Marinarium: a New Arena to Bring Maritime Robotics Closer to Shore
- URL: http://arxiv.org/abs/2602.23053v1
- Date: Thu, 26 Feb 2026 14:40:20 GMT
- Title: Marinarium: a New Arena to Bring Maritime Robotics Closer to Shore
- Abstract summary: The Marinarium is a stand-alone underwater research facility designed to provide a realistic testbed for maritime and space- analog robotic experimentation.<n>The Marinarium combines a fully instrumented underwater and aerial operational volume, extendable via a retractable roof for real-weather conditions, a digital twin in the SMaRCSim simulator and tight integration with a space robotics laboratory.
- Score: 13.103990961903408
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: This paper presents the Marinarium, a modular and stand-alone underwater research facility designed to provide a realistic testbed for maritime and space-analog robotic experimentation in a resource-efficient manner. The Marinarium combines a fully instrumented underwater and aerial operational volume, extendable via a retractable roof for real-weather conditions, a digital twin in the SMaRCSim simulator and tight integration with a space robotics laboratory. All of these result from design choices aimed at bridging simulation, laboratory validation, and field conditions. We compare the Marinarium to similar existing infrastructures and illustrate how its design enables a set of experiments in four open research areas within field robotics. First, we exploit high-fidelity dynamics data from the tank to demonstrate the potential of learning-based system identification approaches applied to underwater vehicles. We further highlight the versatility of the multi-domain operating volume via a rendezvous mission with a heterogeneous fleet of robots across underwater, surface, and air. We then illustrate how the presented digital twin can be utilized to reduce the reality gap in underwater simulation. Finally, we demonstrate the potential of underwater surrogates for spacecraft navigation validation by executing spatiotemporally identical inspection tasks on a planar space-robot emulator and a neutrally buoyant \gls{rov}. In this work, by sharing the insights obtained and rationale behind the design and construction of the Marinarium, we hope to provide the field robotics research community with a blueprint for bridging the gap between controlled and real offshore and space robotics experimentation.
Related papers
- Design and Attitude Control of an Underwater Quadruped Robot [12.2300314007703]
Legged robots are versatile on land, but their use in underwater environments remains limited.<n>This paper presents the design, modeling, and experimental validation of a reproducible underwater quadruped robot.
arXiv Detail & Related papers (2026-09-06T17:19:31Z) - LOTUSim: Multi-Domain Simulator for Marine Robotics [0.49838563301861205]
LOTUSim is a real-time maritime simulator supporting multi-user interaction across aerial, surface, and underwater robotic systems for coordinated naval-style operations.<n> validation demonstrates robust human-in-the-loop performance, maintaining strict real-time execution and high visual fidelity while scaling to large heterogeneous maritime drone swarms.<n>Results confirm LOTUSim's suitability as a simulation platform for operatorin-the-loop maritime robotics research.
arXiv Detail & Related papers (2026-07-03T08:09:01Z) - Validation of Space Robotics in Underwater Environments via Disturbance Robustness Equivalency [8.271517121359345]
We present an experimental validation framework for space robotics that leverages underwater environments to approximate microgravity dynamics.<n>We formulate the motion planning problem such that the original space mission and the validation mission achieve the same disturbance degree robustness.<n>Our evaluation features a dual-experiment setup: an underwater robot operating under near-neutral buoyancy conditions to validate the planning and control strategy of either an experimental spacecraft platform or a CubeSat in a high-fidelity space dynamics simulator.
arXiv Detail & Related papers (2026-02-28T12:42:24Z) - Biomimetic Mantaray robot toward the underwater autonomous -- Experimental verification of swimming and diving by flapping motion - [0.0]
Inspired by manta rays, the robot uses flapping motion for propulsion to minimize seabed disturbance.<n>The robot features pectoral fins driven by servo motors and a streamlined control box to reduce fluid resistance.
