Agent-Based Modeling in Coupled Human and Natural Systems (CHANS): Lessons from a Comparative Analysis

Coupled human and natural systems (CHANS) are characterized by many complex features, including feedback loops, nonlinearity and thresholds, surprises, legacy effects and time lags, and resilience. Agent-based models (ABMs) are powerful for handling such complexity in CHANS models, facilitating in-depth understanding of CHANS dynamics. ABMs have been employed mostly on a site-specific basis, however. Little of this work provides a common infrastructure with which CHANS researchers (especially nonmodeling experts) can comprehend, compare, and envision CHANS processes and dynamics. We advance the science of CHANS by developing a CHANS-oriented protocol based on the overview, design concepts, and details (ODD) framework to help CHANS modelers and other researchers build, document, and compare CHANS-oriented ABMs. Using this approach, we show how complex demographic decisions, environmental processes, and human–environment interaction in CHANS can be represented and simulated in a relatively straightforward, standard way with ABMs by focusing on a comparison of two world-renowned CHANS: the Wolong Nature Reserve in China and the Chitwan National Park in Nepal. The four key lessons we learn from this cross-site comparison in relation to CHANS models include how to represent agents and the landscape, the need for standardized modules for CHANS ABMs, the impacts of scheduling on model outcomes, and precautions in interpreting “surprises” in CHANS model outcomes. We conclude with a CHANS protocol in the hope of advancing the science of CHANS.

[1]  Hugh Kelley,et al.  Multi-scale analysis of a household level agent-based model of landcover change. , 2004, Journal of environmental management.

[2]  Michael X Cohen,et al.  Harnessing Complexity: Organizational Implications of a Scientific Frontier , 2000 .

[3]  Li An,et al.  Temporal changes in giant panda habitat connectivity across boundaries of Wolong Nature Reserve, China. , 2007, Ecological applications : a publication of the Ecological Society of America.

[4]  Robert L. Axtell,et al.  Population growth and collapse in a multiagent model of the Kayenta Anasazi in Long House Valley , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[5]  Li An,et al.  Spatial and temporal patterns of fuelwood collection in Wolong Nature Reserve: Implications for panda conservation , 2009 .

[6]  Li An,et al.  Negotiation Analysis: An Introduction , 2002 .

[7]  S. Yabiku Land Use and Marriage Timing in Nepal , 2006 .

[8]  Yan-ping Huang,et al.  Evaluating the efficacy of zoning designations for protected area management , 2011 .

[9]  H. Campa,et al.  Assessing spatiotemporal changes in tiger habitat across different land management regimes , 2013 .

[10]  Ashton Shortridge,et al.  Spatial Assessment of Attitudes Toward Tigers in Nepal , 2014, AMBIO.

[11]  E. Ostrom A diagnostic approach for going beyond panaceas , 2007, Proceedings of the National Academy of Sciences.

[12]  K. Frank,et al.  Drivers and Socioeconomic Impacts of Tourism Participation in Protected Areas , 2012, PloS one.

[13]  R. Mittermeier,et al.  Biodiversity hotspots for conservation priorities , 2000, Nature.

[14]  C. S. Holling,et al.  Resilience and Sustainable Development: Building Adaptive Capacity in a World of Transformations , 2002, Ambio.

[15]  Stephen J. Walsh,et al.  Complexity at Advancing Ecotones and Frontiers , 2006 .

[16]  W G Axinn,et al.  7. The Neighborhood History Calendar: A Data Collection Method Designed for Dynamic Multilevel Modeling , 1997, Sociological methodology.

[17]  Jianguo Liu,et al.  Distribution of Economic Benefits from Ecotourism: A Case Study of Wolong Nature Reserve for Giant Pandas in China , 2008, Environmental management.

[18]  J. Liu,et al.  Ecological Degradation in Protected Areas: The Case of Wolong Nature Reserve for Giant Pandas , 2001, Science.

[19]  Christopher A. Lepczyk,et al.  Spatiotemporal Dynamics of Endangered Species Hotspots in the United States , 2001 .

[20]  Jianguo Liu,et al.  Changes in Human Population Structure: Implications for Biodiversity Conservation , 1999 .

[21]  S. Manson Simplifying complexity: a review of complexity theory , 2001 .

[22]  Jianguo Liu,et al.  Effects of fuelwood collection and timber harvesting on giant panda habitat use , 2008 .

