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Maintenance 4.0:  Who are the Winners and Losers?

Maintenance 4.0: Who are the Winners and Losers?

Maintenance 4.0 combines   Machine Learning based Predictive Maintenance, Automation of Failure Reporting, Scheduling, Parts Management etc., and Robotics/Drone Assisted Repair. The adoption of Maintenance 4.0 has broad implications for the industrial sector.  We do...
Infographic: How Digital Transformation Impacts the Role of OEMs

Infographic: How Digital Transformation Impacts the Role of OEMs

Industry 4.0 is transforming the role of OEM in maintenance activities. An important change is Hardware as a Service (Haa) whereby OEMs will retain equipment ownership and also be responsible for asset maintenance. This model was pioneered by Rolls-Royce in the...
Infographic:  The Future of Machine Learning Predictive Maintenance

Infographic: The Future of Machine Learning Predictive Maintenance

The Emory University Future of IIoT Predictive Maintenance research study was designed to identify the gaps between the high-level strategic and business drivers of change and the reality of implementation. For this purpose, we interviewed Maintenance and Reliability...
Infographic:  How to Scale Machine Learning for Predictive Maintenance

Infographic: How to Scale Machine Learning for Predictive Maintenance

Many industrial plants are committed to Maintenance 4.0 but cannot move beyond  “PoC Purgatory.”  We’ve provided guidance in an article titled How to Scale Machine Learning for Predictive Maintenance Solutions.  This Infographic is another helpful tool...
Infographic:  Best Practices for Implementing Industry 4.0 Machine Learning Predictive Maintenance

Infographic: Best Practices for Implementing Industry 4.0 Machine Learning Predictive Maintenance

The successful deployment of Industry 4.0 Predictive Maintenance is based on the orchestration of multiple groups within an industrial organization.  This infographic outlines the People, Process, and Technology that form the basis of Machine Learning PdM solution...
How to scale Machine Learning-based Predictive Maintenance solutions

How to scale Machine Learning-based Predictive Maintenance solutions

Most Machine Learning for Predictive Maintenance projects never get off the ground or are stuck in PoC Purgatory. According to a study by Cisco,  60% of IoT initiatives stalled at the proof-of-concept stage.  The following is the first article in a series...