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Data Intensive Industrial Asset Management

Data Intensive Industrial Asset Management

IoT-Based Algorithms and Implementation

by Farhad BalaliJessie Nouri Adel Nasiri and others
Paperback
Publication Date: 06/02/2021

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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.

ISBN:
9783030359324
9783030359324
Category:
Industrial quality control
Format:
Paperback
Publication Date:
06-02-2021
Language:
English
Publisher:
Springer International Publishing AG
Country of origin:
Switzerland
Dimensions (mm):
235x155mm
Weight:
0.45kg

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