[23]  Steven F. Railsback,et al.  Designing, Formulating, and Communicating Agent-Based Models , 2012 .

[24]  R. Hill Land use change , 1984 .

[25]  Steven M. Manson,et al.  Agent-based modeling and genetic programming for modeling land change in the Southern Yucatán Peninsular Region of Mexico , 2005 .

[26]  W. Arthur Inductive Reasoning and Bounded Rationality , 1994 .

[27]  Li An,et al.  Simulating demographic and socioeconomic processes on household level and implications for giant panda habitats , 2001 .

[28]  Amy Luers,et al.  Illustrating the coupled human–environment system for vulnerability analysis: Three case studies , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[29]  B. Latour On actor-network theory : A few clarifications , 1996 .

[30]  Elinor Ostrom,et al.  Complexity of Coupled Human and Natural Systems , 2007, Science.

[31]  Christopher A. Lepczyk,et al.  Human Impacts on Regional Avian Diversity and Abundance , 2008, Conservation biology : the journal of the Society for Conservation Biology.

[32]  N Oreskes,et al.  Verification, Validation, and Confirmation of Numerical Models in the Earth Sciences , 1994, Science.

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

[34]  Amy Luers,et al.  Assessing the Vulnerability of Social-Environmental Systems , 2006 .

[35]  Stephen J. Walsh,et al.  Landscape Frontiers, Geography Frontiers: Lessons to Be Learned , 2006 .

[36]  A. Viña,et al.  Evaluating MODIS data for mapping wildlife habitat distribution , 2008 .

[37]  M. Janssen,et al.  Multi-Agent Systems for the Simulation of Land-Use and Land-Cover Change: A Review , 2003 .

[38]  Li An,et al.  Corrigendum to Spatial and temporal patterns of fuelwood collection in Wolong Nature Reserve: Implications for panda conservation [Landscape Urban Plan 92 (1) (2009) 1-9] , 2009 .

[39]  B. Werner,et al.  Dynamics of coupled human-landscape systems , 2007 .

[40]  C. Hall,et al.  Ecosystem Modeling in Theory and Practice: An Introduction with Case Histories , 1990 .

[41]  G. Daily,et al.  Effects of household dynamics on resource consumption and biodiversity , 2003, Nature.

[42]  Jianguo Liu,et al.  Coexistence between wildlife and humans at fine spatial scales , 2012, Proceedings of the National Academy of Sciences.

[43]  Michael Monticino,et al.  Coupled human and natural systems: A multi-agent-based approach , 2007, Environ. Model. Softw..

[44]  William Rand,et al.  Exurbia from the bottom-up: Confronting empirical challenges to characterizing a complex system , 2008 .

[45]  C. Streeter,et al.  New Directions in Systems Theory: Chaos and Complexity , 1998 .

[46]  J. Gareth Polhill,et al.  The ODD protocol: A review and first update , 2010, Ecological Modelling.

[47]  S. Carpenter,et al.  Global Consequences of Land Use , 2005, Science.

[48]  William G. Axinn,et al.  Social Organization, Population, and Land Use1 , 2011, American Journal of Sociology.

[49]  A. Viña,et al.  Mapping understory vegetation using phenological characteristics derived from remotely sensed data , 2010 .

[50]  Elinor Ostrom,et al.  Coupled Human and Natural Systems , 2007, Ambio.

[51]  Philip H. Page,et al.  Complexity theory, spatial simulation models, and land use dynamics in the Northern Ecuadorian Amazon , 2008 .

[52]  Xiaodong Chen,et al.  Linking social norms to efficient conservation investment in payments for ecosystem services , 2009, Proceedings of the National Academy of Sciences.

[53]  W. Hamilton,et al.  The evolution of cooperation. , 1984, Science.

[54]  Volker Grimm,et al.  Ecological models supporting environmental decision making: a strategy for the future. , 2010, Trends in ecology & evolution.

[55]  Alan M. MacEachren,et al.  Integrating scientific modeling and supporting dynamic hazard management with a GeoAgent-based representation of human-environment interactions: A drought example in Central Pennsylvania, USA , 2009, Environ. Model. Softw..

[56]  Peter Deadman,et al.  Exploring Demographic and Lot Effects in an ABM/LUCC of Agriculture in the Brazilian Amazon , 2012 .

[57]  Jianguo Liu,et al.  Utility of a psychological framework for carnivore conservation , 2012, Oryx.

