Changes for page [REAKT] Project REAKTOR
Last modified by Alexander Schulz-Rosengarten on 2024/10/09 15:19
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edited by Alexander Schulz-Rosengarten
on 2024/09/17 07:12
on 2024/09/17 07:12
edited by Alexander Schulz-Rosengarten
on 2024/09/19 13:43
on 2024/09/19 13:43
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... ... @@ -26,17 +26,24 @@ 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 imagerecognition for autonomous train control29 +3. AI-based obstacle detection for autonomous train control using image recognition 30 30 // This topic will be jointly advised with the AG Distributed Systems// 31 31 32 -* Sensor processing of a train mounted camera 33 -* Obstacle detection at speeds up to 50 km/h 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 +* 34 34 * Potential hardware (subject to changes): 35 35 ** [[https:~~/~~/www.raspberrypi.com/documentation/accessories/camera.html>>https://www.raspberrypi.com/documentation/accessories/camera.html]] 36 36 ** ((( 37 37 [[https:~~/~~/www.axis.com/de-de/products/axis-p1455-le>>https://www.axis.com/de-de/products/axis-p1455-le]] 38 38 ))) 39 -* [Optional] Distance measuring using multiple cameras 40 40 41 41 4. AI-based sensor processing for autonomous train control 42 42 // This topic will be jointly advised with the AG Distributed Systems// ... ... @@ -61,7 +61,7 @@ 61 61 * Reliability analysis/statistics to ensure transparency of autonomous operation 62 62 63 63 6. A standalone sensor box for monitoring rail vehicles 64 - 71 + //This prototype will be tested (only) using the full-scale demonstrator and is intended for monitoring non-autonomous vehicles (not the REAKTOR)// 65 65 66 66 * Development of a sensor array to monitor rail vehicle operation 67 67 * It should serve as a plugin solution inside the train's cockpit for monitoring operation and as preparation for autonomous control ... ... @@ -70,7 +70,6 @@ 70 70 ** GPS 71 71 ** Accelerometer 72 72 ** Camera 73 -** (LiDAR) 74 74 * Analysis of data for autonomous driving 75 75 * Potential integration into digital twin infrastructure 76 76