A method to dynamically subdivide parcels in land use change models

Spatial simulation models have become a popular tool in studying land use/land cover (LULC) change. An important, yet largely overlooked process in such models is the land subdivision, which is known to govern LULC change and landscape restructuring to a large extent. To fill this gap, we propose an efficient and straightforward method to simulate dynamic land subdivision in LULC change models. Key features in the proposed method are implementing a hierarchical landscape where adjacent cells of the same LULC type form patches, patches form properties, and properties form the landscape and incorporating real subdivision layouts. Furthermore, we use a queue-based modified flood-fill algorithm to dynamically reset LULC patches following a subdivision. The proposed subdivision method is demonstrated in action using a prototype agent-based LULC model developed for an amenity landscape in Australia. Results show that it is computationally feasible to run the subdivision method even as spatial resolution is increased, thus providing a proven means for spatial simulation models to dynamically split parcel land.

[1]  Michael Batty,et al.  Possible Urban Automata , 1997 .

[2]  Bryan C. Pijanowski,et al.  Assessing Multiagent Parcelization Performance in the MABEL Simulation Model Using Monte Carlo Replication Experiments , 2007 .

[3]  M. Janssen,et al.  Multi-Agent Systems for the Simulation of Land-Use and LandCover Change : A Review , 2002 .

[4]  Niandry Moreno,et al.  Biocomplexity of deforestation in the Caparo tropical forest reserve in Venezuela: An integrated multi-agent and cellular automata model , 2007, Environ. Model. Softw..

[5]  M. Porter Competitive Advantage: Creating and Sustaining Superior Performance , 1985 .

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

[7]  Matthias Ruth,et al.  Using Dynamic Modeling to Scope Environmental Problems and Build Consensus , 1998, Environmental management.

[8]  Brad J. Cox,et al.  Object-oriented programming ; an evolutionary approach , 1986 .

[9]  Jianyu Yang,et al.  Simulation of land use spatial pattern of towns and villages based on CA-Markov model , 2011, Math. Comput. Model..

[10]  Anna L. Haines,et al.  Parcelization: Forest Change Agent in Northern Wisconsin , 2011 .

[11]  David P. Roy,et al.  Identifying individual fires from satellite-derived burned area data , 2009, 2009 IEEE International Geoscience and Remote Sensing Symposium.

[12]  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..

[13]  Roger White,et al.  The Use of Constrained Cellular Automata for High-Resolution Modelling of Urban Land-Use Dynamics , 1997 .

[14]  Dawn C. Parker,et al.  Measuring pattern outcomes in an agent-based model of edge-effect externalities using spatial metrics , 2004 .

[15]  Ryosuke Shibasaki,et al.  Modelling the Spatial Distribution of Shifting Cultivation in Luangprabang, Lao PDR , 2007 .

[16]  J. Gareth Polhill,et al.  Agent-based land-use models: a review of applications , 2007, Landscape Ecology.

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

[18]  P. Torrens,et al.  Geosimulation: Automata-based modeling of urban phenomena , 2004 .

[19]  Christopher Bone,et al.  Evaluating Spatio-temporal Complexities of Forest Management: An Integrated Agent-based Modeling and GIS Approach , 2009 .

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

[21]  Laurie A. Chisholm,et al.  Stewardship among lifestyle oriented rural landowners , 2010 .

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

[23]  Hong S. He,et al.  Simulating private land ownership fragmentation in the Missouri Ozarks, USA , 2006, Landscape Ecology.

[24]  Suzana Dragicevic,et al.  A GIS-Based Irregular Cellular Automata Model of Land-Use Change , 2007 .

[25]  Michael J. Clay Developing an integrated land-use/transportation model for small to medium-sized cities: case study of Montgomery, Alabama , 2010 .

[26]  Brian Muller,et al.  Residential Location and the Biophysical Environment: Exurban Development Agents in a Heterogeneous Landscape , 2007 .

[27]  Inés Santé Riveira,et al.  A Review of Rural Land-Use Planning Models , 2006 .

