Resources
Measuring unscheduled downtime

While reducing Unscheduled Downtime is a major reason plants consider industrial analytics solutions, many factories don't have the full picture when it comes to calculating the total cost of these unforeseen events. The range of costs associated with machine breakdowns is a crucial aspect of ROI.

Strategic Planning
Rethinking Maintenance 4.0?

Digitalization journeys always start with more unknowns than knowns. Though spending is rightfully down, abandoning all IIoT projects leaves you unprepared for the day after the pandemic. Instead, evaluate which projects provide the most value and which vendors have the capital to weather the storm.

Maintenance 4.0
The Maintenance 4.0 Implementation Handbook

The leap from conceptualizing to actualizing a Maintenance 4.0 strategy can be difficult. The Maintenance 4.0 Handbook provides step-by-step guidance for driving maintenance initiatives from pilot to scale, and demonstrates how to target different stakeholders to propel cross-plant buy-in.

Industrial Applications
Digitalization in Pulp & Paper

Pulp and Paper is already a highly automated industry that grasps the potential of technology. While reactive maintenance will continue to play a role in O&M, incorporating AI-driven Industrial Analytics into the Pulp and Paper maintenance playbook offers significant new cost savings possibilities.

Big Data: A plant's frenemy?

The right moment to access your asset data is right now. Prioritizing Big Data insights for your plant can significantly reduce unscheduled downtime while increasing data health visibility across the plant. Operationalizing data empowers plants to make smarter, safer O&M decisions.

Data Science
The AutoML revolution is here

The scarcity of data scientists renders certain predictive maintenance (PdM) solutions costly or impractical. By automating repetitive machine learning tasks, PdM products based on Automated Machine Learning offer a highly scalable, more accurate, and results-oriented approach to industrial analytics.

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There are no shortcuts to TCO
How to avoid the dotcom bubble in Industry 4.0
People-enabled technology
Don’t let culture get in the way of Industry 4.0
MTBF vs Machine Learning
Will MTBF remain relevant in AI-driven PdM?
Preparing for Maintenance 4.0
A Maintenance 4.0 readiness audit
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