Simulating Forest Cover Changes of Bannerghatta National Park Based on a CA-Markov Model: A Remote Sensing Approach

Establishment of protected areas (PA) has been one of the leading tools in biodiversity conservation. Globally, these kinds of conservation interventions have given rise to an increase in PAs as well as the need to empirically evaluate the impact of these PAs on forest cover. Few of these empirical evaluations have been geared towards comparison of pre and post policy intervention landscapes. This paper provides a method to empirically evaluate such pre and post policy interventions by using a cellular automata-Markov model. This method is tested using remotely sensed data of Bannerghatta National park (BNP) and its surrounding, which have experienced various national level policy interventions (Indian National Forest Policy of 1988) and rapid land cover change between 1973 and 2007. The model constructs a hypothetical land cover scenario of BNP and its surroundings (1999 and 2007) in the absence of any policy intervention, when in reality there has been a significant potential policy intervention effect. The models predicted a decline in native forest cover and an increase in non forest cover post 1992 whereas the actual observed landscape experienced the reverse trend where after an initial decline from 1973 to 1992, the forest cover in BNP is towards recovery post 1992. Furthermore, the models show a higher deforestation and lower reforestation than the observed deforestation and reforestation patterns for BNP post 1992. Our results not only show the implication of national level policy changes on forest cover but also show the usefulness of our method in evaluating such conservation efforts.

[1]  Matthew E. Watts,et al.  Effectiveness of protected areas in north-eastern New South Wales: recent trends in six measures , 2002 .

[2]  Yu Chang,et al.  Land Use and Land Cover Change Analysis and Prediction in the Upper Reaches of the Minjiang River, China , 2009, Environmental management.

[3]  John C. Briggs,et al.  The biogeographic and tectonic history of India , 2003 .

[4]  L. Joppa,et al.  Reassessing the forest impacts of protection , 2010, Annals of the New York Academy of Sciences.

[5]  Kathleen M. Bergen,et al.  Forested land-cover patterns and trends over changing forest management eras in the Siberian Baikal region , 2009 .

[6]  Thomas Maxwell,et al.  Patuxent landscape model: integrated ecological economic modeling of a wathershed , 1999, Environ. Model. Softw..

[7]  K. Brandon,et al.  The role of protected areas in conserving biodiversity and sustaining local livelihoods , 2005 .

[8]  Lauren Coad,et al.  State of the world's protected areas 2007: an annual review of global conservation progress , 2008 .

[9]  T. Rudel,et al.  The political ecology of conserving tropical rain forests: a cross-national analysis , 2000 .

[10]  Matthew E. Watts,et al.  Effectiveness of the global protected area network in representing species diversity , 2004, Nature.

[11]  Robert Gilmore Pontius,et al.  Comparison of the structure and accuracy of two land change models , 2005, Int. J. Geogr. Inf. Sci..

[12]  K. Seto,et al.  Modeling Land Use and Land Cover Change , 2012 .

[13]  Alan Grainger,et al.  The Bigger Picture – Tropical Forest Change in Context, Concept and Practice , 2009 .

[14]  Policy Division Our Common Journey:: A Transition Toward Sustainability , 1999 .

[15]  Jonathan Silvertown,et al.  Cellular Automaton Models of Interspecific Competition for Space--The Effect of Pattern on Process , 1992 .

[16]  E. Lambin,et al.  Proximate Causes and Underlying Driving Forces of Tropical Deforestation , 2002 .

[17]  Gretchen C. Daily,et al.  Integrity and isolation of Costa Rica's national parks and biological reserves: examining the dynamics of land-cover change , 2003 .

[18]  R. G. Pontlus Quantification Error Versus Location Error in Comparison of Categorical Maps , 2006 .

[19]  E. Lambin,et al.  Quantifying processes of land-cover change by remote sensing: Resettlement and rapid land-cover changes in south-eastern Zambia , 2001 .

[20]  M. Poffenberger,et al.  Village voices, forest choices: joint forest management in India. , 1998, The Journal of Asian Studies.

[21]  Luca Bracchetti,et al.  Land-cover changes in a remote area of central Apennines (Italy) and management directions , 2012 .

[22]  Eric F. Lambin,et al.  Modelling and monitoring land-cover change processes in tropical regions , 1997 .

[23]  L. Hubert‐Moy,et al.  MODELING AND PROJECTING LAND-USE AND LAND-COVER CHANGES WITH A CELLULAR AUTOMATON IN CONSIDERING LANDSCAPE TRAJECTORIES: AN IMPROVEMENT FOR SIMULATION OF PLAUSIBLE FUTURE STATES , 2005 .

[24]  A tale of two roads: Land tenure, poverty, and politics on the Guatemalan frontier - eScholarship , 2006 .

[25]  Elinor Ostrom,et al.  Collective Action, Property Rights, and Decentralization in Resource Use in India and Nepal , 2001 .

