To date the majority of the research related to thedevelopment and application of monitoring, diagnostic, and prognosticsystems has been exclusive in the sense that only one of the threeareas is the focus of the work. While previous research progresses each ofthe respective fields, the end result is a variable "grab bag" oftechniques that address each problem independently. Also, the new field ofprognostics is lacking in the sense that few methods have beenproposed that produce estimates of the remaining useful life (RUL)of a device or can be realistically applied to real-world systems. Thiswork addresses both problems by developing the nonparametric fuzzyinference system (NFIS) which is adapted for monitoring,diagnosis, and prognosis and then proposing the path classificationand estimation (PACE) model that can be used to predict the RUL of adevice that does or does not have a well defined failure threshold.
Fuzzy Inference Based Monitoring, Diagnostics, and Prognostics
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To date the majority of the research related to thedevelopment and application of monitoring, diagnostic, and prognosticsystems has been exclusive in the sense that only one of the threeareas is the focus of the work. While previous research progresses each ofthe respective fields, the end result is a variable "grab bag" oftechniques that address each problem independently. Also, the new field ofprognostics is lacking in the sense that few methods have beenproposed that produce estimates of the remaining useful life (RUL)of a device or can be realistically applied to real-world systems. Thiswork addresses both problems by developing the nonparametric fuzzyinference system (NFIS) which is adapted for monitoring,diagnosis, and prognosis and then proposing the path classificationand estimation (PACE) model that can be used to predict the RUL of adevice that does or does not have a well defined failure threshold.
This book covers a comprehensive approach to the development and application of a suite of novel algorithms for practical approximate knowledge-based inference. It includes an introduction to the...
This book presents the most commonly used techniques for the most statistical inferences based on fuzzy data. It brings together many of the main ideas used in statistical inferences in one...
The book compiles all important researches on the versatile and wide subject of engineering and management using Fuzzy Inference System (FIS). The book talks about the theoretical approaches of FIS,...
This work has been selected by scholars as being culturally important, and is part of the knowledge base of civilization as we know it. This work was reproduced from the original artifact, and...
This book describes both the technologies used in the discovery of melanoma biomarkers and the clinical application of these biomarkers for diagnosis and staging of disease, determination of...
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