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2 posts tagged with "tpm"

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Autonomous Maintenance in the IIoT Era: How Operators Become Your First Line of Defense

· 9 min read
MachineCDN Team
Industrial IoT Experts

Autonomous Maintenance (AM) — the TPM pillar where operators take ownership of basic equipment care — has been practiced in manufacturing for decades. The idea is sound: operators who run machines every day are best positioned to detect early signs of degradation. They hear subtle changes in sound, feel unusual vibrations, and notice when something doesn't look right.

The problem is execution. In most plants, autonomous maintenance means laminated checklists, clipboards, and handwritten logs that sit in a binder until audit time. Operators dutifully check boxes ("Lubrication points — OK") without the tools to quantify what "OK" actually means. Is the bearing temperature 65°C (fine) or 85°C (about to fail)? The clipboard doesn't say.

IIoT is transforming autonomous maintenance from a human-only discipline into a data-augmented system where operators combine their physical presence and intuition with real-time machine data. The result: better detection, faster response, and maintenance culture that actually sticks.

Total Productive Maintenance (TPM) in the IIoT Era: Data-Driven Pillars for Modern Manufacturing

· 11 min read
MachineCDN Team
Industrial IoT Experts

Total Productive Maintenance was developed by Seiichi Nakajima at Nippondenso (now Denso) in the 1970s. Fifty years later, the core philosophy remains sound: maximize equipment effectiveness by involving every employee in maintenance. But the implementation? That's where most TPM programs stall.

The traditional TPM toolkit — AM tags, one-point lessons, CILT sheets (Clean, Inspect, Lubricate, Tighten) — was designed for an era when machine data meant a gauge on the side of a press and a clipboard on the operator's desk. In 2026, your PLCs collect thousands of data points per second. Your operators carry smartphones. Your maintenance systems can talk to your production systems.

IIoT doesn't replace TPM. It supercharges it. Here's how each TPM pillar transforms when backed by real-time machine data.