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An FPGA architecture design of a high performance adaptive notch filter.

机译:高性能自适应陷波滤波器的FPGA体系结构设计。

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摘要

The occurrence of narrowband interference near frequencies carrying information is a common problem in modern control and signal processing applications. A very narrow notch filter is required in order to remove the unwanted signal while not compromising the integrity of the carrier signal. In many practical situations, the interference may wander within a frequency band, in which case a wider notch filter would be needed to guarantee its removal, which may also allow for the degradation of information being carried in nearby frequencies. If the interference frequency could be autonomously tracked, a narrow bandwidth notch filter could be successfully implemented for the particular frequency. Adaptive signal processing is a powerful technique that can be used in the tracking and elimination of such a signal.;An application where an adaptive notch filter becomes necessary is in biomedical instrumentation, such as the electrocardiogram recorder. The recordings can become useless when in the presence of electromagnetic fields generated by power lines. Research was conducted to fully characterize the interference.;Research on notch filter structures and adaptive filter algorithms has been carried out. The lattice form filter structure was chosen for its inherent stability and performance benefits. A new adaptive filter algorithm was developed targeting a hardware implementation. The algorithm used techniques from several other algorithms that were found to be beneficial.;This work developed the hardware implementation of a lattice form adaptive notch filter to be used for the removal of power line interference from electrocardiogram signals. The various design tradeoffs encountered were documented. The final design was targeted toward multiple field programmable gate arrays using multiple optimization efforts. Those results were then compared.;The adaptive notch filter was able to successfully track and remove the interfering signal. The lattice form structure utilized by the proposed filter was verified to exhibit an inherently stable realization. The filter was subjected to various environments that modeled the different power line disturbances that could be present. The final filter design resulted in a -3 dB bandwidth of 15.8908 Hz, and a null depth of -54 dB. For the baseline test case, the algorithm achieved convergence after 270 iterations. The final hardware implementation was successfully verified against the MATLAB simulation results. A speedup of ∼3.8 was seen between the Xilinx Virtex-5 and Spartan-II device technologies. The final design used a small fraction of the available resources for each of the two devices that were characterized. This would allow the component to be more readily available to be added to existing projects, or further optimized by utilizing additional logic.
机译:在现代控制和信号处理应用中,在携带信息的频率附近出现窄带干扰是一个普遍的问题。需要一个非常窄的陷波滤波器,以便在不影响载波信号完整性的情况下去除不需要的信号。在许多实际情况下,干扰可能会在一个频带内徘徊,在这种情况下,将需要一个较宽的陷波滤波器来保证将其消除,这也可能会使附近频率中携带的信息质量下降。如果可以自动跟踪干扰频率,则可以针对特定频率成功实现窄带宽陷波滤波器。自适应信号处理是一种强大的技术,可用于跟踪和消除此类信号。;在生物医学仪器(如心电图记录仪)中,有必要使用自适应陷波滤波器的应用。当电源线产生电磁场时,录音可能会变得无用。为了充分表征干扰,进行了研究。进行了陷波滤波器结构和自适应滤波器算法的研究。选择晶格形式的过滤器结构是因为其固有的稳定性和性能优势。针对硬件实现开发了一种新的自适应滤波器算法。该算法使用了其他几种被认为是有益的算法中的技术;这项工作开发了一种网格形式的自适应陷波滤波器的硬件实现,该滤波器用于消除心电图信号中的电源线干扰。记录了遇到的各种设计折衷。最终设计针对使用多个优化工作的多个现场可编程门阵列。然后比较这些结果。自适应陷波滤波器能够成功跟踪和消除干扰信号。所提出的滤波器利用的晶格形式结构被证明具有固有的稳定实现。滤波器处于各种环境中,这些环境对可能存在的不同电源线干扰进行了建模。最终的滤波器设计导致-3 dB的带宽为15.8908 Hz,零深度为-54 dB。对于基准测试用例,该算法在270次迭代后实现了收敛。针对MATLAB仿真结果成功验证了最终的硬件实现。 Xilinx Virtex-5和Spartan-II器件技术之间的加速比约为3.8。最终设计使用了已表征的两个设备中每一个的可用资源的一小部分。这将使该组件可以更容易地添加到现有项目中,或者通过利用其他逻辑进一步优化。

著录项

  • 作者

    Szalkowski, Michael James.;

  • 作者单位

    Rochester Institute of Technology.;

  • 授予单位 Rochester Institute of Technology.;
  • 学科 Engineering Electronics and Electrical.
  • 学位 M.S.
  • 年度 2008
  • 页码 120 p.
  • 总页数 120
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 无线电电子学、电信技术;
  • 关键词

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