CARLA-GymDrive: Autonomous driving episode generation for the Carla simulator in a gym environment

CARLA-GymDrive is a powerful framework designed to facilitate reinforcement learning experiments in autonomous driving using the Carla simulator. By providing a gymnasium-like environment, it offers an intuitive and efficient platform for training driving agents using reinforcement learning techniques. It includes features such as scenario configuration to ensure that the training/test suite is adequate without requiring any code. Additionally, it boasts other features such as custom sensor configuration and compatibility with training libraries like Stable-Baselines3. This tool aims to increase researchers’ productivity by abstracting them from the complex code of the simulator, allowing them to focus on their research.

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Institutions

Publication Details

Journal
SoftwareX
Published
2024-11-15
DOI
https://doi.org/10.1016/j.softx.2024.101955
Citations
2
Primary Topic
Autonomous Vehicle Technology and Safety
Type
article
Field-Weighted Citation Impact
0.41

Funders

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article

CARLA-GymDrive: Autonomous driving episode generation for the Carla simulator in a gym environment

Nuno Pombo, Ângelo Miguel Rodrigues Morgado
2 citations
SoftwareX
Autonomous Vehicle Technology and Safety
0.41
article

CARLA-GymDrive: Autonomous driving episode generation for the Carla simulator in a gym environment

Nuno Pombo, Ângelo Miguel Rodrigues Morgado
article en
2 citations

Abstract

CARLA-GymDrive is a powerful framework designed to facilitate reinforcement learning experiments in autonomous driving using the Carla simulator. By providing a gymnasium-like environment, it offers an intuitive and efficient platform for training driving agents using reinforcement learning techniques. It includes features such as scenario configuration to ensure that the training/test suite is adequate without requiring any code. Additionally, it boasts other features such as custom sensor configuration and compatibility with training libraries like Stable-Baselines3. This tool aims to increase researchers’ productivity by abstracting them from the complex code of the simulator, allowing them to focus on their research.

SoftwareXVol. 28
University of Beira Interior (PT), Instituto de Telecomunicações (PT)
Fundação para a Ciência e a Tecnologia
Openalex Percentile: Top 39%
Autonomous Vehicle Technology and Safety
0.41
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CARLA-GymDrive: Autonomous driving episode generation for the Carla simulator in a gym environment — Nuno Pombo, Ângelo Miguel Rodrigues Morgado · SoftwareX (2024) | TGRS Research Map | TGRS