<
From version < 31.3 >
edited by Alexander Schulz-Rosengarten
on 2024/09/19 13:51
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 -** Live testing
40 -* Step-wise evaluation of the influence of vehicle speed on the detection quality
41 -* Evaluate the
42 -* (Optional) Trajectory detection to categorize safety threads of moving obstacles
43 -* (Optional) Evaluate performance on different hardware, e.g. Rasberry Pi vs. AI hardware
44 -* (Optional) Test and evaluate on the edge deployment
45 -* For interfacing with the controller the sensor should provide an assessment how safe the
32 +* Sensor processing of a train mounted camera
33 +* Obstacle detection at speeds up to 50 km/h
46 46  * Potential hardware (subject to changes):
47 47  ** [[https:~~/~~/www.raspberrypi.com/documentation/accessories/camera.html>>https://www.raspberrypi.com/documentation/accessories/camera.html]]
48 48  ** (((
49 49  [[https:~~/~~/www.axis.com/de-de/products/axis-p1455-le>>https://www.axis.com/de-de/products/axis-p1455-le]]
50 50  )))
39 +* [Optional] Distance measuring using multiple cameras
51 51  
52 52  4. AI-based sensor processing for autonomous train control
53 53  // This topic will be jointly advised with the AG Distributed Systems//
... ... @@ -72,15 +72,16 @@
72 72  * Reliability analysis/statistics to ensure transparency of autonomous operation
73 73  
74 74  6. A standalone sensor box for monitoring rail vehicles
75 - //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)//
76 76  
77 77  * Development of a sensor array to monitor rail vehicle operation
78 -* It should serve as a plugin solution inside the train's cockpit for monitoring operation and as preparation for autonomous control
79 -* Design for wireless communication of collected data
67 +* Design for inside or outside mounting (weather-resistance)
68 +* Wireless communication of collected data
80 80  * Possible sensors:
81 81  ** GPS
82 82  ** Accelerometer
83 83  ** Camera
73 +** (LiDAR)
84 84  * Analysis of data for autonomous driving
85 85  * Potential integration into digital twin infrastructure
86 86