Anastasios Lekkas

About

I am an associate professor of autonomous systems at the Department of Engineering Cybernetics (ITK), where one of my main goals is to merge Artificial Intelligence (AI) methods with control engineering and develop cyber-physical systems of increased autonomy. My main application areas are surface and underwater marine vehicles. I serve as supervisor for PhD and MSc students and have co-developed a specialization course on autonomous systems.

Since August 2022, I am centre director for SFI Autoship.

Moreover, I am project manager for the EXAIGON project, which is funded by the Research Council of Norway (RCN) and aims at developing explainable AI systems for business-critical applications. EXAIGON will run between 2020-24 and has a total budget of 20 MNOK (around $2.2 million), of which 16 MNOK is funded by RCN.

Work Experience

08/2022 - Present: Director, SFI Autoship

01/2018 - Present: Associate professor of autonomous systems at ITK/NTNU.

12/2016 - 12/2018: EU affairs manager at NTNU Oceans.

12/2016 - 12/2017: Researcher at the Department of Marine Technology, NTNU.

08/2015 - 05/2019: Coordinator of the JPI Oceans action "European Marine Sensor Calibration Network".

02/2015 - 12/2016: Science officer at JPI Oceans Secretariat in Brussels, Belgium.

03/2014 - 01/2015: Postdoctoral researcher at the Centre of Excellence NTNU AMOS (Autonomous Marine Operations and Systems).

08/2009 - 03/2014: PhD candidate at ITK and the Centre of Excellence CeSOS (Centre for Ships and Ocean Structures)

09/2008 - 08/2009: Research associate at the Stochastic Mechanical Signals and Automation laboratory, University of Patras, Greece.

Education

2014: PhD in Engineering Cybernetics, NTNU, Norway.

2008: Diploma (5-year study) in Mechanical and Aeronautical Engineering, University of Patras, Greece.

Supervision

PhD Students

Main Supervisor:

Andreas Bell Martinsen (2018-21) - Reinforcement learning methods for guidance, navigation and control of marine vehicles.
Libo Xue (2018-21): AI planning and control for underwater intervention drones (part of SEAVENTION project).
Vilde Gjærum 2019-22: Explainable AI methods for cyber-physical systems (part of the EXAIGON project)
Sindre B. Remman 2020-24: Explainable AI methods for cyberphysical systems (part of the EXAIGON project)

Co-supervisor

Glenn Ivar Bitar (2017-20) - Energy-optimal and autonomous control for car ferries (Main supervisor: Morten Breivik)
Emil Hjelseth Thyri (2019-22): Automation and autonomy for all-electric autonomous passenger ferries (part of the project NTNU Autoferry. (Main supervisor: Morten Breivik))

MSc Students

2020-21 Supervision of 5 students (AI and control, Explainable AI, autonomous ships)
2019-20 Supervision of 11 MSc students within AI and control
2018-19: I supervise 8 MSc students who work on AI methods for autonomous ships, ROVS, robotic manipulators, and self-driving cars.
2017-18 Supervision of 5 MSc students (AI planning, deep learning, reinforcement learning)

Projects

2020-2024 EXAIGON (Project manager, WP leader)

2018-2021: SEAVENTION (WP participant and PhD student main supervisor)

2018-2021: NTNU Autoferry (WP participant and PhD student co-supervisor)

2013-2017: NextGenIMR (Postdoctoral researcher)

Publications

2020

Eriksen, Bjørn-Olav Holtung; Bitar, Glenn Ivan; Breivik, Morten; Lekkas, Anastasios M.. (2020) Hybrid Collision Avoidance for ASVs Compliant with COLREGs Rules 8 and 13-17. Frontiers in Robotics and AI. volum 7 (11).
Guidi, Giuseppe; Lekkas, Anastasios M.; Stranden, Jon Eivind; Suul, Jon Are Wold. (2020) Dynamic Wireless Charging of Autonomous Vehicles: Small-scale demonstration of inductive power transfer as an enabling technology for self-sufficient energy supply. IEEE Electrification Magazine. volum 8 (1).

2019

Bitar, Glenn Ivan; Eriksen, Bjørn-Olav Holtung; Lekkas, Anastasios M.; Breivik, Morten. (2019) Energy-Optimized Hybrid Collision Avoidance for ASVs. 2019 18th European Control Conference (ECC).
Bitar, Glenn Ivan; Vestad, Vegard Nitter; Lekkas, Anastasios M.; Breivik, Morten. (2019) Warm-started optimized trajectory planning for ASVs. IFAC-PapersOnLine. volum 52 (21).
Martinsen, Andreas Bell; Lekkas, Anastasios M.; Gros, Sebastien. (2019) Autonomous docking using direct optimal control. IFAC-PapersOnLine. volum 52 (21).

