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Self-reconfigurable control architecture for complex mobile robots

机译:可自行配置的复杂移动机器人控制架构

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摘要

Advanced mobile robot systems need to accomplish increasingly complex task sets. However, to solve demanding problems, they are typically optimized to a very restricted set of tasks and environments. This work will therefore propose a self-reconfigurable software and hardware architecture to allow the dynamic optimization of a robot system depending on the current situation, i. e. the current task, the robot inner state, and the environment. The proposed framework is based on organic computing principles and unsupervised machine learning techniques. It further uses dynamically reconfigurable Field Programmable Gate Arrays (FPGA) as hardware accelerators. Preliminary results will be presented, which demonstrate the feasibility of the self-reconfiguration approach.
机译:先进的移动机器人系统需要完成越来越复杂的任务集。但是,为了解决苛刻的问题,通常将它们优化为一组非常有限的任务和环境。因此,这项工作将提出一种可自我重新配置的软件和硬件体系结构,以允许根据当前情况对机器人系统进行动态优化。 e。当前任务,机器人内部状态和环境。所提出的框架基于有机计算原理和无监督的机器学习技术。它还使用动态可重新配置的现场可编程门阵列(FPGA)作为硬件加速器。将提供初步结果,这些结果证明了自重配置方法的可行性。

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