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Ubiquitous evolvable hardware system for heart disease diagnosis applications

机译:用于心脏病诊断应用的无处不在的可扩展硬件系统

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摘要

This paper presents a stand-alone ubiquitous evolvable hardware (u-EHW) system that is effective for automated heart disease diagnosis applications. The proposed u-EHW system consists of a novel reconfigurable evolvable hardware (rEHW) chip, an evolvable embedded processor, and a hand-held terminal. Through adaptable reconfiguration of the filter components, the proposed u-EHW system can effectively remove various types of noise from ECG signals. Filtered signals are sent to a PDA for automated heart disease diagnosis, and diagnosis results with filtered signals are sent to the medical doctor's computer for final decision. The rEHW chip features FIR filter evolution capability, which is realised using a genetic algorithm. A parallel genetic algorithm evolves FIR filters to find the optimal filter combination configuration, associated parameters, and the structure of the feature space adaptively to noisy environments for adaptive signal processing. The embedded processor implements feature extraction and a classifier for each group of signal types. The proposed u-EHW system is a promising solution for various applications such as DSPs, communications, and ubiquitous healthcare systems.
机译:本文提出了一个独立的普遍存在的可扩展硬件(u-EHW)系统,该系统可有效用于自动心脏病诊断应用程序。拟议的u-EHW系统由新颖的可重构硬件(rEHW)芯片,可嵌入式处理器和手持终端组成。通过对滤波器组件进行适应性的重新配置,所提出的u-EHW系统可以有效地去除ECG信号中的各种类型的噪声。过滤后的信号被发送到PDA,以进行自动的心脏病诊断,并将过滤后的信号的诊断结果发送到医生的计算机,以做出最终决定。 rEHW芯片具有FIR滤波器演进功能,这是通过遗传算法实现的。并行遗传算法可改进FIR滤波器,以找到最佳的滤波器组合配置,相关参数以及适应噪声环境的特征空间结构,以进行自适应信号处理。嵌入式处理器为每组信号类型实现特征提取和分类器。拟议的u-EHW系统对于各种应用(例如DSP,通信和无处不在的医疗保健系统)都是有希望的解决方案。

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