Science & Technology

AI‑powered Machine Vision‑Based Inspection Systems (MVIS)

Why in news — Indian Railways and the Dedicated Freight Corridor Corporation of India Limited (DFCCIL) signed a memorandum of understanding in July 2025 to deploy AI‑powered Machine Vision‑Based Inspection Systems (MVIS) for real‑time detection of defects in rolling stock.

Why in news?

Indian Railways and the Dedicated Freight Corridor Corporation of India Limited (DFCCIL) signed a memorandum of understanding in July 2025 to deploy AI‑powered Machine Vision‑Based Inspection Systems (MVIS) for real‑time detection of defects in rolling stock.

What is MVIS?

  • MVIS is an artificial‑intelligence platform that inspects freight trains using high‑resolution cameras and computer vision. It automates the detection of defects in components such as springs, axles and bolts.
  • Developed by DFCCIL in collaboration with the Indian Institute of Science, Bengaluru and start‑ups, the system replaces manual inspections with accurate, fatigue‑free monitoring.

How the system works

  • High‑speed area and line‑scan cameras are mounted along the trackside to capture images of trains moving at up to 100 km/h.
  • Artificial intelligence models such as YOLOv8 and convolutional neural networks analyse images in real time to detect missing bolts, broken springs, hanging parts and overheating axles.
  • Optical character recognition (OCR) reads wagon numbers for tracking and maintenance logs. Data processing units synchronised with network time servers avoid timestamp errors.
  • A cloud‑based dashboard displays defects, train‑wise metrics and maintenance actions, enabling preventive repairs.

Key features and benefits

  • Multi‑camera configurations capture all critical components, including undercarriage parts.
  • Monochrome cameras enable faster processing and better clarity, while LED lighting ensures imaging in low‑visibility conditions.
  • Real‑time alerts allow immediate corrective action, preventing accidents and service delays.
  • The scalable architecture can be deployed across the network and integrated with other digital systems.
  • Automated inspections improve safety, reduce downtime and lower maintenance costs.

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