D.J. Groot

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3 Conference contribution
3 Paper
3 Article

Centralized Landing Flow Merging for Drones Using Deep Reinforcement Learning
Vlaskin, A., Groot, D. J., Sunil, E., Ellerbroek, J., Hoekstra, J. M. & Nieuwenhuisen, D., 2026, In: Aerospace. 13, 3, 13 p., 234.
Research output: Contribution to journal › Article › Scientific › peer-review

Open Access
File
1 Downloads (Pure)
Comparing attention-based methods with long short-term memory for state encoding in reinforcement learning-based separation management
Groot, D. J., Ellerbroek, J. & Hoekstra, J. M., 2025, In: Engineering Applications of Artificial Intelligence. 159, 11 p., 111592.
Research output: Contribution to journal › Article › Scientific › peer-review

Open Access
File
2 Link opens in a new tab Citations (Scopus)

15 Downloads (Pure)
Analysis of the impact of traffic density on training of reinforcement learning based conflict resolution methods for drones
Groot, D. J., Ellerbroek, J. & Hoekstra, J. M., 2024, In: Engineering Applications of Artificial Intelligence. 133, 11 p., 108066.
Research output: Contribution to journal › Article › Scientific › peer-review

Open Access
File
10 Link opens in a new tab Citations (Scopus)

110 Downloads (Pure)
BlueSky-Gym: Reinforcement Learning Environments for Air Traffic Applications
Groot, D. J., Leto, G., Vlaskin, A., Moëc, A. A. G. & Ellerbroek, J., 2024, SESAR Innovation Days 2024. 7 p.
Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

Open Access
File
150 Downloads (Pure)
Policy Analysis of Safe Vertical Manoeuvring using Reinforcement Learning: Identifying when to Act and when to stay Idle
Groot, D. J., Ribeiro, M. J., Ellerbroek, J. & Hoekstra, J. M., 2023. 9 p.
Research output: Contribution to conference › Paper › peer-review

Open Access
File
101 Downloads (Pure)

Code accompanying the paper on aircraft path planning in continuous environments with deep reinforcement learning
Groot, J. (Creator), TU Delft - 4TU.ResearchData, 15 Jun 2023
DOI: 10.4121/B68D7AA9-235B-4F8B-B8C8-A977EACEBA50
Dataset/Software: Software
Vertical Conflict Resolution in Layered Airspace with Reinforcement Learning using the BlueSky Open Air Traffic Simulator
Groot, J. (Creator), TU Delft - 4TU.ResearchData, 17 Nov 2022
DOI: 10.4121/21572364
Dataset/Software: Software
Air Traffic Control Reinforcement Learning Environment
Badea, A. (Creator), Ribeiro, M. (Creator), Morfin Veytia, A. (Creator) & Groot, D. J. (Creator), TU Delft - 4TU.ResearchData, 9 Aug 2022
DOI: 10.4121/20455296
Dataset/Software: Dataset

1st Place at EUROCONTROL's Innovation Masterclass Competition 2022
Badea, C. (Recipient), Groot, D. J. (Recipient), Morfin Veytia, A. (Recipient) & Ribeiro, M. J. (Recipient), 2022
Prize: Prize (including medals and awards)
Best Paper Award
Groot, D. J. (Recipient), Ribeiro, M. J. (Recipient), Ellerbroek, J. (Recipient) & Hoekstra, J. M. (Recipient), 2022
Prize: Prize (including medals and awards)

D.J. Groot

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Collaborations and top research areas from the last five years

Dive into details

Centralized Landing Flow Merging for Drones Using Deep Reinforcement Learning

Comparing attention-based methods with long short-term memory for state encoding in reinforcement learning-based separation management

Analysis of the impact of traffic density on training of reinforcement learning based conflict resolution methods for drones

BlueSky-Gym: Reinforcement Learning Environments for Air Traffic Applications

Policy Analysis of Safe Vertical Manoeuvring using Reinforcement Learning: Identifying when to Act and when to stay Idle

Code accompanying the paper on aircraft path planning in continuous environments with deep reinforcement learning

Vertical Conflict Resolution in Layered Airspace with Reinforcement Learning using the BlueSky Open Air Traffic Simulator

Air Traffic Control Reinforcement Learning Environment

1st Place at EUROCONTROL's Innovation Masterclass Competition 2022

Best Paper Award

D.J. Groot

Fingerprint

Collaborations and top research areas from the last five years

Research output

Datasets

Prizes