2018

Bitar, Glenn Ivan; Breivik, Morten; Lekkas, Anastasios M.. (2018) Energy-Optimized Path Planning for Autonomous Ferries. 11th IFAC Conference on Control Applications in Marine Systems, Robotics, and Vehicles CAMS 2018 Opatija, Croatia, 10–12 September 2018.
Martinsen, Andreas Bell; Lekkas, Anastasios M.. (2018) Curved path following with deep reinforcement learning: Results from three vessel models. OCEANS 2018 MTS/IEEE Charleston.
Martinsen, Andreas Bell; Lekkas, Anastasios M.. (2018) Straight-Path Following for Underactuated Marine Vessels using Deep Reinforcement Learning. 11th IFAC Conference on Control Applications in Marine Systems, Robotics, and Vehicles CAMS 2018 Opatija, Croatia, 10–12 September 2018.

2017

Candeloro, Mauro; Lekkas, Anastasios M.; Sørensen, Asgeir Johan. (2017) A Voronoi-diagram-based dynamic path-planning system for underactuated marine vessels. Control Engineering Practice. volum 61.
Fossen, Thor I.; Lekkas, Anastasios M.. (2017) Direct and Indirect Adaptive Integral Line-of-Sight Path-Following Controllers for Marine Craft Exposed to Ocean Currents. International Journal of Adaptive Control and Signal Processing. volum 31 (4).

2016

Candeloro, Mauro; Lekkas, Anastasios M.; Hegde, Jeevith; Sørensen, Asgeir Johan. (2016) A 3D Dynamic Voronoi Diagram-Based Path-Planning System for UUVs. OCEANS 2016 MTS/IEEE Monterey.
Lekkas, Anastasios M.; Roald, Ann Louise; Breivik, Morten. (2016) Online Path Planning for Surface Vehicles Exposed to Unknown Ocean Currents Using Pseudospectral Optimal Control. IFAC-PapersOnLine. volum 49 (23).

2014

Lekkas, Anastasios M.; Fossen, Thor I.. (2014) Guidance and Path-Planning Systems for Autonomous Vehicles. Norges teknisk-naturvitenskapelige universitet. 2014. ISBN 978-82-326-0176-9. Doktoravhandlinger ved NTNU (126).
Lekkas, Anastasios; Fossen, Thor I.. (2014) Integral LOS Path Following for Curved Paths Based on a Monotone Cubic Hermite Spline Parametrization. IEEE Transactions on Control Systems Technology. volum 22 (6).
Lekkas, Anastasios; Fossen, Thor I.. (2014) Trajectory tracking and ocean current estimation for marine underactuated vehicles. Proceedings of the IEEE Conference on Control Applications.

2013

Lekkas, Anastasios; Fossen, Thor I.. (2013) A Quaternion-Based LOS Guidance Scheme for Path Following of AUVs. Elsevier IFAC Publications / IFAC Proceedings series.
Candeloro, Mauro; Lekkas, Anastasios; Sørensen, Asgeir Johan; Fossen, Thor I.. (2013) Continuous Curvature Path Planning using Voronoi diagrams and Fermat's spirals. Elsevier IFAC Publications / IFAC Proceedings series.
Lekkas, Anastasios; Dahl, Andreas R; Breivik, Morten; Fossen, Thor I.. (2013) Continuous-Curvature Path Generation using Fermat's Spiral. Modeling, Identification and Control. volum 34 (4).
Lekkas, Anastasios; Fossen, Thor I.. (2013) Line-of-Sight Guidance for Path Following of Marine Vehicles. Advanced in Marine Robotics.

