专题会议:机器人嵌入式软件:挑战和未来方向

Houssam Abbas, I. Saha, Yasser Shoukry, Rüdiger Ehlers, Georgios Fainekos, Rajesh K. Gupta, R. Majumdar, Dogan Ulus
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引用次数: 11

摘要

本文综述了机器人嵌入式软件在设计、实现和验证方面的最新挑战和解决方案。重点放在移动机器人上,比如自动驾驶汽车。在设计中,它解决了机器人系统的编程支持,安全状态估计和基于ros的监视器生成。在实施阶段,它描述了使用有限精度算法的控制软件的综合,用于安全关键机器人的实时平台和架构,基于神经网络的控制器的有效实现,以及计算机视觉应用的标准。验证中的问题包括基于神经网络的机器人控制器的验证和闭环控制系统的证伪。论文还描述了著名的开源机器人平台。在此过程中,我们强调了开发下一代高性能,低资源使用,正确的嵌入式软件的重要研究问题。
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Special Session: Embedded Software for Robotics: Challenges and Future Directions
This paper surveys recent challenges and solutions in the design, implementation, and verification of embedded software for robotics. Emphasis is placed on mobile robots, like self-driving cars. In design, it addresses programming support for robotic systems, secure state estimation, and ROS-based monitor generation. In the implementation phase, it describes the synthesis of control software using finite precision arithmetic, real-time platforms and architectures for safety-critical robotics, efficient implementation of neural network based-controllers, and standards for computer vision applications. The issues in verification include verification of neural network-based robotic controllers, and falsification of closed-loop control systems. The paper also describes notable open-source robotic platforms. Along the way, we highlight important research problems for developing the next generation of high-performance, low-resource-usage, correct embedded software.
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