Fuzzy rule base construction for Minnesota Code

N. Sram, M. Takács
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引用次数: 7

Abstract

The Minnesota Code is the evaluation method of reference ECG signals. The experimental studies compare the effectiveness of the computer based Minnesota Code applications to human usage of the code system, and the results showed that computers are as effective in the evaluation of ECG signal with the Minnesota Code as humans are with visual analysis. In this paper the authors propose a fuzzy-based approach to bypass known imperfections and imprecision of the existing Minnesota Code rules. The first step for the possible comprehensive fuzzy implementation of the Minnesota Code is the structural building of the fuzzy decision system for one rule group of the Minnesota Code. For this code group an ECG signal has been tested, containing the necessary beat information. The same input signal has been tested with a standard crisp based and fuzzy based solution. The fuzzy environment provides more information for the medical expert or for the further levels of the whole hierarchically organized diagnostic structure.∗
明尼苏达法典模糊规则库的构建
明尼苏达码是参考心电信号的评估方法。实验研究比较了基于计算机的明尼苏达码应用与人类使用编码系统的有效性,结果表明,计算机在使用明尼苏达码评估心电信号方面与人类使用视觉分析一样有效。在本文中,作者提出了一种基于模糊的方法来绕过现有明尼苏达代码规则的已知缺陷和不精确。明尼苏达州法规可能全面模糊实施的第一步是对明尼苏达州法规的一个规则组进行模糊决策系统的结构构建。对于这个代码组,已经测试了包含必要的心跳信息的心电信号。同样的输入信号已经用标准的基于清晰和基于模糊的解决方案进行了测试。模糊环境为医学专家或整个分层组织的诊断结构的进一步层次提供了更多的信息
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