基于多频带滤波器的心电图信号去噪及其FPGA实现

Q3 Engineering
V. Patel, Ankit Shah
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引用次数: 2

摘要

心电图(ECG)信号携带与心脏活动有关的重要信息。在使用电极测量ECG时,信号受到谐波、基线漂移(BW)、运动伪影(MA)和高频噪声等电力线干扰(PLI)的污染。要求心电信号的提取在噪声环境中不丢失有用信息。因此,提出了一种高效滤波器的选择和实现设计。基于有限脉冲响应(FIR)的多频带需要单独的数字滤波器,如级联的低通、高通和带阻滤波器。采用最小二乘优化方法对FIR多带滤波器的系数进行了优化,并实现了直接对称结构。该滤波器的性能在一个包含固有噪声心电信号记录的Physionet心电ID数据库上进行了评估。通过测量带噪声和滤波后心电波形的功率谱,验证了该方法的性能。此外,在Xilinx ISE上研究了所提出的多带滤波器的可行性,并在现场可编程门阵列(FPGA)平台上实现了该设计。在可重构FPGA器件上设计并实现了一种低阶简单多带滤波器结构。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Denoising electrocardiogram signals using multiband filter and its implementation on FPGA
The electrocardiogram (ECG) signal carries vital information related to cardiac activities. While measuring ECG using electrodes, the signal is contaminated with powerline interference (PLI) from harmonics, baseline wandering (BW), motion artefacts (MA) and high frequency (HF) noise. The extraction of the ECG signal, without the loss of useful information from the noisy environment, is required. Therefore, the selection and implementation of an efficient filter design is proposed. The Finite Impulse Response (FIR)-based multiband needs separate digital filters, such as Lowpass, Highpass, and Bandstop Filter in cascade. The coefficients of the FIR multiband filter are optimised using a least squares optimisation method and realised in a direct form symmetrical structure. The capability of the proposed filter is evaluated on a Physionet ECG ID database, having records of inherent noisy ECG signals. The performance is also verified by measuring the power spectrum of the noisy and filtered ECG waveform. Also, the feasibility of the proposed multiband filter is investigated on Xilinx ISE and the design is implemented on a field programmable gate array (FPGA) platform. A low order simple multiband filter structure is designed and implemented on the reconfigurable FPGA device.
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来源期刊
Serbian Journal of Electrical Engineering
Serbian Journal of Electrical Engineering Energy-Energy Engineering and Power Technology
CiteScore
1.30
自引率
0.00%
发文量
16
审稿时长
25 weeks
期刊介绍: The main aims of the Journal are to publish peer review papers giving results of the fundamental and applied research in the field of electrical engineering. The Journal covers a wide scope of problems in the following scientific fields: Applied and Theoretical Electromagnetics, Instrumentation and Measurement, Power Engineering, Power Systems, Electrical Machines, Electrical Drives, Electronics, Telecommunications, Computer Engineering, Automatic Control and Systems, Mechatronics, Electrical Materials, Information Technologies, Engineering Mathematics, etc.
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