I recently led a project where the plant asked a deceptively simple question: "Why do our batch yields reported in MES, SCADA, and the ERP never agree?" The catch: they wanted automatic reconciliation without modifying any of the three source systems. If you’ve been in factories long enough, you...
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Automation
I’ve seen the same scene too many times: a collaborative robot (cobot)...
Smart Factory
When I first piloted a multi-camera inspection pilot on an assembly line, the...
Industry 4.0
I often get asked how to add modern AI capabilities to a brownfield plant...
Automation
Replacing a single‑vendor semiconductor control board on a production line...
I often get asked how to add modern AI capabilities to a brownfield plant without ripping out the PLCs that keep production running. In practice, the most practical and least risky path is to introduce a vendor‑agnostic edge layer that sits...
Replacing a single‑vendor semiconductor control board on a production line without stopping the line is one of those projects that sounds risky until you break it down into repeatable, low‑risk steps. I’ve done variants of this many times...
I recently ran a 48‑hour lean kaizen experiment on a medium‑volume production line to see whether short, focused improvement bursts can deliver dramatic scrap reductions. The target I set with the team was bold but simple: reduce scrap by 40%...
I often get asked: when we make a change on the shop floor—swap a motor, tune a VFD profile, or introduce an idle‑time shutdown routine—how can we credibly say which machines actually saved energy and by how much? You don't need a fancy energy...
Compressed‑air leaks are the "slow bleed" of manufacturing: largely invisible, often ignored, but collectively they can eat a meaningful portion of energy budget, increase Scope 1 and Scope 3 emissions, and quietly inflate your cost per part....
Why I tackled cross‑plant hot failover without a hardware shopping spreeI've been on the shop floor when a single PLC failure stopped two downstream lines and forced a weekend of overtime and expensive emergency hardware orders. Two plants, one...
I recently ran a small but rigorous pilot to prove that a smart patch — a thin, non‑intrusive device that detects cycle start/end and key process states — could cut cycle time by about 20% on a discrete assembly operation. I used a Raspberry...
When I was asked to consolidate quality data coming from three different legacy machine-vision systems on a production line, my first thought was: this is a perfect example of why "data" is rarely plug-and-play. Each system had its own camera,...
I often get asked how to make sustainability more than a reporting checkbox — how to turn environmental targets into operational levers that plant managers, engineers and procurement teams can act on day‑to‑day. A sustainability scorecard that...
I’ve spent the last decade deploying machine learning models where the rubber meets the plant floor: on PLC‑adjacent gateways that need to run reliably 24/7, speak industrial protocols, and survive long maintenance cycles. In this article I’ll...