An hBOA based methodology for the least cost design of real-life Water Distribution Systems

Proceedings of the Combined International Conference of Computing and Control for the Water Industry, CCWI2007 and Sustainable Urban Water Management, SUWM2007

Volumn , Issue , 2007, Pages 455-458

  Olsson, R J ^a   Kapelan, Z ^a   Savic, D ^a  

^a UNIVERSITY OF EXETER   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

BAYESIAN NETWORKS; BENCHMARKING; COSTS; DISTRIBUTED PARAMETER NETWORKS; EVOLUTIONARY ALGORITHMS; GENETIC ALGORITHMS; HIGHWAY BRIDGES; INFERENCE ENGINES; INTELLIGENT NETWORKS; LEARNING ALGORITHMS; PROBABILISTIC LOGICS; SPEECH ANALYSIS; WATER DISTRIBUTION SYSTEMS; WATER MANAGEMENT; WATER SUPPLY;

DECISION VARIABLES; DESIGN PROBLEMS; HIERARCHICAL BAYESIAN; LARGE NETWORKS; LEAST-COST DESIGNS; MASS AND ENERGY BALANCES; NEW YORK; OPTIMISATION; PRESSURE HEADS; PROBABILISTIC MODELS; QUALITY OF SOLUTIONS; SIMPLE GENETIC ALGORITHMS; WATER DISTRIBUTIONS;

STRUCTURAL DESIGN;

EID: 60749128435     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (18)

1. Aporntewan, C. and Chongstitvatana, P. 2004. "Chi-square matrix: An approach for building-block identification." Lecture notes in computer science 3321: 63-77.
2. Cooper, G. F. and Herskovits, E. H. 1992. "A Bayesian method for the induction of probabilistic networks from data." Machine Learning 9: 309-347.
3. Dandy, G. C., Simpson, A. R., et al. 1996. "An improved genetic algorithm for pipe network optimisation." Water Resources Research 32(2): 449-458.
4. Deb, K. and Goldberg, D. E. 1991. Analysing deception in trap-functions (IlliGAL Report No. 91009). Urbana, IL: University of Illinois at Urbana-Champaign, Illinois Genetic Algorithms Laboratory.
5. Kapelan, Z. S., Savic, D. A., et al. 2005. "Multiobjective design of water distribution systems under uncertainty." Water Resources Research 41.
6. Keedwell, E. and Khu, S.-T. 2006. "Novel Cellular Automata Approach to Optimal Water Distribution Network Design." Journal of Computing in Civil Engineering 20(1): 49-56.
7. Mühlenbein, H. and Paass, G. 1996. From Recombination of Genes to the Estimation of Distributions I. Binary Parameters. Proceedings of the 4th International Conference on Parallel Problem Solving from Nature Springer-Verlag.
8. Murphy, L., Dandy, G., et al. 1994. Optimum Design and Operation of Pumped Water Distribution Systems. Hydraulics Working with the Environment National Conference Publication, n 94 pt 1. Brisbane, Australia, Institute of Engineers: 149-155.
9. Olsson, R. I, Kapelan, Z. and Savic, D. A. 2007. The Design and Rehabilitation of Water Distribution Systems Using the Hierarchical Bayesian Optimisation Algorithm. Presented at the World Environmental and Water Resources Congress 2007.
10. Pearl, J. 1988. Probabilistic reasoning in intelligent systems: Networks of plausible inference. San Francisco, California, Morgan Kaufmann.
11. Pelikan, M. (2002). Bayesian Optimization Algorithm: From Single Level to Hierarchy, Thesis submitted to the University of Illinois at Urbana-Champaign. Also Illigal Report No. 2002023.
12. Pelikan, M. and Goldberg, D. E. 2000. Hierarchical Problem Solving by the Bayesian Optimization Algorithm (IlliGAL Report No. 2000002). Urbana, IL: University of Illinois at Urbana-Champaign, Illinois Genetic Algorithms Laboratory.
13. Pelikan, M., Goldberg, D. E., et al. 1999. BOA: The Bayesian optimization algorithm. Proceedings of the Genetic and Evolutionary Computation Conference.
14. Pelikan, M., Goldberg, D. E., et al. 2002. "A survey of optimisation by building and using probabilistic models." Computational Optimization and Applications 21(1): 5-20.
15. Pelikan, M. and Mühlenbein, H. 1999. The Bivariate Marginal Distribution Algorithm. Advances in Soft Computing - Engineering Design and Manufacturing, Springer-Verlag.
16. Pelikan, M., Sastry, K., et al. 2006. Sporadic model building for efficiency enhancement of hierarchical BOA Proceedings of the 8th annual conference on Genetic and evolutionary computation.
17. Savic, D. and Walters, G. 1997. "Genetic Algorithms for the Least-cost Design of Water Distribution Networks." Journal of Water Resources Planning and Management 123(2): 67-77.
18. Simpson, A. R., Dandy, G. C., et al. 1994. "Genetic Algorithms Compared to Other Techniques for Pipe Optimisation." Journal of Water Resources Planning and Management Division ASCE 120(4): 1589-1603.