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Reinforcement Learning for Autonomous Surface Vessels

A project exploring autonomous surface vessel navigation and collision avoidance using reinforcement learning.

Gymnasium Environment

The environment is a custom Gymnasium environment that simulates the ASV navigation task. This environment simulates vessel movements using an action space that controls acceleration and rudder position.

Training

Train contains code that trains a Soft Actor-Critic model to learn how to navigate to the target quickly and avoid obstacles.

Testing

Testing simulates the model on a new randomly initialized environment based on the model file from specific weights and biases run-id.

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A project exploring autonomous surface vessel navigation using reinforcement learning

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