Determination of Degradation Change Point Using Spline Function
A degradation process is usually non-linear,and hence there exists one or more change points,where the degradation rate changes quickly.It is useful to determine the change points,e.g.,designing an inspection scheme and predicting the time to a functional failure.It is an important issue how to specify the change points.This paper addresses this issue.A spline function with unknown knots is used to fit the observed degradation data and the estimated knots are the estimates of degradation change points.The information criterion is used to determine the optimal degree of spline function.The potential applications of the results are discussed,and the usefulness and appropriateness are illustrated by a real-world example.
degradation process change point functional failure spline function Akaike’s information criterion
R. Jiang
Faculty of Automotive and Mechanical Engineering,Changsha University of Science and Technology Changsha, China
国际会议
成都
英文
899-903
2012-06-15（万方平台首次上网日期，不代表论文的发表时间）