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 2024/09/19 13:51
on 2024/09/19 13:51
edited by Alexander Schulz-Rosengarten
on 2024/09/16 16:36
on 2024/09/16 16:36
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... ... @@ -26,28 +26,17 @@ 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 obstacledetection for autonomous train controlusing image recognition29 +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 asa pluginsolutioninsidethe train'scockpitformonitoringoperation and as preparation forautonomouscontrol79 -* Design forwireless communication of collected data67 +* 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