Robust network design for multispecies conservation

作者: Ronan Le Bras , Michael K. Schwartz , Carla P. Gomes , Kevin S. McKelvey , Yexiang Xue

DOI:

关键词: Management scienceWildlife conservationLandscape connectivityNetwork planning and designMathematical optimizationComputer scienceRobustness (computer science)Disjoint sets

摘要: Our work is motivated by an important network design application in computational sustainability concerning wildlife conservation. In the face of human development and climate change, it that conservation plans for protecting landscape connectivity exhibit certain level robustness. While previous has focused on strategies result a connected habitat reserves, robustness proposed solutions not been taken into account. order to address this aspect, we formalize problem as node-weighted bi-criteria with requirements number disjoint paths between pairs nodes. most survivable objective minimize cost selected network, our goal optimize quality within specified budget, while meeting requirements. We characterize complexity under different restrictions. provide mixed-integer programming encoding allows finding optimality guarantees, well hybrid local search method better scaling behavior but no guarantees. evaluate typical-case performance approaches using synthetic benchmark, apply them large-scale real-world wolverine lynx populations U.S. Rocky Mountains (Montana).

参考文章(32)
David Pisinger, Stefan Ropke, Large Neighborhood Search Springer, Boston, MA. pp. 399- 419 ,(2010) , 10.1007/978-1-4419-1665-5_13
David E. Calkin, Michael K. Schwartz, Carla P. Gomes, Kevin S. McKelvey, Claire A. Montgomery, Katherine J. Lai, The steiner multigraph problem: wildlife corridor design for multiple species national conference on artificial intelligence. pp. 1357- 1364 ,(2011)
Bistra Dilkina, Carla P. Gomes, Solving Connected Subgraph Problems in Wildlife Conservation Integration of AI and OR Techniques in Constraint Programming for Combinatorial Optimization Problems. ,vol. 6140, pp. 102- 116 ,(2010) , 10.1007/978-3-642-13520-0_14
Patrick Prosser, Chris Unsworth, A Connectivity Constraint using Bridges european conference on artificial intelligence. pp. 707- 708 ,(2006)
Jon Conrad, Carla P. Gomes, Willem-Jan van Hoeve, Ashish Sabharwal, Jordan Suter, Connections in Networks: Hardness of Feasibility Versus Optimality integration of ai and or techniques in constraint programming. pp. 16- 28 ,(2007) , 10.1007/978-3-540-72397-4_2
Ronan Le Bras, Michael K. Schwartz, Jordan Suter, Carla P. Gomes, Kevin S. McKelvey, Yexiang Xue, Claire Montgomery, Ashish Sabharwal, Bistra Dilkina, Katherine Lai, Large landscape conservation: synthetic and real-world datasets national conference on artificial intelligence. pp. 1369- 1372 ,(2013)
Ilkka Hanski, Otso Ovaskainen, The metapopulation capacity of a fragmented landscape Nature. ,vol. 404, pp. 755- 758 ,(2000) , 10.1038/35008063
Ehl Emile Aarts, Mga Marco Verhoeven, Mem Maurice Severens, Local search for Steiner tree problems in graphs Modern Heuristic Search Methods. pp. 117- 129 ,(1996)
Carla P. Gomes, Willem-Jan van Hoeve, Ashish Sabharwal, Connections in Networks: A Hybrid Approach Integration of AI and OR Techniques in Constraint Programming for Combinatorial Optimization Problems. pp. 303- 307 ,(2008) , 10.1007/978-3-540-68155-7_27
Steven J. Phillips, Paul Williams, Guy Midgley, Aaron Archer, Optimizing dispersal corridors for the Cape Proteaceae using network flow. Ecological Applications. ,vol. 18, pp. 1200- 1211 ,(2008) , 10.1890/07-0507.1