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A LEGO-Based Mobile Robotic Platform for Evaluation of Parallel Control and Estimation Algorithms

机译:基于乐高的移动机器人平台,用于评估并行控制和估计算法

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摘要

An inexpensive robotic system intended for educational use in parallel algorithms for embedded control and signal processing is described. The hardware platform is comprised of a state-of-the-art multi-core system in a wireless network with several mobile LEGO robots that collect data from their environment. The setup covers a broad range of real-time cooperative and parallel problems arising in sensor networks, robotics, surveillance and high-performance embedded applications. As an illustration, a bearings-only tracking problem, estimating both mobile robots positions and the position of a non-cooperating target by using parallel particle filtering, is solved on the proposed platform. In order to improve the estimation accuracy and to adjust to changes in the environment and movements of the target, a controller positioning the mobile robots is utilized.
机译:描述了一种廉价的机器人系统,该系统旨在用于并行算法中用于嵌入式控制和信号处理的教学用途。硬件平台由无线网络中最先进的多核系统组成,该系统中有多个移动乐高机器人从其环境中收集数据。该设置涵盖了传感器网络,机器人技术,监视和高性能嵌入式应用中出现的各种实时协作和并行问题。作为说明,在提出的平台上解决了纯轴承跟踪问题,该问题通过使用并行粒子滤波来估计移动机器人的位置和非合作目标的位置。为了提高估计精度并适应环境和目标运动的变化,利用了定位移动机器人的控制器。

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