Journal publications

Eriksen, Bjørn-Olav Holtung; Bitar, Glenn Ivan; Breivik, Morten; Lekkas, Anastasios M.. (2020) Hybrid Collision Avoidance for ASVs Compliant with COLREGs Rules 8 and 13-17. Frontiers in Robotics and AI. volum 7 (11).
Guidi, Giuseppe; Lekkas, Anastasios M.; Stranden, Jon Eivind; Suul, Jon Are Wold. (2020) Dynamic Wireless Charging of Autonomous Vehicles: Small-scale demonstration of inductive power transfer as an enabling technology for self-sufficient energy supply. IEEE Electrification Magazine. volum 8 (1).
Bitar, Glenn Ivan; Vestad, Vegard Nitter; Lekkas, Anastasios M.; Breivik, Morten. (2019) Warm-started optimized trajectory planning for ASVs. IFAC-PapersOnLine. volum 52 (21).
Martinsen, Andreas Bell; Lekkas, Anastasios M.; Gros, Sebastien. (2019) Autonomous docking using direct optimal control. IFAC-PapersOnLine. volum 52 (21).
Candeloro, Mauro; Lekkas, Anastasios M.; Sørensen, Asgeir Johan. (2017) A Voronoi-diagram-based dynamic path-planning system for underactuated marine vessels. Control Engineering Practice. volum 61.
Fossen, Thor I.; Lekkas, Anastasios M.. (2017) Direct and Indirect Adaptive Integral Line-of-Sight Path-Following Controllers for Marine Craft Exposed to Ocean Currents. International Journal of Adaptive Control and Signal Processing. volum 31 (4).
Lekkas, Anastasios M.; Roald, Ann Louise; Breivik, Morten. (2016) Online Path Planning for Surface Vehicles Exposed to Unknown Ocean Currents Using Pseudospectral Optimal Control. IFAC-PapersOnLine. volum 49 (23).
Lekkas, Anastasios; Fossen, Thor I.. (2014) Integral LOS Path Following for Curved Paths Based on a Monotone Cubic Hermite Spline Parametrization. IEEE Transactions on Control Systems Technology. volum 22 (6).
Lekkas, Anastasios; Fossen, Thor I.. (2014) Trajectory tracking and ocean current estimation for marine underactuated vehicles. Proceedings of the IEEE Conference on Control Applications.
Lekkas, Anastasios; Fossen, Thor I.. (2013) A Quaternion-Based LOS Guidance Scheme for Path Following of AUVs. Elsevier IFAC Publications / IFAC Proceedings series.
Candeloro, Mauro; Lekkas, Anastasios; Sørensen, Asgeir Johan; Fossen, Thor I.. (2013) Continuous Curvature Path Planning using Voronoi diagrams and Fermat's spirals. Elsevier IFAC Publications / IFAC Proceedings series.
Lekkas, Anastasios; Dahl, Andreas R; Breivik, Morten; Fossen, Thor I.. (2013) Continuous-Curvature Path Generation using Fermat's Spiral. Modeling, Identification and Control. volum 34 (4).

Report/dissertation

Lekkas, Anastasios M.; Fossen, Thor I.. (2014) Guidance and Path-Planning Systems for Autonomous Vehicles. Norges teknisk-naturvitenskapelige universitet. 2014. ISBN 978-82-326-0176-9. Doktoravhandlinger ved NTNU (126).

Part of book/report

Bitar, Glenn Ivan; Eriksen, Bjørn-Olav Holtung; Lekkas, Anastasios M.; Breivik, Morten. (2019) Energy-Optimized Hybrid Collision Avoidance for ASVs. 2019 18th European Control Conference (ECC).
Bitar, Glenn Ivan; Breivik, Morten; Lekkas, Anastasios M.. (2018) Energy-Optimized Path Planning for Autonomous Ferries. 11th IFAC Conference on Control Applications in Marine Systems, Robotics, and Vehicles CAMS 2018 Opatija, Croatia, 10–12 September 2018.
Martinsen, Andreas Bell; Lekkas, Anastasios M.. (2018) Curved path following with deep reinforcement learning: Results from three vessel models. OCEANS 2018 MTS/IEEE Charleston.
Martinsen, Andreas Bell; Lekkas, Anastasios M.. (2018) Straight-Path Following for Underactuated Marine Vessels using Deep Reinforcement Learning. 11th IFAC Conference on Control Applications in Marine Systems, Robotics, and Vehicles CAMS 2018 Opatija, Croatia, 10–12 September 2018.
Candeloro, Mauro; Lekkas, Anastasios M.; Hegde, Jeevith; Sørensen, Asgeir Johan. (2016) A 3D Dynamic Voronoi Diagram-Based Path-Planning System for UUVs. OCEANS 2016 MTS/IEEE Monterey.
Lekkas, Anastasios; Fossen, Thor I.. (2013) Line-of-Sight Guidance for Path Following of Marine Vehicles. Advanced in Marine Robotics.

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