[28]  G. Hugo Sea change: Movement from metropolitan to arcadian Australia , 2006 .

[29]  Max Nielsen-Pincus,et al.  Predicting land use change: comparison of models based on landowner surveys and historical land cover trends , 2008, Landscape Ecology.

[30]  A. Curtis,et al.  Taking Over the Reins: Trends and Impacts of Changes in Rural Property Ownership , 2010 .

[31]  Thomas Berger,et al.  An agent-based simulation model of human-environment interactions in agricultural systems , 2011, Environ. Model. Softw..

[32]  Juergen Braun,et al.  Linking the physical and the socio-economic compartments of an integrated water and land use management model on a river basin scale using an object-oriented water supply model , 2005 .

[33]  Michael J. North,et al.  Experiences creating three implementations of the repast agent modeling toolkit , 2006, TOMC.

[34]  Lauren N. Costello Going Bush: the Implications of Urban‐Rural Migration , 2007 .

[35]  Yang Wang,et al.  Simulating multiple class urban land-use/cover changes by RBFN-based CA model , 2011, Comput. Geosci..

[36]  Daniel G. Brown,et al.  Environment and Planning B: Planning and Design 2005, volume 32, pages 799^820 DOI:10.1068/b3071 , 2005 .

[37]  Keith C. Clarke,et al.  The Use of Scenarios in Land-Use Planning , 2003 .

[38]  Daniel G. Aliaga,et al.  Visualization of Simulated Urban Spaces: Inferring Parameterized Generation of Streets, Parcels, and Aerial Imagery , 2009, IEEE Transactions on Visualization and Computer Graphics.

[39]  Michael Batty,et al.  Urban Systems as Cellular Automata , 1997 .

[40]  Jr. Delphis F. Levia,et al.  The Use of Cluster Analysis in Distinguishing Farmland Prone to Residential Development: A Case Study of Sterling, Massachusetts , 2000, Environmental management.

[41]  Xia Li,et al.  Discovering and evaluating urban signatures for simulating compact development using cellular automata , 2008 .

[42]  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 .

[43]  Tanja Tötzer,et al.  Modeling growth and densification processes in sub-urban regions – simulation of landscape transition with spatial agents , 2005 .

[44]  Paul Schot,et al.  Land use change modelling: current practice and research priorities , 2004 .

[45]  Alfons Balmann,et al.  Land Markets In Agent Based Models Of Structural Change , 2008 .

[46]  Arnold K. Bregt,et al.  The dynamics of shifting cultivation captured in an extended Constrained Cellular Automata land use model , 2009 .

[47]  Jesse Abrams,et al.  Amenity migration: diverse conceptualizations of drivers, socioeconomic dimensions, and emerging challenges , 2011 .

[48]  S. Gilbertz,et al.  Writing the New West: A Critical Review. , 2009 .

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

[50]  G. Anstey Unplanned rural living and its policy implications: some findings from Bundaberg, Australia. , 2009 .

[51]  Laurie A. Chisholm,et al.  An automated land subdivision tool for urban and regional planning: Concepts, implementation and testing , 2011, Environ. Model. Softw..

[52]  Xia Li,et al.  Simulating complex urban development using kernel-based non-linear cellular automata , 2008 .

[53]  Emerging amenity landscapes: Invasive weeds and land subdivision in rural Australia , 2009 .

[55]  Anthony J. Jakeman,et al.  Best Paper Awards for 2005 , 2007, Environ. Model. Softw..

[56]  Laurie A. Chisholm,et al.  A conceptual model of ecological connectivity in the Shellharbour Local Government Area, New South Wales, Australia , 2008 .

[57]  Marco A. Janssen,et al.  An adaptive agent model for analysing co-evolution of management and policies in a complex rangeland system , 2000 .

[58]  J. Holmes,et al.  Impulses towards a Multifunctional Transition in Rural Australia: Gaps in the Research Agenda. , 2006 .

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