ORCA-VFD: A Field-Validated Machine Learning Framework for Remaining Useful Life Prediction Using Standard Variable Frequency Drive Parameters

Variable frequency drives (VFDs) control nearly 40% of industrial motors, yet machine learning prognostics validated in laboratory settings routinely fail in real-world deployments, with false-positive rates exceeding 30%. ORCA-VFD is a field-validate