DocumentCode :
478299
Title :
A Comfort Analysis Model based on SVM Computation
Author :
Ning Zou ; Shou-qian Sun ; Tang, Ming-xi ; Chun-lei Chai ; Zhan-xun Dong
Author_Institution :
Ind. Design Inst., ZheJiang Univ., Hangzhou
Volume :
4
fYear :
2008
fDate :
18-20 Oct. 2008
Firstpage :
439
Lastpage :
442
Abstract :
The emulation of the ergonomics design on automobile requires us to combine human models with prediction of body comfort. The comfort prediction model of posture needs to express the real driving instances. Most of the ergonomics systems used posture databases and reverse-movement kinematics in order to adjust a posture. However, it is difficult to describe the body comfort involving human body joints. This paper introduces a research on comfort prediction model, which is based on our experiments from which we have obtained the relations among driving posture, and the body parameters. Using support vector machine (SVM) regression analysis methods, we have derived the functional expression between these parameters, which formed the basis of a prediction model on driving posture. In this approach, a sport-chain model was used to confirm the driving posture, which was captured using motion-capture equipment, with the marking points pasted on the surface of a human body.
Keywords :
automobiles; ergonomics; regression analysis; support vector machines; SVM computation; automobile; comfort analysis model; driving; ergonomics design; human body joints; motion capture; posture; regression analysis; reverse-movement kinematics; sport-chain model; support vector machine; Automobiles; Biological system modeling; Databases; Emulation; Ergonomics; Humans; Joints; Kinematics; Predictive models; Support vector machines; SVM; driving comfort; joint forces;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Natural Computation, 2008. ICNC '08. Fourth International Conference on
Conference_Location :
Jinan
Print_ISBN :
978-0-7695-3304-9
Type :
conf
DOI :
10.1109/ICNC.2008.518
Filename :
4667321
Link To Document :
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