, FASEB journal : official publication of the Federation of American Societies for Experimental Biology.

[233]  Dr. Stefan Bussmann,et al.  Multiagent Systems for Manufacturing Control , 2004, Springer Series on Agent Technology.

[234]  Dean Karnopp,et al.  Introduction to physical system dynamics , 1983 .

[235]  Joshua M. Epstein,et al.  Growing Artificial Societies: Social Science from the Bottom Up , 1996 .

[236]  Joseph E. Stiglitz,et al.  Globalization and Its Discontents , 2002 .

[237]  W. Pizer CHOOSING PRICE OR QUANTITY CONTROLS FOR GREENHOUSE GASES , 1999 .

[238]  Gerhard Weiss,et al.  Multiagent systems: a modern approach to distributed artificial intelligence , 1999 .

[239]  R. Duke,et al.  Policy games for strategic management , 2004 .

[240]  Eduardo S. Schwartz,et al.  Investment Under Uncertainty. , 1994 .

[241]  A. N. Ajah On the Conceptual Design of Large-scale Process & Energy Infrastructure Systems: Integrating Flexibility, Reliability, Availability, Maintainability and Economics (FRAME) Performance Metrics , 2009 .

[242]  Frank W. Geels,et al.  Feelings of Discontent and the Promise of Middle Range Theory for STS , 2007 .

[243]  Peter Milling,et al.  Modeling the Forest or Modeling the Trees - A Comparison of System Dynamics and Agent-Based Simulation , 2003 .

[244]  Toni Ahlqvist,et al.  From information society to biosociety? On societal waves, developing key technologies, and new professions , 2005 .

[245]  K. Frenken,et al.  Models in evolutionary economics and environmental policy: Towards an evolutionary environmental economics , 2009 .

[246]  Igor Nikolic,et al.  Model based decision support for creation and operation of sustainable infrastructure , 2009, 2009 IEEE International Conference on Systems, Man and Cybernetics.

[247]  M. Lijesen The real-time price elasticity of electricity , 2007 .

[248]  Michael Waggoner The House Erred: A Carbon Tax is Better than Cap and Trade , 2009 .

[249]  T. P. Hughes,et al.  The Social Construction of Technological Systems: New Directions in the Sociology and History of Technology , 1989 .

[250]  Peter R. Hartley,et al.  Expectations and the Evolving World Gas Market , 2007 .

[251]  Joy B. Zedler,et al.  WETLAND RESTORATION THRESHOLDS: CAN A DEGRADATION TRANSITION BE REVERSED WITH INCREASED EFFORT? , 2003 .

[252]  C. Douglas Wetzel,et al.  The Effectiveness of Games for Educational Purposes: A Review of Recent Research , 1992 .

[253]  Arnold Tukker,et al.  Imagining sustainability: the added value of transition scenarios in transition management , 2006 .

[254]  Claudia Pahl-Wostl,et al.  Specifying “regime” — A framework for defining and describing regimes in transition research , 2008 .

[255]  M. Mitchell Waldrop,et al.  Complexity : the emerging science and the edge of order and chaos , 1992 .

[256]  Anders Frank Balancing Three Different Foci in the Design of Serious Games: Engagement, Training Objective and Context , 2007, DiGRA Conference.

[257]  M. Douglas,et al.  Risk and Culture: An Essay on the Selection of Technological and Environmental Dangers , 1983 .

[258]  S. Bimonte,et al.  An Algorithm for Optimal Pigouvian Taxes Without Benefits Data , 1999 .

[259]  Peter Kroes Technical Artifacts, Engineering Practice, and Emergence , 2009 .

[260]  O. Aalen,et al.  Dynamic path analysis—a new approach to analyzing time-dependent covariates , 2006, Lifetime data analysis.

[261]  Martin Jänicke,et al.  Ecological modernisation: new perspectives , 2008 .

[262]  Jim Duggan,et al.  Equation‐based policy optimization for agent‐oriented system dynamics models , 2008 .

[263]  Peter Kooreman,et al.  Individual discounting, energy conservation, and household demand for lighting , 1996 .

[264]  N. Stern The Economics of Climate Change: Implications of Climate Change for Development , 2007 .

[265]  James E. Driskell,et al.  Games, Motivation, and Learning: A Research and Practice Model , 2002 .

[266]  Ibo van de Poel,et al.  The transformation of technological regimes , 2003 .

[267]  Marjolein C. J. Caniëls,et al.  Strategic niche management: towards a policy tool for sustainable development , 2008, Technol. Anal. Strateg. Manag..

[268]  C. Hendriks,et al.  Policy design without democracy? Making democratic sense of transition management , 2009 .

[269]  Christian Egenhofer The compatability of the Kyoto mechanisms with traditional environmental instruments , 2003 .

[270]  Maktoba Omar,et al.  Transition to a market orientation in China: preliminary evidence , 2006 .

