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 2024/09/23 11:12
on 2024/09/23 11:12
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... ... @@ -8,7 +8,7 @@ 8 8 9 9 **The solutions in all topics must be scalable for both demonstrators!** 10 10 11 -~1. An end-user app and management system for on-demand train service 11 +~1. An end-user app and management system for on-demand train service **[(partially) reserved]** 12 12 // This topic may be split up into two theses (app & management)// 13 13 14 14 * A mobile app to call a train to a desired location and communicate desired destination ... ... @@ -29,7 +29,7 @@ 29 29 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 32 +* Sensor processing of a train-mounted camera to detect objects (potential obstacles) 33 33 * Tasks will involve: 34 34 ** Sensor mounting on the demonstrator 35 35 ** Collection of data (images, videos) ... ... @@ -38,11 +38,11 @@ 38 38 ** Evaluation of quality 39 39 ** Live testing 40 40 * Step-wise evaluation of the influence of vehicle speed on the detection quality 41 -* Evaluate the 41 +* Evaluate applicability and influence of training data due to different environments for the demonstrators (i.e. indoors vs. outdoors) 42 42 * (Optional) Trajectory detection to categorize safety threads of moving obstacles 43 43 * (Optional) Evaluate performance on different hardware, e.g. Rasberry Pi vs. AI hardware 44 44 * (Optional) Test and evaluate on the edge deployment 45 -* For interfacing with the controller the sensor should provide an assessment how safe the 45 +* For interfacing with the controller, the sensor should provide an assessment how safe the area in front of the train is, such that the controller can adjust its speed. 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 ** ((( ... ... @@ -49,10 +49,17 @@ 49 49 [[https:~~/~~/www.axis.com/de-de/products/axis-p1455-le>>https://www.axis.com/de-de/products/axis-p1455-le]] 50 50 ))) 51 51 52 -4. AI-based s ensor processing for autonomous train control52 +4. Classic and AI-based distance sensing for autonomous train control using different sensors 53 53 // This topic will be jointly advised with the AG Distributed Systems// 54 54 55 -* Sensor processing of train mounted LiDAR or ultrasonic sensor 55 +* Explore and evaluate different sensors and processing techniques for distance measuring in rail vehicles 56 +* Compare quality, ranges, and reliability w.r.t speed and size (demonstrator) 57 +* Sensors and approaches: 58 +*1. Ultrasonic sensor 59 +*1. Single camera with AI image recognition 60 +*1. (Multiple cameras) 61 +*1. (LiDAR) 62 +*1. (Sensorfusion) 56 56 * Potential hardware (subject to changes): 57 57 ** [[https:~~/~~/www.elektronik-kompendium.de/sites/praxis/bauteil_ultrasonic-hcsr04p.htm>>https://www.elektronik-kompendium.de/sites/praxis/bauteil_ultrasonic-hcsr04p.htm]] 58 58 ** [[https:~~/~~/www.pi-shop.ch/lidar-ld06-lidar-module-with-bracket-entwicklungskit-fuer-raspberry-pi-sbc>>https://www.pi-shop.ch/lidar-ld06-lidar-module-with-bracket-entwicklungskit-fuer-raspberry-pi-sbc]] ... ... @@ -59,8 +59,6 @@ 59 59 ** ((( 60 60 [[https:~~/~~/www.blickfeld.com/de/produkte/cube-1/>>https://www.blickfeld.com/de/produkte/cube-1/]] 61 61 ))) 62 -* Obstacle detection at speeds up to 50 km/h 63 -* Distance measuring (ultrasonic sensor) 64 64 65 65 5. A digital twin for an autonomous on-demand train service **[already reserved]** 66 66 // Note: Tight interfacing with other topics// ... ... @@ -72,7 +72,7 @@ 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 - 80 +//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 78 * It should serve as a plugin solution inside the train's cockpit for monitoring operation and as preparation for autonomous control