Deep Reinforcement Learning-Based 2.5 D Multi-Objective Path Planning for Ground Vehicles: Considering Distance and Energy Consumption

X Wu, S Huang, G Huang - Electronics, 2023 - mdpi.com
Due to the vastly different energy consumption between up-slope and down-slope, a path
with the shortest length in a complex off-road terrain environment (2.5 D map) is not always …

Deep reinforcement learning-based multi-objective path planning on the off-road terrain environment for ground vehicles

S Huang, X Wu, G Huang - arXiv preprint arXiv:2305.13783, 2023 - arxiv.org
Due to the vastly different energy consumption between up-slope and down-slope, a path
with the shortest length on a complex off-road terrain environment (2.5 D map) is not always …

Deep reinforcement learning-based failure-safe motion planning for a 4-wheeled 2-steering lunar rover

BJ Park, HJ Chung - Aerospace, 2023 - mdpi.com
The growing trend of onboard computational autonomy has increased the need for self-
reliant rovers (SRRs) with high efficiency for unmanned rover activities. Mobility is directly …

Modeling and analysis of a reconfigurable rover for improved traversing over soft sloped terrains

S Lyu, W Zhang, C Yao, Z Zhu, Z Jia - Biomimetics, 2023 - mdpi.com
Adjusting the roll angle of a rover's body is a commonly used strategy to improve its
traversability over sloped terrains. However, its range of adjustment is often limited, due to …

Layered-cost-map-based traffic management for multiple amrs via a dds

S Jeong, T Ga, I Jeong, J Oh, J Choi - Applied sciences, 2022 - mdpi.com
A traffic management system can be used to control multiple automated mobile robots
(AMRs) effectively. This paper proposes traffic management for multiple AMRs based on a …

Layered Cost-Map-Based Traffic Management for Multiple Automated Mobile Robots via a Data Distribution Service

S Jeong, T Ga, I Jeong, J Oh, J Choi - arXiv preprint arXiv:2207.08902, 2022 - arxiv.org
This letter proposes traffic management for multiple automated mobile robots (AMRs) based
on a layered cost map. Multiple AMRs communicate via a data distribution service (DDS) …