Title :
Information fusion and discounting techniques for decision support in Aerospace
Author :
Browne, Fiona ; Yan Jin ; Bell, David ; Weiru Liu ; Higgins, C. ; Rooney, Niall ; Hui Wang
Author_Institution :
Sch. of Mech. & Aerosp. Eng., Queen´s Univ. Belfast, Belfast, UK
Abstract :
Decision makers are required to make critical decisions throughout all stages of a life-cycle in large-scale projects. These decisions are important as they impact upon the outcome and the success of projects. In this paper we present an evidential reasoning framework to aid decision-makers in the decision making process. This approach utilizes the Dezert-Smarandache Theory (DSm) to fuse heterogeneous evidence sources that suffer from levels of uncertainty, imprecision and conflicts to provide beliefs for decision options. To analyze the impact that source reliability and priority has upon the decision making process a reliability discounting technique along with a priority discounting technique are applied. Application of the evidential reasoning framework is illustrated using a Case Study based in the Aerospace domain.
Keywords :
aerospace computing; case-based reasoning; decision making; decision support systems; reliability; sensor fusion; DSm; Dezert-Smarandache theory; aerospace decision support; decision making process; evidential reasoning framework; heterogeneous evidence sources; information fusion; large-scale projects life-cycle; reliability discounting technique; Cognition; Decision making; Educational institutions; Fuses; Materials; Reliability; Standards;
Conference_Titel :
Industrial Informatics (INDIN), 2012 10th IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4673-0312-5
DOI :
10.1109/INDIN.2012.6300924