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Treatment of uncertainty in hydroiogic modeling: Handling conflict using Dempster-Shafer theory of evidence

Citation

Zargar, A and Sadiq, R and Naser, B and Khan, FI, Treatment of uncertainty in hydroiogic modeling: Handling conflict using Dempster-Shafer theory of evidence, Proceedings of the Annual Conference of the Canadian Society for Civil Engineering 2010, CSCE 2010, 9-12 June 2010, Winnipeg, Manitoba, Canada, pp. 317-326. ISBN 9781617389061 (2010) [Refereed Conference Paper]

Abstract

The study of uncertainty has become an integral part of water resources research due to its impacts on decision-making. In addition to traditional probabilistic approaches, studies increasingly incorporate newer methods such as the fuzzy set theory for a more comprehensive treatment of uncertainty. Such methods are capable of addressing uncertainties such as vagueness and ambiguity for which probabilistic methods have either been found inappropriate or impossible. The Dempster-Shafer theory (DST) of evidence can handle different types of uncertainty in a formal unified framework. This work uses DST to reduce conflict in hydroiogic data by fusion. Data fusion is carried out using three DST combination rules: Dempster-Shafer, Yager and the sixth proportional conflict redistributing rule (PCR6). This paper is concluded with a number of recommendations regarding the use of DST framework in general, as well as some remarks about the outcome from each combination rule.

Item Details

Item Type:Refereed Conference Paper
Keywords:Combination rules; Dempster-shafer; Dempster-Shafer theory; Dempster-shafer theory of evidence; Integral part; Probabilistic approaches; Probabilistic methods; Unified framework; Civil engineering; Data fusion; Decision making; Fuzzy logic
Research Division:Engineering
Research Group:Maritime Engineering
Research Field:Ocean Engineering
Objective Division:Mineral Resources (excl. Energy Resources)
Objective Group:Environmentally Sustainable Mineral Resource Activities
Objective Field:Environmentally Sustainable Mineral Resource Activities not elsewhere classified
Author:Khan, FI (Professor Faisal Khan)
ID Code:94566
Year Published:2010
Deposited By:NC Maritime Engineering and Hydrodynamics
Deposited On:2014-09-11
Last Modified:2014-09-11
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