<
From version < 31.2 >
edited by Alexander Schulz-Rosengarten
on 2024/09/19 13:43
To version < 30.1 >
edited by Alexander Schulz-Rosengarten
on 2024/09/16 16:36
>
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26 26  * Safe behavior model generation using PASTA ([[https:~~/~~/marketplace.visualstudio.com/items?itemName=kieler.pasta>>https://marketplace.visualstudio.com/items?itemName=kieler.pasta]])
27 27  * Assumes preprocessed sensor input and destination determination (see other topics)
28 28  
29 -3. AI-based obstacle detection for autonomous train control using image recognition
29 +3. AI-based image recognition for autonomous train control
30 30  // This topic will be jointly advised with the AG Distributed Systems//
31 31  
32 -* Sensor processing of a train mounted camera to detect objects (potential obstacles)
33 -* Tasks will involve:
34 -** Sensor mounting on the demonstrator
35 -** Collection of data (images, videos)
36 -** Labeling of data to enable training (esp. for small scale model)
37 -** Training of AI
38 -** Evaluation of quality
39 -* Step-wise evaluation of the influence of vehicle speed on the detection quality
40 -*
41 -*
32 +* Sensor processing of a train mounted camera
33 +* Obstacle detection at speeds up to 50 km/h
42 42  * Potential hardware (subject to changes):
43 43  ** [[https:~~/~~/www.raspberrypi.com/documentation/accessories/camera.html>>https://www.raspberrypi.com/documentation/accessories/camera.html]]
44 44  ** (((
45 45  [[https:~~/~~/www.axis.com/de-de/products/axis-p1455-le>>https://www.axis.com/de-de/products/axis-p1455-le]]
46 46  )))
39 +* [Optional] Distance measuring using multiple cameras
47 47  
48 48  4. AI-based sensor processing for autonomous train control
49 49  // This topic will be jointly advised with the AG Distributed Systems//
... ... @@ -68,15 +68,16 @@
68 68  * Reliability analysis/statistics to ensure transparency of autonomous operation
69 69  
70 70  6. A standalone sensor box for monitoring rail vehicles
71 - //This prototype will be tested (only) using the full-scale demonstrator and is intended for monitoring non-autonomous vehicles (not the REAKTOR)//
64 + //This prototype will be tested (only) using the full-scale demonstrator and is intended for monitoring non-autonomous vehicles (not the REAKTOR)//
72 72  
73 73  * Development of a sensor array to monitor rail vehicle operation
74 -* It should serve as a plugin solution inside the train's cockpit for monitoring operation and as preparation for autonomous control
75 -* Design for wireless communication of collected data
67 +* Design for inside or outside mounting (weather-resistance)
68 +* Wireless communication of collected data
76 76  * Possible sensors:
77 77  ** GPS
78 78  ** Accelerometer
79 79  ** Camera
73 +** (LiDAR)
80 80  * Analysis of data for autonomous driving
81 81  * Potential integration into digital twin infrastructure
82 82