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An introduction to predictive maintenance

TLDR
In this article, the authors discuss the impact of predictive maintenance on maintenance financial implications and cost justification role of maintenance organization benefits of Predictive Maintenance Machine-Train Monitoring Parameters Predictive maintenance Techniques Vibration Monitoring and Analysis Thermography Tribology Process Parameters Other Methods Visual Inspection Operating Dynamics Analysis Failure-Mode Analysis Establishing a Predictive Monitoring Program A Total Plant Predictive Management Program Maintaining the Program World-class Maintenance
Abstract
Impact of Maintenance Financial Implications and Cost Justification Role of Maintenance Organization Benefits of Predictive Maintenance Machine-Train Monitoring Parameters Predictive Maintenance Techniques Vibration Monitoring and Analysis Thermography Tribology Process Parameters Other Methods Visual Inspection Operating Dynamics Analysis Failure-Mode Analysis Establishing a Predictive Maintenance Program A Total Plant Predictive Maintenance Program Maintaining the Program World-class Maintenance

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Citations
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Journal ArticleDOI

Support vector machine in machine condition monitoring and fault diagnosis

TL;DR: This paper presents a survey of machine condition monitoring and fault diagnosis using support vector machine (SVM), and attempts to summarize and review the recent research and developments of SVM in machine condition Monitoring and diagnosis.
Proceedings ArticleDOI

Motor bearing damage detection using stator current monitoring

TL;DR: In this article, the authors used motor current spectral analysis to detect rolling-element bearing damage in induction machines, where the bearing failure modes were reviewed and bearing frequencies associated with the physical construction of the bearings were defined.
Journal ArticleDOI

Time Series FeatuRe Extraction on basis of Scalable Hypothesis tests (tsfresh – A Python package)

TL;DR: The Python package tsfresh (Time Series FeatuRe Extraction on basis of Scalable Hypothesis tests) accelerates this process by combining 63 time series characterization methods, which by default compute a total of 794 time series features, with feature selection on basis automatically configured hypothesis tests.
Journal ArticleDOI

Machine Learning for Predictive Maintenance: A Multiple Classifier Approach

TL;DR: The proposed PdM methodology allows dynamical decision rules to be adopted for maintenance management, and can be used with high-dimensional and censored data problems, and the effectiveness of the methodology is demonstrated.
Journal ArticleDOI

Selection of optimum maintenance strategies based on a fuzzy analytic hierarchy process

TL;DR: The fuzzy AHP method proposed in this paper is a simple and effective tool for tackling the uncertainty and imprecision associated with MCDM problems, which might prove beneficial for plant maintenance managers to define the optimum maintenance strategy for each piece of equipment.
References
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Book

Maintenance Engineering Handbook

TL;DR: This chapter discusses the management of maintenance functions, including the Organization and Management of Lubrication, the Theory and Practice of Maintenance, and the Components of Effective Preventive Maintenance.
Book

Introduction to Dynamics

TL;DR: In this article, first-order autonomous systems and second-order Hamiltonian systems of one degree of freedom are studied. But they do not consider the non-linear transformations of the plane.
Book ChapterDOI

Introduction to dynamics

TL;DR: This chapter is motivational; it deals intuitively with very restricted cases of participator dynamical systems on environments supported by reflexive frameworks.
Book ChapterDOI

Equilibrium thermodynamics: Change of phase

C. J. Adkins
TL;DR: In this article, the conditions for thermodynamic equilibrium between two phases were derived for a one-component system of two phases maintained at constant pressure and temperature, and the general results for a system subjected to work by hydrostatic pressure only were developed.

Doing your homework

M.T. Burr
TL;DR: The North County Regional Resource Recovery Facility (NCRRF) as mentioned in this paper is a waste burning facility located in Palm Beach County, Florida that was built as a showpiece to other Florida counties.
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