Belden, a leading global connection solutions provider, has collaborated with Accenture to help develop and deploy physical AI systems for worker safety in factories and warehouses. The systems are designed to demonstrate how time-sensitive network infrastructure enables advanced AI applications that enhance worker safety, improve quality control, and modernize existing factory operations as modern manufacturing increasingly integrates autonomous systems alongside human operators.
Belden provides industrial networking infrastructure and protocol integration with embedded security; NVIDIA provides simulation, agentic AI, and accelerated computing platforms; and Accenture brings expertise and capabilities in physical AI, manufacturing automation, systems integration, industry, and reference architectures.
Belden’s virtual safety fence solution was developed with Accenture’s “Physical AI Orchestrator,” which uses NVIDIA Omniverse and NVIDIA Metropolis libraries for digital twins, and agentic AI from Accenture. It applies computer vision and closed-loop control to monitor worker movements and automatically pause robotic operations when humans enter hazardous zones. Following the pilot project completed in September, the virtual safety fence solution is now expected to be commercially deployed at an automotive manufacturer for pedestrian safety in warehouse environments later this year.
Enabling Synchronized Precision for Safety-Critical Applications
The solution leverages Belden's Time-Sensitive Networking (TSN) capabilities, which enable microsecond-precise synchronization of video streams from multiple cameras across factory floors. This synchronization is essential for accurate tracking of people and equipment movement in real-time safety applications.
Belden’s physical AI systems also demonstrate real-time quality inspection capabilities. During another pilot project with pharmaceutical blister packs, AI-powered vision systems successfully identified incomplete or damaged packages and automatically triggered robotic removal systems while maintaining full production speed.
Supporting Manufacturing Transformation
Belden’s new physical AI systems address two key manufacturing challenges: labor shortages and the need for rapid facility modernization. As manufacturers struggle to find experienced workers, AI-enhanced safety systems help protect newer personnel by providing intelligent hazard detection and automated safety responses.
The integrated approach reduces both infrastructure costs and complexity while improving overall equipment effectiveness. The same network infrastructure that handles safety monitoring can simultaneously manage quality inspection and other industrial applications, demonstrating the multi-service network capabilities that distinguish Belden's automation solutions.
For more information, read about NVIDIA and its “safer spaces” initiative.
Find out more about ARC’s coverage of Industrial AI’s Role in the Digital Transformation of Industry and Digital Transformation at the Industrial Edge.