David Marson
Technical University of Munich
Informatics 4 - Chair of Software & Systems Engineering (Prof. Pretschner)
Postal address
Boltzmannstr. 3
85748 Garching b. München
- Phone: +49 89 289 17311
- E-mail: david.marson@tum.de
Office: 01.11.042
About Me
I joined the Chair of Software and Systems Engineering (Prof. Dr. Pretschner) in September 2022 and I am currently a PhD student. Generally, I am interested in cyber-physical systems (CPS) and modeling and simulation (M&S). My current research interests are scenario-based testing, search-based software testing, and drone swarm controllers. I am interested in developing techniques to generate test cases for cooperating unmanned aerial vehicles (UAVs). Prior to joining the chair, I earned a master's degree in aerospace engineering and worked in industry as a systems engineer.
Thesis Supervision
If you are interested in working with us, please take a look at the chair's Theses and Projects page.
You are welcome to contact me if you are interested in thesis or guided research supervision; in that case, please include your CV and current grade report/transcript. Additionally, if you are not applying for an existing open topic, please include a topic idea in your message to me by describing the following:
- A research question.
- Ideas for experiments to produce results that may answer the research question.
The titles of completed theses and publications listed below can provide a starting point to understand research questions that are of interest to me.
--- Open (periodically updated) ---
| --- | --- |
--- Ongoing ---
| Trust-Aware Behavior Correction for Robust and Scalable UAV Swarms | Bachelor's Thesis |
| Using Surrogate Models on a Per-Agent Basis to Efficiently Generate Robustness Tests for a Swarm | Bachelor's Thesis |
| Transforming the Search Space to Efficiently Generate Robustness Tests for a Swarm | Bachelor's Thesis |
--- Completed ---
| (2026) Generating Test Cases for a Scalable UAV Swarm | Bachelor's Thesis |
| (2026) Generating Tests for UAV Swarms with LOS Sensing in Environments with Occlusions | Bachelor's Thesis |
| (2026) Accelerating Worst-Case Failure Discovery in UAV Swarms Using Guided Evolutionary Search | Bachelor's Thesis |
| (2025) Development and Evaluation of Robust UAV Swarm Route Planner | Master's Thesis |
| (2025) Inaccuracies in UAV Awareness and the Effect on Swarm Robustness | Bachelor's Thesis |
| (2024) Scenario Parameters for Testing Reactive and Predictive Swarm Controllers | Bachelor's Thesis |
| (2024) Effectiveness of Search-Based Testing on a Deep Reinforcement-Learned Swarm Controller | Bachelor's Thesis (with S. Speth) |
| (2024) Optimizing Relevant Quality Attributes of Collaborating Autonomous UAVs | Bachelor's Thesis |
| (2024) Test Case Generation for Robust Behavior During Component Failures in Collaborating Autonomous Aerial Vehicles | Master's Thesis (with N. Kolb) |
| (2023) Applying Safety Testing to Collaborative Unmanned Aerial Vehicles | Bachelor's Thesis (with N. Kolb) |
Teaching
| Summer 2026 | Systems Engineering (BSc Engineering Science) (IN8015) |
| Summer 2026 | Seminar: Challenges in Scenario-based Testing of Cyber-Physical Systems (IN2107, IN0014, IN45163) |
| Winter 2025-2026 | Practical Course: Scenario-Based Testing of Cyber-Physical Vehicles |
| Summer 2025 | Systems Engineering (BSc Engineering Science) (IN8015) |
| Winter 2024-2025 | Practical Course: Scenario-Based Testing of Cyber-Physical Systems |
| Summer 2024 | Systems Engineering (BSc Engineering Science) (IN8015) |
| Summer 2024 | (topic supervisor) Seminar Course: Software Quality (IN0014, IN2107, IN4572) |
| Winter 2023-2024 | (exercise contribution) Advanced Topics of SW Engineering (IN2309, IN2126) |
| Summer 2023 | Systems Engineering (BSc Engineering Science) (IN8015) |
Publications
D. K. Marson, D. Deldar and A. Pretschner, "System-Level Test Case Generation and Execution for Distributed Cooperative Unmanned Aerial Systems," 2024 IEEE Intelligent Vehicles Symposium (IV), Jeju Island, Korea, Republic of, 2024, pp. 1060-1067, doi: 10.1109/IV55156.2024.10588639.
Marson, D., Pretschner, A. Generating Test Cases for Decentralized Swarming Unmanned Aerial Vehicles. J Intell Robot Syst 112, 30 (2026). doi.org/10.1007/s10846-026-02381-1