Title :
Pavement management decision analysis using belief functions in valuation-based systems
Author :
Attoh-Okine, N.O.
Author_Institution :
Dept. of Civil & Environ. Eng., Florida Int. Univ., Miami, FL, USA
Abstract :
A valuation-based system (VBS) for belief-function theory is applied to pavement management system (PMS) decision-making. The VBS provides a general framework for representing knowledge and drawing inferences under uncertainty. A VBS network is constructed and potentials are introduced in the form of belief functions (or basic probability assignments) in a PMS decision-making environment. A valuation network is another method of representing and solving Bayesian decision problems. It is based on the framework of VBSs. Valuation networks depict decision variables, random variables, utility functions and information constraints. The solution method for the valuation network is called a fusion algorithm, and Dempster´s rule of combination can be successfully applied in this framework. It is shown that this approach can capture quantitative, qualitative and incomplete information in PMS decision-making
Keywords :
Bayes methods; belief maintenance; civil engineering computing; decision support systems; decision theory; inference mechanisms; knowledge representation; probability; traffic engineering computing; uncertainty handling; value engineering; Bayesian decision problems; Dempster´s combination rule; basic probability assignments; belief functions; decision analysis; decision variables; decision-making environment; fusion algorithm; incomplete information; inference; information constraints; knowledge representation; pavement management system; potentials; qualitative information; quantitative information; random variables; uncertainty; utility functions; valuation network; valuation-based systems; Bayesian methods; Cost accounting; Data analysis; Decision making; Decision trees; Engineering drawings; Engineering management; Information analysis; Random variables; Uncertainty;
Conference_Titel :
Uncertainty Modeling and Analysis, 1995, and Annual Conference of the North American Fuzzy Information Processing Society. Proceedings of ISUMA - NAFIPS '95., Third International Symposium on
Conference_Location :
College Park, MD
Print_ISBN :
0-8186-7126-2
DOI :
10.1109/ISUMA.1995.527706