[271]  Teresa Ribeiro,et al.  The evolution of sustainable development strategies in Portugal , 1997 .

[272]  D.W. Bunn,et al.  Analyzing the price-effects of vertical and horizontal market power with agent based simulation , 2008, 2008 IEEE Power and Energy Society General Meeting - Conversion and Delivery of Electrical Energy in the 21st Century.

[273]  Will McDowall,et al.  Technological change in niches: Auxiliary Power Units and the hydrogen economy , 2007 .

[274]  Richard D. Duke,et al.  Gaming: The Future's Language , 2014 .

[275]  F. Geels From sectoral systems of innovation to socio-technical systems: Insights about dynamics and change from sociology and institutional theory , 2004 .

[276]  Rogelio Oliva,et al.  Environmental Change and Organizational Transformation , 2005 .

[277]  Nick Holonyak,et al.  From Transistors to Lasers and Light-Emitting Diodes , 2005 .

[278]  Raymond S. T. Lee iJADE surveillant--an intelligent multi-resolution composite neuro-oscillatory agent-based surveillance system , 2003, Pattern Recognit..

[279]  Dave Morris,et al.  Game Architecture and Design: A New Edition , 2003 .

[280]  L. Whitmarsh,et al.  A multi-level analysis of sustainable mobility transitions: Niche development in the UK and Sweden , 2008 .

[281]  Stewart Robinson,et al.  Simulation: The Practice of Model Development and Use , 2004 .

[282]  Mark T. van Wees,et al.  Green electricity policies in the Netherlands: an analysis of policy decisions , 2006 .

[283]  Volker H. Hoffmann,et al.  EU ETS and Investment Decisions:: The Case of the German Electricity Industry , 2007 .

[284]  Gert Tinggaard Svendsen The Idea of Global CO2 Trade , 1999 .

[285]  S. Bhattacharyya Power sector reform in South Asia: Why slow and limited so far? , 2007 .

[286]  Ruth Alas,et al.  Estonia in transition: exploring the impact of change on women managers , 2005 .

[287]  Wilfrid Bach,et al.  Exploring alternative energy strategies , 1979 .

[288]  N. S. Langowitz Managing a major technological change: Long Range Planning, 25 (3), 79–85 (June 1992) , 1993 .

[289]  R. Kemp,et al.  Transition management as a model for managing processes of co-evolution towards sustainable development , 2007 .

[290]  Flaminio Squazzoni,et al.  A (computational) social science perspective on societal transitions , 2008, Comput. Math. Organ. Theory.

[291]  Benjamin H. Mitra-Kahn,et al.  Debunking the Myths of Computable General Equilibrium Models , 2008 .

[292]  Martin de Jong,et al.  The impact of government intervention in technological transitions: evidence from Dutch history , 2007 .

[293]  James E. Campbell,et al.  An Approach to Sensitivity Analysis of Computer Models: Part I—Introduction, Input Variable Selection and Preliminary Variable Assessment , 1981 .

[294]  A. Colman,et al.  The complexity of cooperation: Agent-based models of competition and collaboration , 1998, Complex..

[295]  Shaukat A. Brah,et al.  R&D to operations transition management , 2000 .

[296]  Jay Wright Forrester,et al.  Principles of systems : text and workbook, chapters 1 through 10 , 1968 .

[297]  Helen Arnold,et al.  Hitchhiker's guide to the galaxy , 2006, SIGGRAPH '06.

[298]  R. Kemp Technology and the transition to environmental sustainability , 1994 .

[299]  Jan Rotmans,et al.  Towards transition management of European water resources , 2006 .

[300]  M. R. Afman,et al.  An Agent-Based Model of Consumer Lighting , 2013 .

[301]  Michael D. Tusiani,et al.  LNG: A Nontechnical Guide , 2007 .

[302]  Gérard Weisbuch,et al.  Environment and institutions: a complex dynamical systems approach. , 2000 .

[303]  Araújo,et al.  An Evolutionary theory of economic change , 1983 .

[304]  Frank W. Geels,et al.  The ongoing energy transition: Lessons from a socio-technical, multi-level analysis of the Dutch electricity system (1960-2004) , 2007 .

[305]  Franziska Kl A Validation Methodology for Agent-Based Simulations , 2008 .

[306]  C. H. Volkers NEV-RekenSysteem. Technische beschrijving. , 2006 .

[307]  E.J.W. van Sambeek,et al.  The Dutch renewable electricity market in 2003. An overview and evaluation of current changes in renewable electricity policy in the Netherlands , 2003 .

[308]  Stefan Seifert,et al.  Strategic Aspects of Co2-Emissions Trading: Theoretical Concepts and Empirical Findings , 2003 .

[309]  Tomaz Amon,et al.  Simulations and the Future of Learning: An Innovative (and Perhaps Revolutionary) Approach to e-Learning , 2004, J. Educ. Technol. Soc..