[58]  E. Irwin,et al.  Theory, data, methods: developing spatially explicit economic models of land use change , 2001 .

[59]  William G. Axinn,et al.  Innovations in life history calendar applications , 1999 .

[60]  W. Arthur,et al.  Complexity and the economy , 2014, Science.

[61]  H. Mooney,et al.  Human Domination of Earth’s Ecosystems , 1997, Renewable Energy.

[62]  Li An,et al.  Agent-based modeling of the effects of social norms on enrollment in payments for ecosystem services. , 2012, Ecological modelling.

[63]  Li An,et al.  Modeling the spatio-temporal dynamics and interactions of households, landscapes, and giant panda habitat. , 2005 .

[64]  J. Messina,et al.  Dynamic Spatial Simulation Modeling of the Population — Environment Matrix in the Ecuadorian Amazon , 2005 .

[65]  William W. Taylor,et al.  A Framework for Evaluating the Effects of Human Factors on Wildlife Habitat: the Case of Giant Pandas , 1999 .

[66]  Steven M. Manson,et al.  Complexity Science, Complex Systems, and Land-Use Research , 2005 .

[67]  Hugh Kelley,et al.  Assessing the transition from deforestation to forest regrowth with an agent-based model of land cover change for south-central Indiana (USA) , 2008 .

[68]  D. Massey,et al.  Environmental change and out-migration: evidence from Nepal , 2010, Population and environment.

[69]  W. Axinn,et al.  Community Context, Land Use and First Birth. , 2010, Rural sociology.

[70]  Jianguo Liu,et al.  China's Road to Sustainability , 2010, Science.

[71]  Marco Janssen,et al.  Towards a Community Framework for Agent-Based Modelling , 2008, J. Artif. Soc. Soc. Simul..

[72]  Steven M. Manson,et al.  Case studies, cross-site comparisons, and the challenge of generalization: comparing agent-based models of land-use change in frontier regions , 2008, Journal of land use science.

[73]  Edward J. Rykiel,et al.  Testing ecological models: the meaning of validation , 1996 .

[74]  L. An,et al.  Modeling human decisions in coupled human and natural systems : Review of agent-based models , 2012 .

[75]  W. Parton,et al.  Land use change: complexity and comparisons , 2008, Journal of land use science.

[76]  Jianguo Liu,et al.  SIMULATING EFFECTS OF LANDSCAPE CONTEXT AND TIMBER HARVEST ON TREE SPECIES DIVERSITY , 1999 .

[77]  Jianguo Liu,et al.  Adolescents Leaving Parental Home: Psychosocial Correlates and Implications for Conservation , 2003 .

[78]  Stephen J. Walsh,et al.  An agent-based model of household dynamics and land use change , 2008 .

[79]  Steven C Bankes,et al.  Tools and techniques for developing policies for complex and uncertain systems , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[80]  W. V. Reid,et al.  Biodiversity hotspots. , 1998, Trends in ecology & evolution.

[81]  Li An,et al.  Analyzing Human–Landscape Interactions: Tools That Integrate , 2013, Environmental Management.

[82]  Steven L. Lytinen,et al.  Agent-based Simulation Platforms: Review and Development Recommendations , 2006, Simul..

[83]  C. S. Holling,et al.  Regime Shifts, Resilience, and Biodiversity in Ecosystem Management , 2004 .

[84]  Michael Monticino,et al.  Models of natural and human dynamics in forest landscapes: Cross-site and cross-cultural synthesis , 2008 .

[85]  Ashton M. Shortridge,et al.  Exploring Complexity in a Human–Environment System: An Agent-Based Spatial Model for Multidisciplinary and Multiscale Integration , 2005 .

[86]  Uta Berger,et al.  Pattern-Oriented Modeling of Agent-Based Complex Systems: Lessons from Ecology , 2005, Science.

[87]  Li An,et al.  Long-term effects of family planning and other determinants of fertility on population and environment: agent-based modeling evidence from Wolong Nature Reserve, China , 2010 .

[88]  Eduardo S Brondízio,et al.  Colonist Household Decisionmaking and Land-Use Change in the Amazon Rainforest: An Agent-Based Simulation , 2004 .

[89]  Robert L. Axtell,et al.  Effects of Interaction Topology and Activation Regime in Several Multi-Agent Systems , 2000, MABS.

[90]  Joshua M. Epstein,et al.  Agent-based computational models and generative social science , 1999, Complex..