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
刚刚
棉花不是花完成签到,获得积分10
1秒前
xchord发布了新的文献求助10
2秒前
Ellen完成签到 ,获得积分10
2秒前
2秒前
Sea_U应助疯狂的麦咭采纳,获得10
3秒前
guanzhipeng发布了新的文献求助10
4秒前
5秒前
唠叨的轩轩应助丢丢第采纳,获得10
5秒前
5秒前
5秒前
5秒前
Jry发布了新的文献求助10
6秒前
6秒前
7秒前
科目三应助抹门信徒采纳,获得10
7秒前
cassie发布了新的文献求助10
8秒前
迪迪完成签到,获得积分10
8秒前
9秒前
9秒前
无花果应助sirhai采纳,获得10
9秒前
梵天完成签到,获得积分10
9秒前
nzsqaq发布了新的文献求助20
10秒前
10秒前
WYang完成签到,获得积分10
10秒前
zn发布了新的文献求助10
11秒前
友好访蕊发布了新的文献求助10
11秒前
11秒前
11秒前
回颜轻生发布了新的文献求助10
12秒前
12秒前
12秒前
12秒前
13秒前
Dawn发布了新的文献求助10
13秒前
褪色完成签到,获得积分10
14秒前
14秒前
yunxiao发布了新的文献求助10
14秒前
ROC发布了新的文献求助10
15秒前
16秒前
高分求助中
Adhesion Science: Principles & Practice 1234
Signals, Systems, and Signal Processing 610
Burger's Medicinal Chemistry and Drug Discovery 400
A Step-by-Step Guide to Qualitative Data Coding 2nd Edition 400
Impact of Storage Orientation and Duration on Prefilled Syringe Performance: Break-Loose and Glide Forces, and Injection Time Across Multiple Time Points 360
Programming for Chemical Engineers Using C, C++, and MATLAB 300
Upland Kenya wild flowers and ferns: a flora of the flowers, ferns, grasses, and sedges of highland Kenya 300
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 6669639
求助须知:如何正确求助?哪些是违规求助? 8418306
关于积分的说明 17995353
捐赠科研通 5879020
什么是DOI,文献DOI怎么找? 2977276
邀请新用户注册赠送积分活动 1953185
关于科研通互助平台的介绍 1881927