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Hardware implementation of a controller based on neurobiological adaptive models of the human motor-control system

机译:基于人类运动控制系统神经生物学自适应模型的控制器的硬件实现

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摘要

In this work, a neural structure has been implemented into a device based on the new trends in hardware integration, for motor-control In multisensorial anthropomorphic robotic systems. This implementation gives a solution to the problem of physic integration of biologically Inspired control hierarchies in a robotic head-arm installation for robotic reaching tasks. The complete architecture has been implemented on an electronic board connected to a PC computer through a PCI interface. The hardware structure consists of two blocks: one for the working phase of the system, and the other for the learning and supervision phase of the system. These two blocks have been implemented with different technologies based on DSP processors and FPGAs. The algorithms implemented on DSPs have the function of updating the neural network on the FPGA, supervising the working of the algorithm implemented on FPGA and introducing corrections when the neural network produces results with little errors. The neural network has been implemented on FPGA and implements spatial-motor transformations of the robotic platform. It is programmed and updated by the supervisor implemented on a DSP processor
机译:在这项工作中,基于硬件集成的新趋势,将神经结构实现到设备中,用于多传感器拟人机器人系统中的电机控制。该实现方案解决了在用于机器人到达任务的机器人头臂装置中生物启发的控制层次结构的物理集成问题。完整的架构已在通过PCI接口连接到PC计算机的电子板上实现。硬件结构包括两个模块:一个模块用于系统的工作阶段,另一个模块用于系统的学习和监督阶段。这两个模块已使用基于DSP处理器和FPGA的不同技术实现。在DSP上实现的算法具有更新FPGA上的神经网络,监督在FPGA上实现的算法的工作以及在神经网络产生误差很小的结果时引入校正的功能。神经网络已在FPGA上实现,并实现了机器人平台的空间运动转换。它由在DSP处理器上实现的监控器进行编程和更新

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