Physical AI company MachinaRacks is working with Hyundai Motor to roll out an AI solution tailored to robots on global production lines.
MachinaRacks said April 23 that it is supporting Hyundai Motor’s shift to a software-defined factory (SDF) by expanding a robot-focused predictive maintenance solution to production sites in South Korea and overseas. The system is being introduced sequentially starting at the Asan plant, followed by major sites including Ulsan, Jeonju and India, with deployment planned for about 1,400 robots by the end of this year.
The companies built a predictive health monitoring (PHM) system that applies deep-learning algorithms to robot motion data to forecast failures in advance. MachinaRacks said the system can detect anomalies about five days before a breakdown with accuracy above 90%, significantly reducing production-line downtime.
The project stems from an eight-year partnership that began in 2018 through Hyundai Motor Group’s open innovation platform, ZER01NE. Hyundai Motor made a strategic investment in MachinaRacks at the time and has continued technical collaboration, with the latest work translating AI use into measurable results on the factory floor.
The jointly developed Robot Predictive Maintenance Solution (RPMS) provides functions including drive-unit condition diagnosis, setup anomaly detection and alerts on changes in operating status. The companies said they plan to expand diagnostic items to minimize unexpected stoppages and improve maintenance efficiency.
MachinaRacks said the scope has recently widened to electrification lines, including the Ulsan EV plant and Kia’s Hwaseong EV plant.
A Hyundai Motor official said the company will standardize AI-based predictive maintenance across global production sites to secure process flexibility and defect-free quality and to achieve “hyper-productivity.”
MachinaRacks CEO Yoon Seong-ho said Hyundai Motor has been a strategic partner and key customer since the company’s early growth. He said MachinaRacks will deepen cooperation as a trusted partner helping address manufacturing complexity and advance the SDF transition.
* This article has been translated by AI.
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