Workforce scarcity and remote employment made it challenging to maintain industrial machinery during and after the Covid-19 epidemic. With the global industrial automation market expected to nearly double in the next six years, maintaining an increasing number of assets will result in more unscheduled downtime, higher production losses, and detrimental effects on long-term machine health. Many firms have switched to calendar-based maintenance to avoid this.

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