ASV-Swarm: a high-performance simulator for the dynamics of a swarm of autonomous marine vehicles in waves

03/10/2020
by   Toby Thomas, et al.
0

The energy of ocean waves is the key distinguishing factor of a marine environment compared to other aquatic environments. Waves have a significant impact on the dynamics of marine vehicles. Hence, it is imperative to model waves and the dynamics of vehicles in waves when developing efficient control strategies for autonomous marine vehicles. However, most marine simulators available open-source exclude the realistic modelling of ocean waves and the efficient computation of wave forces on surface vehicles. This paper presents ASV-Swarm, a simulator which provides high fidelity and computationally efficient model of ocean waves and vehicle dynamics in waves. The simulator is suitable for applications requiring high run-time performance, such as with swarms of autonomous marine vehicles, or in developing optimal vehicle control strategies using reinforcement learning techniques. ASV-Swarm also has a low computational overhead making it ideal for onboard simulation for applications such as online learning for adaptation to changes in the environment.

READ FULL TEXT

page 1

page 5

page 6

research
05/07/2020

LGSVL Simulator: A High Fidelity Simulator for Autonomous Driving

Testing autonomous driving algorithms on real autonomous vehicles is ext...
research
01/11/2023

Prototyping Vehicle Control Applications Using the CAT Vehicle Simulator

This paper demonstrates the integration model-based design approaches or...
research
12/25/2021

An Experimental Evaluation and Investigation of Waves of Misery in R-trees

Waves of misery is a phenomenon where spikes of many node splits occur o...
research
07/30/2021

Simulation-Based Optimization of High-Performance Wheel Loading

Having smart and autonomous earthmoving in mind, we explore high-perform...
research
09/30/2022

Programmable Control of Ultrasound Swarmbots through Reinforcement Learning

Powered by acoustics, existing therapeutic and diagnostic procedures wil...
research
06/25/2022

Can New Light Rail Reduce Personal Vehicle Carbon Emissions? A Before-After, Experimental-Control Evaluation in Los Angeles

This paper uses a before-after, experimental-control group method to eva...
research
07/05/2018

Pontogammarus Maeoticus Swarm Optimization: A Metaheuristic Optimization Algorithm

Nowadays, metaheuristic optimization algorithms are used to find the glo...

Please sign up or login with your details

Forgot password? Click here to reset