Railway Asset Detection,
Classification
and
Formation of the Inventory List
Typical objects found in railroad environments:
- Sign
- Ballast
- Tie
- Balise
- Switch motor
- Signal
pole
- Axle counter
- Rail
- Catenary
- Tunnel
- Bridge
- ATS
- Level Crossings
......
How is inventory management done in railways in the current situation?
- The railway is being taken out of service.
- The assets are counted by the persons in charge on a catenary maintanence vehicle which moves slowly on the railway, and the location of the asset is marked with a GNSS receiver.
- If the total length of the line is small, it's okay, but when it's more than 5000km, it becomes a very laborious job. The total line length of TCDD is 12,780 km. Closing and inventorying the line is a costly and time-consuming task.
- That's why our client is very interested in the TVISION project we propose.
What solution does our proposed system provide?
- High quality video of the railway line is recorded simultaneously with GPS coordinate information.
- The recorded video is applied to the previously trained deep learning model, and the assets are classified and listed together with the GPS positions corresponding to that point.
- Our aim is just an inventory list? Of course not, let's say it's time for maintenance on the switch motor. The system automatically issues a maintenance form that will include the asset's name, identification number, GPS coordinates and a frame picture in the video. It is very easy for the stuff to find the asset in the light of this information.
Asset: Switch Motor
ID:
101
Route: Ankara-Konya
Latitude: 30º 46′ 35″
Longitude: 41º 36′ 25″
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