arXiv:2412.19744cs.RO2024-12被引 3

打造可跨空海陆三界操作的机器人仿真系统

AAM-SEALS: Developing Aerial-Aquatic Manipulators in SEa, Air, and Land Simulator

  • 构建支持飞行、游泳与抓取的集成控制器
  • 实现空气、水域及界面间的平滑过渡与高保真模拟
  • 适合机器人学习、水下与空中机器人研究者使用

当前移动机械臂与高保真仿真器难以在涵盖海洋、空中和陆地的综合环境中无缝运行与仿真。为填补这一空白,我们提出Aerial-Aquatic Manipulators (AAMs) 在 SEa, Air, and Land Simulator (SEALS) 中的完整解决方案,这是一个专为AAMs设计的综合性、逼真仿真平台,支持其在多种环境中的操作与学习。AAM-SEALS克服了多项挑战,包括开发适用于飞行、游泳与抓取的集成控制器,以及基于粒子流体动力学的高保真空中与水下动态模拟。评估表明,系统可在空气、水体及其交界处实现平滑运行与逼真视觉过渡。通过对比真实系统与仿真系统的位姿追踪误差,定量验证了粒子流体动力学的仿真精度。该平台将惠及机器人学习、空中机器人、水下机器人、移动操作及机器人仿真等多个领域。代码与数据将开源,以推动相关研究发展。视频演示见 https://youtu.be/MbqIIrYvR78,项目官网 https://aam-seals.umd.edu。

原文摘要 · Abstract (English)

Current mobile manipulators and high-fidelity simulators lack the ability to seamlessly operate and simulate across integrated environments spanning sea, air, and land. To address this gap, we introduce Aerial-Aquatic Manipulators (AAMs) in SEa, Air, and Land Simulator (SEALS), a comprehensive and photorealistic simulator designed for AAMs to operate and learn in these diverse environments. The development of AAM-SEALS tackles several significant challenges, including the creation of integrated controllers for flying, swimming, and manipulation, and the high-fidelity simulation of aerial dynamics and hydrodynamics leveraging particle-based hydrodynamics. Our evaluation demonstrates smooth operation and photorealistic transitions across air, water, and their interfaces. We quantitatively validate the fidelity of particle-based hydrodynamics by comparing position-tracking errors across real-world and simulated systems. AAM-SEALS benefits a broad range of robotics communities, including robot learning, aerial robotics, underwater robotics, mobile manipulation, and robotic simulators. We will open-source our code and data to foster the advancement of research in these fields. The overview video is available at https://youtu.be/MbqIIrYvR78. Visit our project website at https://aam-seals.umd.edu for more details.

机器人仿真多模态操作水下机器人强化学习

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