| Concurrent Estimation of Time-to-Failure and Effective Wear (2003) | |||||||||||||||
Abstract | |||||||||||||||
| We propose a novel algorithm for the estimation of remaining lifetime of a generic device based on an intuitive and widely-applicable model of failure due to accumulation of effective wear. The simultaneous quantification of an abstract, multivariate wear function is achieved by a new learning algorithm which we term "cumulative effect regression". We develop the theory of the algorithm and compare its performance to traditional anomaly and pattern detection tools. Experimental results from X-ray tubes strongly validate the algorithm and demonstrate the utility of Operating Charactersitics (OC) curves as a powerful evaluation tool. | |||||||||||||||
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