[310]  J. Rotmans,et al.  The transition in Dutch water management , 2005 .

[311]  Marko P. Hekkert,et al.  A complex systems methodology to transition management , 2009 .

[312]  Alan S. Manne,et al.  The EC proposal for combining carbon and energy taxes. The implications for future CO2 emissions , 1993 .

[313]  Erkki Oja,et al.  Independent Component Analysis , 2001, IEEE Transactions on Neural Networks.

[314]  Dennis L. Meadows,et al.  Learning to Be Simple: My Odyssey with Games , 1999 .

[315]  Peter Schmidt,et al.  Dynamic Modeling with Structural Equations and Stochastic Differential Equations: Applications with the German Socio-economic Panel , 2005 .

[316]  Nico Keyaerts,et al.  Entry in European natural gas retail markets: accessing the right contract “portfolio” , 2009, 2009 6th International Conference on the European Energy Market.

[317]  J. Sterman,et al.  Systems thinking and organizational learning: Acting locally and thinking globally in the organization of the future , 1992 .

[318]  Bernard P. Zeigler,et al.  Hierarchical, modular discrete-event modelling in an object-oriented environment , 1987 .

[319]  Tillal Eldabi,et al.  Simulation in manufacturing and business: A review , 2010, Eur. J. Oper. Res..

[320]  Frank W. Geels,et al.  Analysing the breakthrough of rock ‘n’ roll (1930–1970) Multi-regime interaction and reconfiguration in the multi-level perspective , 2007 .

[321]  John R. Koza,et al.  Hidden Order: How Adaptation Builds Complexity. , 1995, Artificial Life.

[322]  Timothy J. Foxon,et al.  Governing long-term social–ecological change: what can the adaptive management and transition management approaches learn from each other? , 2009 .

[323]  Ken Jones,et al.  Simulations: a Handbook for Teachers and Trainers , 1987 .

[324]  Emile J.L. Chappin Agent-Based Simulations of Energy Transitions , 2012 .

[325]  S. E. Lazic,et al.  Introduction to Design of Experiments with JMP Examples , 2010 .

[326]  M. Reuter,et al.  Process Knowledge, System Dynamics, and Metal Ecology , 2004 .

[327]  John D. Sterman,et al.  System Dynamics: Systems Thinking and Modeling for a Complex World , 2002 .

[328]  Michael North Toward Strength and Stability , 2001 .

[329]  F. Geels Technological transitions as evolutionary reconfiguration processes: a multi-level perspective and a case-study , 2002 .

[330]  Gerard P.J. Dijkema,et al.  Agent-based Simulation of Carbon Policies and Power Generation , 2009 .

[331]  Igor S. Mayer,et al.  The Gaming of Policy and the Politics of Gaming: A Review , 2009 .

[332]  Frank W. Geels,et al.  The dynamics of transitions in socio-technical systems: A multi-level analysis of the transition pathway from horse-drawn carriages to automobiles (1860–1930) , 2005, Technol. Anal. Strateg. Manag..

[333]  Rutger van der Brugge,et al.  Facing the Adaptive Management Challenge: Insights from Transition Management , 2007 .

[334]  G. G. Duckney Vision and transition management , 1996 .

[335]  Yamir Moreno,et al.  Theory of Rumour Spreading in Complex Social Networks , 2007, ArXiv.

[336]  Jürgen G. Backhaus Mass privatization in Central and East European countries: Implications for corporate governance , 2003 .

[337]  D. Chillingworth DYNAMICAL SYSTEMS: STABILITY, SYMBOLIC DYNAMICS AND CHAOS , 1998 .

[338]  Jerry A. Hausman,et al.  Individual Discount Rates and the Purchase and Utilization of Energy-Using Durables , 1979 .

[339]  W. Abernathy Innovation : Mapping the winds of creative destruction * , 2003 .

[340]  M. Trevor Technology Policy and Economic Performance. Lessons from Japan , 1989 .

[341]  E.J.L. Chappin,et al.  Coupling Agent-Based Models of Natural Gas and Electricity Markets , 2010, AAMAS 2010.

[342]  B. Metcalfe,et al.  Gender, work, and equal opportunities in central and eastern Europe , 2005 .

[343]  Harold D. Lasswell,et al.  The continuing decision seminar as a technique of instruction , 1971 .

[344]  Peace,et al.  The Political geography of conflict and peace , 1991 .

[345]  John Marangos,et al.  Alternative paths to the transition process , 2005 .

[346]  Robert B. Gibson,et al.  Governance for sustainable development: moving from theory to practice , 2005 .

[347]  T. Friedli,et al.  Behavioral implications of the transition process from products to services , 2005 .

[348]  Gerard P.J. Dijkema,et al.  Carbon policies: Do they deliver in the long run? , 2010 .

