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Data efficient Deep Reinforcement Learning for robust inertial-based UAV localization

delete2025-07-28
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PRE
AI
D
Dimitrios Tsiakmakis *
N
Nikolaos Passalis *
A
Anastasios Tefas
DOI:10.1016/j.robot.2025.105139delete
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摘要

摘要

En 中文
• 基于IMU的无人机定位容易累积误差。 • 提出了一种纠正IMU误差的样本高效深度强化学习方法。 • 使用数据增强和提示损失来增强深度强化学习训练过程。 • 低成本RGB传感器使得在各类应用中实现实用部署成为可能。 • 在仿真和真实无人机实验中验证了其有效性。
Keyword:
IMU error correction
deep reinforcement learning
data augmentation
hint loss
RGB sensors

期刊

Robotics and Autonomous Systems 封面图
Robotics and Autonomous Systems
IF:
5.2
论文数:
665
被引数:
1.0W

机构

A
aristotle university of thessaloniki
学者数:
2.6W
论文数: 2.0W
被引数: 19
引用论文

引用论文

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