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Fuzzy Inference Based Monitoring, Diagnostics, and Prognostics:

ISBN-10: 3639147324
ISBN-13: 9783639147322
Edition: 2009
Authors: Dustin Garvey
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Description: To date the majority of the research related to the development and application of monitoring, diagnostic, and prognostic systems has been exclusive in the sense that only one of the three areas is the focus of the work. While previous research  More...

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Book details

Copyright year: 2009
Publisher: Vdm Verlag Dr Mueller E K
Binding: Paperback
Pages: 436
Language: English

To date the majority of the research related to the development and application of monitoring, diagnostic, and prognostic systems has been exclusive in the sense that only one of the three areas is the focus of the work. While previous research progresses each of the respective fields, the end result is a variable "grab bag" of techniques that address each problem independently. Also, the new field of prognostics is lacking in the sense that few methods have been proposed that produce estimates of the remaining useful life (RUL) of a device or can be realistically applied to real-world systems. This work addresses both problems by developing the nonparametric fuzzy inference system (NFIS) which is adapted for monitoring, diagnosis, and prognosis and then proposing the path classification and estimation (PACE) model that can be used to predict the RUL of a device that does or does not have a well defined failure threshold.

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