DocumentCode :
2096163
Title :
Research on Information Fusion on Evaluation of Driver Fatigue
Author :
Jun, Zhang ; Zhong-xiang, Zhu ; Zheng-he, Song ; En-rong, Mao
Author_Institution :
Coll. of Eng., China Agric. Univ., Beijing, China
Volume :
2
fYear :
2008
fDate :
20-22 Dec. 2008
Firstpage :
151
Lastpage :
155
Abstract :
Multi-source information fusion was introduced for the evaluation on driver fatigue which is divided into sub-systematic and systematic evaluation by integrating information from visual cues in common use and steering wheel behavior and vehicle¿s trajectory information. Neural network is combined with Dempster-Shafer evidence theory to finish character fusion and decision fusion. In the phrase of fusion, analytic hierarchy process (AHP) is applied to determine the basic weight, at the same time, considering the impact of data reliability on weight, the nonstatic weight is adapted the system to the current situation by the combination data reliability with basic weight. According to the simulation experiment on the drive simulator, compared with the single index, the adaptation of the evaluation method to monitor driver fatigue was more accurate, reliable and robust.
Keywords :
driver information systems; inference mechanisms; sensor fusion; Dempster-Shafer evidence theory; analytic hierarchy process; data reliability; driver fatigue evaluation; information fusion; multisource information fusion; neural network; steering wheel behavior; vehicle trajectory information; Agricultural engineering; Brain modeling; Computational modeling; Computerized monitoring; Educational institutions; Fatigue; Frequency; Neural networks; Robustness; Wheels; Dempster-Shafer evidence theory; monitoring driver fatigue; multi-source information fusion; neural network; non-static weight;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Science and Computational Technology, 2008. ISCSCT '08. International Symposium on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-3746-7
Type :
conf
DOI :
10.1109/ISCSCT.2008.284
Filename :
4731592
Link To Document :
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