[349]  E. Shove,et al.  Caution! Transitions Ahead: Politics, Practice, and Sustainable Transition Management , 2007 .

[350]  Jan Rotmans,et al.  Detour Ahead: A Response to Shove and Walker about the Perilous Road of Transition Management , 2008 .

[351]  Z.W. Wang,et al.  Achieving low-carbon economy by disruptive innovation in China , 2008, 2008 4th IEEE International Conference on Management of Innovation and Technology.

[352]  David A. Nadler Managing transitions to uncertain future states , 1982 .

[353]  R. Pindyck The Long-Run Evolution of Energy Prices , 1999 .

[354]  J. C. Brezet,et al.  How to kick off system innovation: a Rotterdam case study of the transition to a fuel cell transport system , 2005 .

[355]  Linda S. Ackerman Transition management: An in-depth look at managing complex change , 1982 .

[356]  Arthur Cecil Pigou,et al.  A study in public finance , 1947 .

[357]  Holly J. Seirup,et al.  Transition and transparency in the employment contract , 2007 .

[358]  Roland W. Scholz,et al.  Managing Transition in Clusters: Area Development Negotiations as a Tool for Sustaining Traditional Industries in a Swiss Prealpine Region , 2007 .

[359]  Robert Axelrod Advancing the art of simulation in the social sciences , 1997 .

[360]  Frank W. Geels,et al.  The hygienic transition from cesspools to sewer systems (1840-1930): the dynamics of regime transformation , 2006 .

[361]  J. Caldwell,et al.  Demographic Transition Theory , 2006 .

[362]  T. Mirzoev,et al.  Progress towards health reform in Tajikistan. , 2007, Journal of health organization and management.

[363]  Ulrich Dolata,et al.  Transformative Capacity, Adaptability, Patterns of Change: An Analytical Framework , 2009 .

[364]  F. Geels,et al.  Typology of sociotechnical transition pathways , 2007 .

[365]  Halina Szejnwald Brown,et al.  Learning for Sustainability Transition through Bounded Socio-technical Experiments in Personal Mobility , 2003, Technol. Anal. Strateg. Manag..

[366]  Hans de Haan,et al.  The dynamics of functioning investigating societal transitions with partial differential equations , 2008, Comput. Math. Organ. Theory.

[367]  Gerard P.J. Dijkema,et al.  On the Impact of CO2 Emission-Trading on Power Generation Emissions , 2009 .

[368]  Jens Hetland,et al.  In search of a sustainable hydrogen economy: How a large-scale transition to hydrogen may affect the primary energy demand and greenhouse gas emissions , 2007 .

[369]  Subhes C. Bhattacharyya,et al.  Liquefied Natural Gas: The Law and Business of LNG , 2007 .

[370]  Dominique van der Mensbrugghe,et al.  LINKAGE Technical Reference Document , 2005 .

[371]  Hans de Haan,et al.  Towards Transition Theory , 2010 .

[372]  Stuart L. Hart,et al.  An Eight-Step Approach to strategic problem solving , 1985 .

[373]  B. Agusdinata,et al.  Exploratory modeling and analysis: a promising method to deal with deep uncertainty , 2008 .

[374]  Liam Fahey,et al.  Learning from the Future: Competitive Foresight Scenarios: Editors Liam Fahey and Robert M. Randall, John Wiley (1998), 446 pp., £27.50 , 1998 .

[375]  John Washbush,et al.  A Review of Scholarship on Assessing Experiential Learning Effectiveness , 2004 .

[376]  Govert D. Geldof Omgaan met complexiteit bij integraal waterbeheer : op weg naar interactieve uitvoering : eindconcept , 2004 .

[377]  Jos Timmermans Complex dynamics in a transactional model of societal transitions , 2006 .

[378]  Ekrem Tatoglu,et al.  Transition in the age of anxiety: the Turkish case , 2008 .

[379]  R. Dupuis,et al.  History, Development, and Applications of High-Brightness Visible Light-Emitting Diodes , 2008, Journal of Lightwave Technology.

[380]  Damien Ernst,et al.  A comparison of Nash equilibria analysis and agent-based modelling for power markets , 2006 .

[381]  Bogdan Atanasiu,et al.  Electricity Consumption and Efficiency Trends in the Enlarged , 2007 .

[382]  J. Forrester Industrial Dynamics: A Major Breakthrough for Decision Makers , 2012 .

[383]  K. Boulding General Systems Theory---The Skeleton of Science , 1956 .

[384]  Alexander Verbraeck,et al.  The Real-Time Global Supply Chain Game: New Educational Tool for Developing Supply Chain Management Professionals , 2006, Transportation Journal.

[385]  Dennis L. Meadows,et al.  Tools for Understanding the Limits to Growth: Comparing a Simulation and a Game , 2001 .