[26]  M. Spalding,et al.  Measuring the extent and effectiveness of protected areas as an indicator for meeting global biodiversity targets , 2005, Philosophical Transactions of the Royal Society B: Biological Sciences.

[27]  Ruth S. DeFries,et al.  Conservation and management in human-dominated landscapes: Case studies from India , 2010 .

[28]  Taylor H. Ricketts,et al.  The Convention on Biological Diversity's 2010 Target , 2005, Science.

[29]  S. Srinivasan Linking land use and transportation in a rapidly urbanizing context: A study in Delhi, India , 2005 .

[30]  Jane Southworth,et al.  Modeling Spatially and Temporally Complex Land-Cover Change: The Case of Western Honduras* , 2004, The Professional Geographer.

[31]  Kor de Jong,et al.  A method to analyse neighbourhood characteristics of land use patterns , 2004, Comput. Environ. Urban Syst..

[32]  H. Nagendra,et al.  Land cover change and landscape fragmentation—comparing the utility of continuous and discrete analyses for a western Honduras region , 2004 .

[33]  Thomas Maxwell,et al.  Development of a general ecosystem model for a range of scales and ecosystems , 1996 .

[34]  Giles M. Foody,et al.  Status of land cover classification accuracy assessment , 2002 .

[35]  Jane Southworth,et al.  Accessibility, Demography and Protection: Drivers of Forest Stability and Change at Multiple Scales in the Cauvery Basin, India , 2010, Remote. Sens..

[36]  G A da Fonseca,et al.  Effectiveness of parks in protecting tropical biodiversity. , 2001, Science.

[37]  H. Nagendra,et al.  Landscapes of Protection: Forest Change and Fragmentation in Northern West Bengal, India , 2009, Environmental management.

[38]  C. Wessman,et al.  Textural Analysis of Historical Aerial Photography to Characterize Woody Plant Encroachment in South African Savanna , 1998 .

[39]  Michael R. Muller,et al.  A Markov model of land-use change dynamics in the Niagara Region, Ontario, Canada , 1994, Landscape Ecology.

[40]  Ryan E. Galt,et al.  Globalization and Multi-spatial Trends in the Coverage of Protected-Area Conservation (1980–2000) , 2004, Ambio.

[41]  Charles M Schweik,et al.  Retrieving Land-Cover Change Information from Landsat Satellite Images by Minimizing Other Sources of Reflectance Variability , 2005 .

[42]  John R. Jensen,et al.  Introductory Digital Image Processing: A Remote Sensing Perspective , 1986 .

[43]  H. Nagendra,et al.  Forest fragmentation and regrowth in an institutional mosaic of community, government and private ownership in Nepal , 2007, Landscape Ecology.

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

[45]  P. Ferraro,et al.  Measuring the effectiveness of protected area networks in reducing deforestation , 2008, Proceedings of the National Academy of Sciences.

[46]  Drivers of regrowth in South Asia's human impacted forests. , 2009 .

[47]  Lucas N Joppa,et al.  On the protection of “protected areas” , 2008, Proceedings of the National Academy of Sciences.

[48]  H. Nagendra,et al.  People within parks—forest villages, land-cover change and landscape fragmentation in the Tadoba Andhari Tiger Reserve, India , 2006 .

[49]  E. Lambin,et al.  Land-Cover-Change Trajectories in Southern Cameroon , 2000 .

[50]  Marc Hockings,et al.  Evaluating effectiveness : a framework for assessing the management of protected areas , 2000 .

[51]  J. Southworth,et al.  Evaluation of conservation interventions using a cellular automata-Markov model , 2010 .

[52]  G. Asner,et al.  Land-Use Allocation Protects the Peruvian Amazon , 2007, Science.

[53]  Qihao Weng Land use change analysis in the Zhujiang Delta of China using satellite remote sensing, GIS and stochastic modelling. , 2002, Journal of environmental management.

[54]  R. Solé,et al.  The DivGame Simulator: a stochastic cellular automata model of rainforest dynamics , 2000 .

[55]  Kent H. Redford,et al.  Parks in peril : people, politics, and protected areas , 2001 .

[56]  Eric F. Lambin,et al.  Forest transitions: towards a global understanding of land use change , 2005 .

[57]  Alexander Strickland Pfaff Talikoff What Drives Deforestation in the Brazilian Amazon? Evidence from Satellite and Socioeconomic Data , 1996 .

[58]  F. Ferretti,et al.  The Fate of Priority Areas for Conservation in Protected Areas: A Fine-Scale Markov Chain Approach , 2011, Environmental management.

[59]  J. Cohen,et al.  Modeling Biological Systems. Principles and Applications , 1997 .

[60]  H. Nagendra,et al.  Reforestation: Challenges and Themes in Reforestation Research , 2009 .

