Decreasing Computational Time of Urban Cellular Automata Through Model Portability

作者: Charles Dietzel , Keith C. Clarke

DOI: 10.1007/S10707-006-7579-0

关键词:

摘要: This paper investigates how portability of a model between different computer operating systems can lead to increased efficiency in code execution. The problem is not trivial one, as many geographic models are designed be run inside set environment (Unix, Solaris, Linux, and Windows), further limited by hardware constraints. SLEUTH urban growth [K.C Clarke, S. Hoppen, L. Gaydos. "A self-modifying cellular automaton historical urbanization the San Francisco Bay area", Environment Planning B, 24:247---261, 1997.] was implemented under three (Solaris, Windows). Results suggest that model's performance optimized porting it from its original (Unix/Solaris) Linux or Windows where faster processors available. While results show optimization performance, there some suggestions computational bottlenecks may eventually limit model. Regardless, research demonstrates only decrease computation time, but increase viability practical applications attract wider user base.

参考文章(15)
Bas Straatman, Roger White, Guy Engelen, Towards an automatic calibration procedure for constrained cellular automata Computers, Environment and Urban Systems. ,vol. 28, pp. 149- 170 ,(2004) , 10.1016/S0198-9715(02)00068-6
Douglass B. Lee, Retrospective on Large-Scale Urban Models Journal of The American Planning Association. ,vol. 60, pp. 35- 40 ,(1994) , 10.1080/01944369408975549
Douglass B. Lee, Requiem for Large-Scale Models Journal of The American Planning Association. ,vol. 39, pp. 163- 178 ,(1973) , 10.1080/01944367308977851
KEITH C. CLARKE, LEONARD J. GAYDOS, Loose-coupling a cellular automaton model and GIS: long-term urban growth prediction for San Francisco and Washington/Baltimore. International Journal of Geographical Information Science. ,vol. 12, pp. 699- 714 ,(1998) , 10.1080/136588198241617
Claire A Jantz, Scott J Goetz, Mary K Shelley, Using the Sleuth Urban Growth Model to Simulate the Impacts of Future Policy Scenarios on Urban Land Use in the Baltimore-Washington Metropolitan Area: Environment and Planning B-planning & Design. ,vol. 31, pp. 251- 271 ,(2004) , 10.1068/B2983
Geoffrey Caruso, Mark Rounsevell, George Cojocaru, Exploring a spatio-dynamic neighbourhood-based model of residential behaviour in the Brussels periurban area International Journal of Geographical Information Science. ,vol. 19, pp. 103- 123 ,(2005) , 10.1080/13658810410001713371
Stan Geertman, John Stillwell, Planning support systems: an inventory of current practice Computers, Environment and Urban Systems. ,vol. 28, pp. 291- 310 ,(2004) , 10.1016/S0198-9715(03)00024-3
Fulong Wu, Calibration of stochastic cellular automata: the application to rural-urban land conversions International Journal of Geographical Information Science. ,vol. 16, pp. 795- 818 ,(2002) , 10.1080/13658810210157769
Xia Li, Anthony Gar-On Yeh, CALIBRATION OF CELLULAR AUTOMATA BY USING NEURAL NETWORKS FOR THE SIMULATION OF COMPLEX URBAN SYSTEMS Environment and Planning A. ,vol. 33, pp. 1445- 1462 ,(2001) , 10.1068/A33210
E.A Silva, K.C Clarke, Calibration of the SLEUTH urban growth model for Lisbon and Porto, Portugal Computers, Environment and Urban Systems. ,vol. 26, pp. 525- 552 ,(2002) , 10.1016/S0198-9715(01)00014-X