Initial Study to Evaluate Fuzzy Logic on Diagnosis of Generic Atherosclerosis

Nabilah Ibrahim, Lina Farhana Mahadi, F. Mahmud
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引用次数: 1

Abstract

Atherosclerosis is a disease in which plaque builds up inside the arteries that eventually intend to be hardened over time thus narrows the arteries. This work is to develop an atherosclerosis diagnosis system using fuzzy logic and to construct a prototype of atherosclerosis risk monitor. Simultaneously, the system is validated by comparing the result obtained from the system and the one from the prototype. Five membership functions are setup such as age, body mass index (BMI), intima-media thickness (IMT), blood pressure and blood glucose level, from 20 volunteers males and females. The output fuzzy sets are divided into Healthy, Low risk, Mid risk, High risk, and Very high risk. This leads to the awareness level of people thus improve the societal health. The constructed prototype is validated by inserting the data and reconfirmed the diagnosed result on the display. It showed that the prototype has 95% realibility since the output of the system is calculated with 100% low risk (LR) of atherosclerosis.
评价模糊逻辑在一般性动脉粥样硬化诊断中的初步研究
动脉粥样硬化是一种斑块在动脉内积聚的疾病,随着时间的推移,斑块最终会硬化,从而使动脉变窄。本工作是利用模糊逻辑开发动脉粥样硬化诊断系统,并构建动脉粥样硬化风险监测的原型。同时,通过与样机结果的比较,对系统进行了验证。从20名男性和女性志愿者中建立了年龄、身体质量指数(BMI)、内膜-中膜厚度(IMT)、血压和血糖水平等5个隶属函数。输出模糊集分为健康、低风险、中风险、高风险和非常高风险。这导致人们的意识水平,从而改善社会健康。通过插入数据对构建的原型进行验证,并在显示器上重新确认诊断结果。结果表明,由于系统的输出以动脉粥样硬化的100%低风险(LR)计算,因此该原型具有95%的可靠性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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