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edited by Alexander Schulz-Rosengarten
on 2024/09/12 08:29
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edited by Alexander Schulz-Rosengarten
on 2024/02/26 10:32
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1 -[REAKT] WIP Project REAKTOR
1 +[REAKT] Projecting Irregular Vehicle Positions on Tracks
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1 -Theses.Current Theses.WebHome
1 +Theses.Topics for Student Theses.WebHome
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1 -The REAKT project (https://reakt.sh/ & https://www.schiene-m-l.de/) aims at developing new mobility concepts to reactivate rural rail lines. This project will evolve around developing an autonomous on-demand rail vehicle to flexibly provide service on single track lines. A prototype will be build in 1:32 scale as well as a full scale version.
1 +# ![[image-20240226113213-1.png|image-20240226113213-1.png]]
2 2  
3 -[[image:image-20240912102452-3.jpeg||height="219" width="292"]][[image:image-20240912102840-4.jpeg||height="217" width="264"]]
3 +# Goals
4 4  
5 -== Overview of topics (WIP) ==
5 +* Develop and implement and algorithm for computing a best-effort projection of a vehicle position on a track
6 +* Evaluate the algorithm (and potential variations) with the real-world data collected in the Malente-Lütjenburg track
6 6  
7 -All solutions should be scalable for both demonstrators!
8 +### Consiterations for the Algorithm
8 8  
9 -~1. An end-user app and management system for on-demand train service [Maybe split into two topics]
10 +* Errors in GPS data
11 +* Gaps in GPS data (missing network)
12 +* Different accuracy of tracking devices (Smartphones vs. dedicated Trackers)
13 +* Projection of expected movement or potential location areas
14 +* Handling inconsistencies
15 + * Unrealistic position jumps
16 + * Passing other vehicles (quickly) on single-lane track
17 + * Vehicles changing direction without stopping
10 10  
11 -* App to call a train to a desired location and communicate desired destination
12 -* Locations drawn from GNSS and appropriate abstraction in 1:32 scale
13 -* Management of multiple trains on a single track line
14 -* Schedules for cooperative passenger pick up
15 -* Provisions for passenger transfer on open track
16 -* Either based on a central or decentralized communication concept
19 +# Scope
17 17  
18 -2. An autonomous train controller with risk analysis using STPA
21 +Bachelor's Thesis
19 19  
20 -* Control of an autonomous passenger train model (conceptually working for both demonstrators)
21 -* Capability for passenger transfer on open track (safe docking procedure)
22 -* Risk analysis for the controller using STPA
23 -* Safe behavior model generation using PASTA?
24 -* Assumes preprocessed sensor input and destination determination (see other topics)
23 +# Related Work/Literature
25 25  
26 -3. AI-based image recognition for autonomous train control [In cooperation with AG Distributed Systems]
25 +*
27 27  
28 -* Sensor processing of a train mounted camera
29 -* Obstacle detection at speeds up to 50 km/h
30 -* [Optional] Distance measuring using multiple cameras
27 +[https://reakt.sh/](https://reakt.sh/)
28 +*
31 31  
32 -4. AI-based sensor processing for autonomous train control [In cooperation with AG Distributed Systems]
30 +[https://github.com/kieler/RailTrail](https://github.com/kieler/RailTrail)
33 33  
34 -* Sensor processing of train mounted LiDAR or ultrasonic sensor
35 -* Obstacle detection at speeds up to 50 km/h
36 -* Distance measuring (ultrasonic sensor)
32 +# Involved Languages/Technologies
37 37  
38 -5. A digital twin for an autonomous on-demand train service [Tight interfacing with other topics]
34 +*
39 39  
40 -* A digital twin for an autonomous passenger train
41 -* Monitoring system for the state and location of the vehicle
42 -* Remote control capabilities
43 -* Monitoring and economic analysis of on-demand service operation [Integration of management system]
44 -* Reliability analysis to ensure transparency of autonomous operation
36 +Python
45 45  
46 -== Goals ==
38 +# Supervised by
47 47  
48 -* TBA for each topic individually
49 -
50 -== Scope ==
51 -
52 -Bachelor's or Master's Thesis, with varying requirements to scientific scope.
53 -
54 -== Related Work/Literature ==
55 -
56 -* https://reakt.sh/
57 -
58 -== Involved Languages/Technologies ==
59 -
60 -* TBA for each topic individually
61 -
62 -== Supervised by ==
63 -
64 64  Alexander Schulz-Rosengarten
65 -[[als@informatik.uni-kiel.de>>mailto:als@informatik.uni-kiel.de]]
41 +[[als@informatik.uni-kiel.de|path:mailto:als@informatik.uni-kiel.de]]
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