Design of Low Power High-Speed LMS Adaptive Filter For Biomedical Applications

自适应滤波器 计算机科学 功率(物理) 滤波器(信号处理) 电子工程 工程类 物理 算法 量子力学 计算机视觉
作者
Pradnya Zode,Veena M. B,Pravin Zode
标识
DOI:10.1109/i2ct61223.2024.10544054
摘要

The COVID-19 pandemic continues to impact communities worldwide. Patients suffered from COVID-19 are at increased risk of a broad range of cardiovascular disorders. An electrocardiogram (ECG) is a simple test which graphically represents the heart's rhythm and the electrical activity of the heart during a cardiac cycle. Therefore, precise detection of electrocardiogram signals is the elementary step in clinical diagnostics. This research paper presents an implementation of an adaptive Least Mean Squared (LMS) digital filter for trustworthy ECG signal detection. The work aims at Multiple Constant Multiplication (MCM) operations and Common Sub-expression Elimination (CSE) techniques to improve precision and reduce power consumption. The filter is modeled using Verilog hardware descriptive language and implemented on Xilinx ML605 FPGA (XC6VLX240T1FFG1156 FPGA) Embedded Development Kit. Comparison with the direct implementation of LMS filter DFG shows that the number of employed FPGA LUTs is reduced by 65.53%, power consumption is reduced by 55.98%, frequency of operation of the device is increased by 52.88%, and the throughput is increased by 159.14%. The results show reduced power consumption and corrected accuracy, suggesting that the proposed method is capable of accurately detecting ECG signals.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
chen完成签到 ,获得积分10
1秒前
停车线完成签到,获得积分10
1秒前
体贴半仙发布了新的文献求助20
1秒前
1秒前
bkagyin应助优美饼干采纳,获得30
2秒前
2秒前
Kkkk发布了新的文献求助10
3秒前
子虚一尘完成签到,获得积分10
3秒前
3秒前
4秒前
酷波er应助Yangshu采纳,获得10
4秒前
5秒前
隐形曼青应助子虚一尘采纳,获得10
5秒前
四叶草哦完成签到,获得积分10
6秒前
传奇3应助健康的雪萍采纳,获得10
7秒前
7秒前
8秒前
askj发布了新的文献求助40
8秒前
8秒前
淡定的竺发布了新的文献求助30
8秒前
随霖完成签到 ,获得积分10
8秒前
Kyrie完成签到,获得积分10
9秒前
9秒前
孤独的巨人完成签到,获得积分10
11秒前
烟花应助AidenZhang采纳,获得10
12秒前
12秒前
Alpccc完成签到,获得积分10
13秒前
14秒前
boydenyol发布了新的文献求助10
14秒前
gaoxianyi完成签到,获得积分10
14秒前
武丝丝发布了新的文献求助10
15秒前
努力的蜗牛完成签到,获得积分20
19秒前
万安安发布了新的文献求助10
22秒前
23秒前
王超发布了新的文献求助10
24秒前
这个好难下载啊完成签到,获得积分10
24秒前
25秒前
上官若男应助梦涵采纳,获得10
25秒前
26秒前
鲨鱼辣椒完成签到,获得积分10
27秒前
高分求助中
Signals, Systems, and Signal Processing 610
Annie Ernaux: De la perte au corps glorieux 600
Petrology and Plate Tectonics,2025 500
Circular Polar Constellations Providing Continuous Single or Multiple Coverage Above a Specified Latitude 400
Burger's Medicinal Chemistry and Drug Discovery 400
Probability and Stochastic Processes 333
New directions for experimental lessons in science teaching: Myth, Mystery, Necessity? by Emily K. da Silva Cunha Souto (Author), Flávia Lins Silva (Author) 333
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6744709
求助须知:如何正确求助?哪些是违规求助? 8475287
关于积分的说明 18077922
捐赠科研通 6016074
什么是DOI,文献DOI怎么找? 3004558
邀请新用户注册赠送积分活动 1981212
关于科研通互助平台的介绍 1947110