- 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
- 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.
- Top Obstacles to Overcome when Implementing Predictive Maintenance - Oct 29, 2018.
We investigate how to create a systematic approach to predictive maintenance, ensuring there's enough data to create accurate systems. This post also explains how to identify a failure source and knowing how to predict it.
- 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.
- 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.
- 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.
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- 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.
- Industrial Asset Management – Slaying hurdles to get the most from your assets - Apr 24, 2017.
A well-structured asset performance management (APM) plan can give real-time visibility of equipment reliability while predicting possible failures.
- Predictive Maintenance: A Primer - Apr 17, 2017.
Companies can no longer afford to have product rollbacks or have wastage because of replacement parts. This is where the need for “Predictive Maintenance” comes into play.
- 5 Decisive Technology Trends which will Make or Break the Manufacturing Momentum in 2017 - Feb 7, 2017.
Manufacturing contributes to 16% of the global GDP and the Internet of Things (IoT ) is on track to connect >28 billion things. What happens when these massive forces collide? We review 5 game-changing technology catalysts.
- Webinar: Building Data Products for Predictive Maintenance, Mar 9 - Mar 1, 2016.
Dr. Kirk Borne, Data Science thought leader, will address the interesting trends in the world of data science. DataRPM Co-founder Ruban Phukan will show how a cognitive data science platform like DataRPM helps companies to build data products.