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This book presents a step by step Asset Health Management
Optimization Approach Using Internet of Things (IoT). The authors
provide a comprehensive study which includes the descriptive,
diagnostic, predictive, and prescriptive analysis in detail. The
presentation focuses on the challenges of the parameter selection,
statistical data analysis, predictive algorithms, big data storage
and selection, data pattern recognition, machine learning
techniques, asset failure distribution estimation, reliability and
availability enhancement, condition based maintenance policy,
failure detection, data driven optimization algorithm, and a
multi-objective optimization approach, all of which can
significantly enhance the reliability and availability of the
system.
This book presents a step by step Asset Health Management
Optimization Approach Using Internet of Things (IoT). The authors
provide a comprehensive study which includes the descriptive,
diagnostic, predictive, and prescriptive analysis in detail. The
presentation focuses on the challenges of the parameter selection,
statistical data analysis, predictive algorithms, big data storage
and selection, data pattern recognition, machine learning
techniques, asset failure distribution estimation, reliability and
availability enhancement, condition based maintenance policy,
failure detection, data driven optimization algorithm, and a
multi-objective optimization approach, all of which can
significantly enhance the reliability and availability of the
system.
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