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An Architecture for Measuring Joint Angles Using a Long Period Fiber Grating-Based Sensor

机译:使用基于光纤光栅的长周期传感器测量关节角度的架构

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The implementation of signal filters in a real-time form requires a tradeoff between computation resources and the system performance. Therefore, taking advantage of low lag response and the reduced consumption of resources, in this article, the Recursive Least Square (RLS) algorithm is used to filter a signal acquired from a fiber-optics-based sensor. In particular, a Long-Period Fiber Grating (LPFG) sensor is used to measure the bending movement of a finger. After that, the Gaussian Mixture Model (GMM) technique allows us to classify the corresponding finger position along the motion range. For these measures to help in the development of an autonomous robotic hand, the proposed technique can be straightforwardly implemented on real time platforms such as Field Programmable Gate Array (FPGA) or Digital Signal Processors (DSP). Different angle measurements of the finger's motion are carried out by the prototype and a detailed analysis of the system performance is presented.
机译:以实时形式实现信号滤波器需要在计算资源和系统性能之间进行权衡。因此,在本文中,利用低滞后响应和减少的资源消耗的优势,将递归最小二乘(RLS)算法用于过滤从基于光纤的传感器获取的信号。特别地,长周期光纤光栅(LPFG)传感器用于测量手指的弯曲运动。之后,高斯混合模型(GMM)技术使我们能够沿运动范围对相应的手指位置进行分类。对于这些有助于自主机器人手发展的措施,可以在诸如现场可编程门阵列(FPGA)或数字信号处理器(DSP)等实时平台上直接实施所提出的技术。原型对手指的运动进行了不同角度的测量,并给出了系统性能的详细分析。

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