arXiv Detail & Related papers (2026-02-11T14:29:08Z) - RoboRAN: A Unified Robotics Framework for Reinforcement Learning-Based Autonomous Navigation [15.548637925166986]
We present a multi-domain framework for training, evaluating and deploying RL-based navigation policies across diverse robotic platforms and operational environments.<n>Our work presents four key contributions: (1) a scalable and modular framework, facilitating seamless robot-task interchangeability and reproducible training pipelines; (2) sim-to-real transfer demonstrated through real-world experiments with multiple robots; and (3) the release of the first open-source API for deploying Isaac Lab-trained policies to real robots.
arXiv Detail & Related papers (2025-05-20T15:48:23Z) - AI-Enhanced Automatic Design of Efficient Underwater Gliders [60.45821679800442]
Building an automated design framework is challenging due to the complexities of representing glider shapes and the high computational costs associated with modeling complex solid-fluid interactions.<n>We introduce an AI-enhanced automated computational framework designed to overcome these limitations by enabling the creation of underwater robots with non-trivial hull shapes.<n>Our approach involves an algorithm that co-optimizes both shape and control signals, utilizing a reduced-order geometry representation and a differentiable neural-network-based fluid surrogate model.
arXiv Detail & Related papers (2025-04-30T23:55:44Z) - Stonefish: Supporting Machine Learning Research in Marine Robotics [5.021710505685786]
This paper highlights recent enhancements to the Stonefish simulator, an open-source platform supporting development and testing of marine robotics solutions.<n>Key updates include a suite of additional sensors, as well as, visual light communication, support for tethered operations, improved thruster modelling, more flexible hydrodynamics, and enhanced sonar accuracy.
arXiv Detail & Related papers (2025-02-17T15:13:41Z) - Towards an Autonomous Surface Vehicle Prototype for Artificial Intelligence Applications of Water Quality Monitoring [68.41400824104953]
This paper presents a vehicle prototype that addresses the use of Artificial Intelligence algorithms and enhanced sensing techniques for water quality monitoring.
The vehicle is fully equipped with high-quality sensors to measure water quality parameters and water depth.
By means of a stereo-camera, it also can detect and locate macro-plastics in real environments.
arXiv Detail & Related papers (2024-10-08T10:35:32Z) - Reinforcement-learning robotic sailboats: simulator and preliminary
results [0.37918614538294315]
This work focuses on the main challenges and problems in developing a virtual oceanic environment reproducing real experiments using Unmanned Surface Vehicles (USV) digital twins.
We introduce the key features for building virtual worlds, considering using Reinforcement Learning (RL) agents for autonomous navigation and control.
arXiv Detail & Related papers (2024-01-16T09:04:05Z) - HomeRobot: Open-Vocabulary Mobile Manipulation [107.05702777141178]
Open-Vocabulary Mobile Manipulation (OVMM) is the problem of picking any object in any unseen environment, and placing it in a commanded location.
HomeRobot has two components: a simulation component, which uses a large and diverse curated object set in new, high-quality multi-room home environments; and a real-world component, providing a software stack for the low-cost Hello Robot Stretch.
arXiv Detail & Related papers (2023-06-20T14:30:32Z) - Autonomous Aerial Robot for High-Speed Search and Intercept Applications [86.72321289033562]
A fully-autonomous aerial robot for high-speed object grasping has been proposed.
As an additional sub-task, our system is able to autonomously pierce balloons located in poles close to the surface.
Our approach has been validated in a challenging international competition and has shown outstanding results.
arXiv Detail & Related papers (2021-12-10T11:49:51Z) - Nonprehensile Riemannian Motion Predictive Control [57.295751294224765]
We introduce a novel Real-to-Sim reward analysis technique to reliably imagine and predict the outcome of taking possible actions for a real robotic platform.
We produce a closed-loop controller to reactively push objects in a continuous action space.
We observe that RMPC is robust in cluttered as well as occluded environments and outperforms the baselines.
arXiv Detail & Related papers (2021-11-15T18:50:04Z) - RoboTHOR: An Open Simulation-to-Real Embodied AI Platform [56.50243383294621]
We introduce RoboTHOR to democratize research in interactive and embodied visual AI.
We show there exists a significant gap between the performance of models trained in simulation when they are tested in both simulations and their carefully constructed physical analogs.
arXiv Detail & Related papers (2020-04-14T20:52:49Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.