MODELING ENVIRONMENTAL CRIME IN PROTECTED AREAS USING THE LEVEL SET METHOD

被引:7
作者
Arnold, D. J. [1 ]
Fernandez, D. [1 ]
Jia, R. [1 ]
Parkinson, C. [1 ]
Tonne, D. [2 ]
Yaniv, Y. [3 ]
Bertozzi, A. L. [1 ]
Osher, S. J. [1 ]
机构
[1] Univ Calif Los Angeles, Dept Math, Los Angeles, CA 90095 USA
[2] Calif State Univ Long Beach, Dept Math, Long Beach, CA 90840 USA
[3] Univ Maryland, Dept Math, College Pk, MD 20742 USA
关键词
level set method; Hamilton-Jacobi equation; environmental crime; ORDERED UPWIND METHODS; ALGORITHMS; CURVATURE;
D O I
10.1137/18M1205339
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
National parks often serve as hotspots for environmental crime such as illegal deforestation and animal poaching. Previous attempts to model environmental crime either were discrete and network-based or required very restrictive assumptions on the geometry of the protected region and made heavy use of radial symmetry. We formulate a level set method to track criminals inside a protected region which uses real elevation data to determine speed of travel, does not require any assumptions of symmetry, and can be applied to regions of arbitrary shape. In doing so, we design a Hamilton-Jacobi equation to describe movement of criminals while also incorporating the effects of patrollers who attempt to deter the crime. We discuss the numerical schemes that we use to solve this Hamilton-Jacobi equation. Finally, we apply our method to Yosemite National Park and Kangaroo Island, Australia, and design practical patrol strategies with the goal of minimizing the area that is affected by criminal activity.
引用
收藏
页码:802 / 821
页数:20
相关论文
共 28 条
[1]   Spatial modeling of extraction and enforcement in developing country protected areas [J].
Albers, H. J. .
RESOURCE AND ENERGY ECONOMICS, 2010, 32 (02) :165-179
[2]  
[Anonymous], 2017, QUANT GIS GEOGR INF
[3]  
[Anonymous], 1993, 931 NCGIA
[4]   Aircraft autolander safety analysis through optimal control-based reach set computation [J].
Bayen, Alexandre M. ;
Mitchell, Ian M. ;
Oishi, Meeko M. K. ;
Tomlin, Claire J. .
JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 2007, 30 (01) :68-77
[5]  
CHOW Y. T., 2017, ARXIV170402524
[6]  
CRANDALL MG, 1984, MATH COMPUT, V43, P1, DOI 10.1090/S0025-5718-1984-0744921-8
[8]  
Fang F., 2013, Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems, P957
[9]   PAWS - A Deployed Game-Theoretic Application to Combat Poaching [J].
Fang, Fei ;
Nguyen, Thanh H. ;
Pickles, Robert ;
Lam, Wai Y. ;
Clements, Gopalasamy R. ;
An, Bo ;
Singh, Amandeep ;
Schwedock, Brian C. ;
Tambe, Milind ;
Lemieux, Andrew .
AI MAGAZINE, 2017, 38 (01) :23-36
[10]   A review of level-set methods and some recent applications [J].
Gibou, Frederic ;
Fedkiw, Ronald ;
Osher, Stanley .
JOURNAL OF COMPUTATIONAL PHYSICS, 2018, 353 :82-109