Access and unauthorised access detection in manufacturing

Access and unauthorised access detection in manufacturing

Chapter 1: Understanding risks in manufacturing in the manufacturing sector First, modern factories now blend physical gear with digital systems. Also, that shift creates new exposure for manufacturing operations. Additionally, the manufacturing sector has moved toward cyber-physical systems and connected control panels. For example, many sites run older control equipment alongside IT networks. Next, this […]

Process anomaly detection in manufacturing

Process anomaly detection in manufacturing

anomaly detection in manufacturing: how anomaly detection works to spot anomalies in manufacturing Process anomaly detection in manufacturing begins with a clear definition of normal and abnormal behavior on the line, and then uses algorithms to find deviations from that baseline. The idea is simple, and the execution is complex. First, engineers collect raw data […]

Vehicle detection and classification in manufacturing

Vehicle detection and classification in manufacturing

Vehicle classification in manufacturing: Overview and challenges Vehicle classification refers to the automatic process that identifies a vehicle and assigns it to a category such as car, truck, bus, or motorcycle. In manufacturing, this capability supports production-line inspection, work-in-progress tracking, and logistics verification. For example, a camera over a final inspection bay can detect a […]

AI-powered object left-behind detection in manufacturing

AI-powered object left-behind detection in manufacturing

Object Left Behind: Risks in the Manufacturing Environment An object left behind on a production line can stop a machine, scratch a part, or cause a safety incident. In manufacturing, an “object left behind” usually means tools, fasteners, packaging, or debris that remain on conveyor belts, workstations, or inside assemblies after an operation. For example, […]

People counting in manufacturing: top people counting system

People counting in manufacturing: top people counting system

Overview of the people counting solution in manufacturing People counting in modern factories refers to systems that detect who is in a facility, where they move, and when they move. A people counting solution turns cameras and sensors into a business tool that tracks staff and machines. For manufacturers this means better visibility, faster decisions, […]

AI crowd detection and density estimation in manufacturing

AI crowd detection and density estimation in manufacturing

Introduction to crowd detection and crowd densities in manufacturing Manufacturing floors often host large numbers of workers, moving parts, and heavy machines in compact zones. This creates a constant tension between productivity and safety. Tracking crowd densities helps teams spot hotspots, reduce congestion, and keep evacuation routes clear. In fact, research found that overcrowding is […]

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