[61]  Sean Pascoe,et al.  Management Objective Importance in Fisheries: An Evaluation Using the Analytic Hierarchy Process (AHP) , 2004, Environmental management.

[62]  Jane Southworth,et al.  Introduction to the special issue: Are parks working? Exploring human–environment tradeoffs in protected area conservation , 2006 .

[63]  K. Rutchey,et al.  Fire simulations in the Everglades Landscape using parallel programming , 1996 .

[64]  M. J. Hatcher,et al.  Modeling Biological Systems: Principles and Applications , 1997 .

[65]  Kasper Kok,et al.  Mixed methods in land change research: towards integration , 2012 .

[66]  H. H. Shugart,et al.  Ecological Modeling of Landscape Dynamics , 1983 .

[67]  J. Southworth,et al.  Dwindling resources and fragmentation of landscapes around parks: wetlands and forest patches around Kibale National Park, Uganda , 2009, Landscape Ecology.

[68]  P. Ferraro,et al.  Park Location Affects Forest Protection: Land Characteristics Cause Differences in Park Impacts across Costa Rica , 2009 .

[69]  Harini Nagendra,et al.  Do Parks Work? Impact of Protected Areas on Land Cover Clearing , 2008, Ambio.

[70]  Pedro Cabral,et al.  Urban Sprawl Analysis and Modeling in Asmara, Eritrea , 2011, Remote. Sens..

[71]  M. Brambilla,et al.  Glorious past, uncertain present, bad future? Assessing effects of land-use changes on habitat suitability for a threatened farmland bird species , 2010 .

[72]  G. Ramos-Fernández,et al.  Biodiversity conservation, traditional agriculture and ecotourism: Land cover/land use change projections for a natural protected area in the northeastern Yucatan Peninsula, Mexico , 2007 .

[73]  D. Nepstad,et al.  Inhibition of Amazon Deforestation and Fire by Parks and Indigenous Lands , 2006, Conservation biology : the journal of the Society for Conservation Biology.

[74]  Taylor H. Ricketts,et al.  Explaining the global pattern of protected area coverage: relative importance of vertebrate biodiversity, human activities and agricultural suitability , 2008 .

[75]  Marco Ciolli,et al.  Monitoring spatial and temporal pattern of Paneveggio forest (northern Italy) from 1859 to 2006 , 2010 .

[76]  Jane Southworth,et al.  Monitoring Parks Through Remote Sensing: Studies in Nepal and Honduras , 2004, Environmental management.

[77]  R. Tibshirani,et al.  Generalized Additive Models , 1986 .

[78]  Eric F. Lambin,et al.  Spatial modelling of deforestation in southern Cameroon - Spatial disaggregation of diverse deforestation processes , 1997 .

[79]  A. Angelsen,et al.  Rethinking the causes of deforestation: lessons from economic models. , 1999, The World Bank research observer.

[80]  Alexander Zamyatin,et al.  MARKOV PROCESSES IN MODELING LAND USE AND LAND COVER CHANGES IN SINTRA-CASCAIS, PORTUGAL , 2009 .

[81]  David O. Wallin,et al.  Introduction to Markov Models , 2002 .

[82]  W. Baker A review of models of landscape change , 1989, Landscape Ecology.

[83]  F. Sklar,et al.  The development of dynamic spatial models for landscape ecology: a review and prognosis , 1991 .

[84]  Stephen J. Walsh,et al.  2.5D Morphogenesis: modeling landuse and landcover dynamics in the Ecuadorian Amazon , 2001, Plant Ecology.

[85]  Robert Gilmore Pontius,et al.  Useful techniques of validation for spatially explicit land-change models , 2004 .

[86]  Tommaso Sitzia,et al.  Natural reforestation is changing spatial patterns of rural mountain and hill landscapes: A global overview , 2010 .

[87]  Steven M. Manson,et al.  Agent-based dynamic spatial simulation of land-use / cover change in the Yucatán peninsula , Mexico GIS / EM 4 , 2002 .

[88]  J. Mcneely,et al.  Expanding Partnerships in Conservation , 1996 .

[89]  S. Qian,et al.  Examining conservation attitudes, perspectives, and challenges in India , 2008 .

[90]  Keith C. Clarke,et al.  Loose-Coupling a Cellular Automaton Model and GIS: Long-Term Urban Growth Prediction for San Francisco and Washington/Baltimore , 1998, Int. J. Geogr. Inf. Sci..

[91]  K. Shadan,et al.  Available online: , 2012 .

[92]  Lucas Joppa,et al.  Expansion of the global terrestrial protected area system. , 2009 .

[93]  A. Burnicki,et al.  Stochastic Simulation of Land-Cover Change Using Geostatistics and Generalized Additive Models , 2002 .

[94]  R. DeFries,et al.  INCREASING ISOLATION OF PROTECTED AREAS IN TROPICAL FORESTS OVER THE PAST TWENTY YEARS , 2005 .