id |
ddss2004_ra-129 |
authors |
Ma, L., Th. Arentze, A. Borgers, and H. Timmermans |
year |
2004 |
title |
Using Bayesian Decision Networks for Knowledge Representation under Conditions of Uncertainty in Multi-Agent Land Use Simulation Models |
source |
Van Leeuwen, J.P. and H.J.P. Timmermans (eds.) Recent Advances in Design & Decision Support Systems in Architecture and Urban Planning, Dordrecht: Kluwer Academic Publishers, ISBN 1-4020-24088, p. 129-144 |
summary |
Land suitability analysis typically involves the assessment of the suitability of land units without knowing the future spatial distribution of land use. Traditional planning techniques have used “algebraic equations” to express land suitability as a weighted function of suitability scores across multiple criteria. However, the existing multi-criteria evaluation methods do not systematically account for uncertainty about the land use in adjacent and other cells. This paper proposes an alternative approach to land suitability analysis that does address the problem of uncertainty. In particular, Bayesian decision networks are suggested as a means of knowledge representation for agents in a multi-agent land use simulation system. Bayesian decision networks model the uncertainty in terms of probabilities specified in the network representing the expertise of specialists with respect to specific land uses. This paper discusses the approach and illustrates its use in the context of a retail agent. |
keywords |
Land Suitability Analysis, Multi-Agents, Knowledge Representation, Bayesian Decision Networks |
series |
DDSS |
full text |
file.pdf (248,103 bytes) |
references |
Content-type: text/plain
|
Ames, D. (2002)
Bayesian decision networks for watershed management
, PhD dissertation, Utah State University, Logan, Utah, USA, pp.31-74
|
|
|
|
Carver, S.J (1991)
Integrating multi-criteria evaluation with geographic information systems
, International Journal of Geographical Information Systems 5, p.321-339
|
|
|
|
Dijkstra, J., H. Timmermans and B. de Vries (2000)
Towards a multi-agent system for visualizing simulated behavior within the built environment
, Proceedings of the 5 th international conference on Design and Decision Support Systems in urban planning. Nijkerk, the Netherlands, August, 22~25, 2000
|
|
|
|
Fabos, J. (1985)
Land-use planning from global to local challenge
, Chapman and Hall, London
|
|
|
|
Fedra, K. and R. Reitsma (1990)
Decision support and geographic information systems
, Scholten and Stillwell (eds.) Geographic information systems for urban and Regional Planning, Kluwer, Dordrecht, the Netherlands, p.177-188
|
|
|
|
Hossain, H. (1989)
Use of computers in urban planning and management
, Proceedings of the international conference on computers in urban planning and urban management (CUPUM), Hong Kong, August 22-25, 1989, pp427-438
|
|
|
|
Jankowsk, P. (1995)
Integrating geographic information systems and multi-criteria decisionmaking methods
, International Journal of Geographical Information Systems 9, p.251273
|
|
|
|
Kim, T., L. Wiggins and J. Wright (eds) (1990)
Expert Systems: applications to urban planning
, Berlin: Springer, 1990
|
|
|
|
Lin, H., Q. Wan, X. Li, J. Chan and Y. Kong (1997)
GIS-based multi-criteria evaluation for investment environments
, Environment and Planning B: Planning and Design 24, p. 403-414
|
|
|
|
Maes, P. (1994)
Agents that reduce work and information overloaded
, Communications of the ACM, 37(7), 1994, pp. 31-40
|
|
|
|
Malczewski, J. (1999)
GIS and Multi-criteria decision analysis
, Wiley, London
|
|
|
|
Malczweski, J. (1996)
A GIS-based approach to multi-criteria group decision-making
, International Journal of Geographical Information Systems 10, p.955-997
|
|
|
|
Neapolitan, R.E. (1990)
Probabilistic Reasoning in Expert Systems: Theory and Algorithms
, John Wiley & Sons, New York
|
|
|
|
Pereira J. M.C. and L. Duckstein (1993)
A multi-criteria decision-making approach to GISbased land suitability evaluation
, International Journal of Geographical Information Systems 7, p.407-424
|
|
|
|
Ravi (2000)
Information-model for environment planning
, IMRO (in Dutch). Ravi publication 00-06, 2000. Amersfoort, The Netherlands
|
|
|
|
Saarloos, D., T. Arentze, A. Borgers and H. Timmermans, H. (2001)
Introducing MultiAgents in an integrated GIS/VR system for supporting urban planning and design decisions
, Proceedings (CD-Rom) of 7th international conference on computers in urban planning and urban management (CUPUM), Hawaii, USA. July 18-20, 2001
|
|
|
|
Wooldridge, M. J. and N.R. Jennings (1995)
Intelligent agents: theory and practice
, Knowledge Engineering Review, 10(2), 1995, pp. 115-152
|
|
|
|
Yeh, A. and X. Shi (1999)
Applying case-based reasoning to urban planning: a new planning support system tool
, Environment and Planning B: Planning and Design, 26(1), pp. 101-115
|
|
|
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last changed |
2004/07/03 22:13 |
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