News
Virtual Environment Implementation Progress
One of the key challenges in the development of the LEMURS project is the availability of an accurate and efficient simulation environment. Such a simulator
March 18, 2026
Learning for Autonomous Underwater Manipulation in Scientific Operations
Project reference: CNS2024-154526
Start date: 01/04/2025
End date: 31/03/2027
Coordinated by: Universitat de Girona
The LEMURS project is developing a new generation of Intervention Autonomous Underwater Vehicles (I-AUVs) capable of performing complex scientific tasks independently. Our mission is to reduce reliance on costly, ship-based Remotely Operated Vehicle (ROV) operations by enabling efficient and intelligent autonomous systems that contribute to the protection of marine biodiversity.
Core Pillars
Operational Analysis
Analyze current ROV pilot and scientist manipulation practices to define automation challenges and identify effective learning-based solutions.
Digital Twin Development
Build a high-fidelity Girona500 I-AUV simulation environment to enable accelerated training, benchmarking, and sim-to-real transfer.
Hybrid Learning & Validation
Design and benchmark a hybrid DRL + Imitation Learning architecture against expert systems and human demonstrations for robust underwater manipulation.
Sim-to-Real Transfer Pipeline
Our methodology follows a structured four-stage pipeline to enable a reliable transition from simulation to real ocean conditions. First, idealized tasks would be solved in a perfect virtual environment using privileged, noise-free data. The robot would then be restricted to onboard sensing only, such as vision and tactile feedback. Next, noise and domain randomization would be introduced to improve robustness against real-world uncertainty. Finally, real trajectory data would be incorporated and the learned policies transferred to the physical Girona 500 I-AUV for field deployment.
Technology
Machine Learning for Manipulation
Reinforcement Learning (RL)
Learning by Demonstration (LbD)
Human-in-the-loop training
Autonomous Underwater Robotics
Intervention AUV (Girona 500)
Advanced perception systems
Force and tactile sensing
Simulation & Experimental Validation
Real-world testing in large water tanks
Sim-to-real transfer
Example Use Case
One envisioned application of LEMURS is the autonomous deployment of underwater sensor networks. An intervention AUV can detect, grasp, transport, and precisely place hydrophones on the seabed, forming optimal monitoring grids without the need for human intervention or large vessels.
News
ML-Based Algorithm Evaluation for Manipulation
Within the framework of the LEMURS project, Task T2.2 – ML-based Algorithm Evaluation for Manipulation has been successfully carried out through two Master’s theses conducted
February 26, 2026
News
RobSummit 2026 Porto
Honored to have been a speaker at RobSummit (2nd Edition) at the University of Porto, invited by our colleagues at INESC TEC. Following insightful sessions
February 23, 2026
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