Title :
Evidence Modeling Based on Sensor Credibility
Author :
Wang, Bochao ; Zeng, Cheng ; Wu, Pinghui
Author_Institution :
Sch. of Inf. Eng., Hebei Univ. of Technol., Tianjin, China
Abstract :
To deal with sensor reliability in evidence modeling, the sensor credibility is evaluated by means of the statistical characters. Then an evidence model based on sensor credibility is established. When modeling, plausibility discount strategy is used to integrate the credibility into the evidence model. The total uncertainty of the evidence model decreases. The simulation example shows that the method of evaluating the credibility is generic and effective, and the evidence model based on sensor credibility gives more reasonable result and improves the decision-making accuracy.
Keywords :
sensors; statistical analysis; uncertainty handling; evidence model uncertainty; plausibility discount strategy; sensor credibility; sensor reliability; statistical characters; Dempster-Shafer theory; evidence modeling; plausibility discount method; sensor credibility;
Conference_Titel :
Computational Intelligence and Design (ISCID), 2010 International Symposium on
Conference_Location :
Hangzhou
Print_ISBN :
978-1-4244-8094-4
DOI :
10.1109/ISCID.2010.126