- Unsupervised Learning for Predictive Maintenance using Auto-Encoders - Jan 14, 2021.
This article outlines a machine learning approach to detect and diagnose anomalies in the context of machine maintenance, along with a number of introductory concepts, including: Introduction to machine maintenance; What is predictive maintenance?; Approaches for machine diagnosis; Machine diagnosis using machine learning
Autoencoder, Predictive Analytics, Predictive Maintenance, Unsupervised Learning
- Moving Predictive Maintenance from Theory to Practice - Dec 9, 2019.
Here are four common hurdles that need to be overcome before tapping into the benefits of predictive maintenance.
Deployment, Machine Learning, MathWorks, MATLAB, Predictive Maintenance, Simulation
- Applied Data Science: Solving a Predictive Maintenance Business Problem Part 3 - Oct 16, 2018.
In this post we will expand our analysis to multiple variables and then see how intuitions we develop during the exploration phase, can lead to generating new features for modelling.
Business Context, Data Science, Predictive Maintenance
- Predictive and Preventive Maintenance - Mar 13, 2018.
Analytics is becoming important part of maintenance, with applications to analyzing part failures, using failure distributions to simulate product life, and determining the root cause of failures. We provide an overview of predictive maintenance, its usage and key issues to be considered.
IoT, Predictive Maintenance
- Applied Data Science: Solving a Predictive Maintenance Business Problem - Oct 5, 2017.
The use case involved is to predict the end life of large industrial batteries, which falls under the genre of use cases called preventive maintenance use cases.
Pages: 1 2
Business, Data Science, Predictive Maintenance
- Free Guidebook: Build a Complete Predictive Maintenance Strategy - Jul 18, 2017.
Learn how predictive maintenance differs from and better than traditional one; Use cases and potential data sources; and next steps for getting started.
Dataiku, Free ebook, Predictive Maintenance
