01 The Problem
A display fab's cleanroom depends on dozens of vacuum and cooling pumps to keep the process running. Each pump motor has a bearing that gets warmer when it's loaded — and when a bearing actually starts to fail, the temperature rises faster than usual. If the operator catches it late, the pump seizes, the cleanroom process halts, and a restart plus recalibration costs over $1 million.
The Risk
Display-fab vacuum and cooling pumps' bearings, if overheated, shut down the entire cleanroom process line.
Detection Gap
Restart + recalibration loss exceeds $1M.