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应用模糊逻辑理论评估肺功能测试。

Evaluation of pulmonary function tests by using fuzzy logic theory.

机构信息

Programming Department, HASTEK Ltd Sti, Ankara, Turkey.

出版信息

J Med Syst. 2010 Jun;34(3):241-50. doi: 10.1007/s10916-008-9235-8.

DOI:10.1007/s10916-008-9235-8
PMID:20503608
Abstract

Pulmonary Function Tests (PFTs) are very important in the medical evaluation of patients suffering from "shortness of breath", and they are effectively used for the diagnosis of pulmonary diseases, such as COPD (i.e. chronic obstructive pulmonary diseases). Measurement of Forced Vital Capacity (FVC) and Forced Expiratory Flow in the 1st second (FEV1) are very important for controlling the treatment of COPD. During PFTs, some difficulties are encountered which complicate the comparison of produced graphs with the standards. These mainly include the reluctance of the patients to co-operate and the physicians' weaknesses to make healthy interpretations. Main tools of the diagnostic process are the symptoms, laboratory tests or measurements and the medical history of the patient. However, quite frequently, most of the medical information obtained from the patient is uncertain, exaggerated or ignored, incomplete or inconsistent. Fuzziness encountered during PFT is very important. In this study, the purpose is to use "fuzzy logic" approach to facilitate reliable and fast interpretation of PFT graphical outputs. A comparison is made between this approach and methodologies adopted in previous studies. Mathematical models and their coefficients for the spirometric plots are introduced as fuzzy numbers. Firstly, a set of rules for categorizing coefficients of mathematical models obtained. Then, a fuzzy rule-base for a medical inference engine is constructed and a diagnostic "expert system COPDes" designed. This program, COPDes helps for diagnosing the degree of COPD for the patient under test.

摘要

肺功能测试(PFTs)在评估“呼吸困难”患者的医学评估中非常重要,它们被有效地用于诊断肺部疾病,如 COPD(即慢性阻塞性肺疾病)。用力肺活量(FVC)和 1 秒用力呼气量(FEV1)的测量对于控制 COPD 的治疗非常重要。在 PFTs 期间,会遇到一些困难,这些困难使产生的图形与标准进行比较变得复杂。这些困难主要包括患者合作的不情愿和医生健康解释的弱点。诊断过程的主要工具是患者的症状、实验室测试或测量值以及病史。然而,相当频繁地,从患者那里获得的大部分医学信息是不确定的、夸大的或被忽视的、不完整的或不一致的。PFT 中遇到的模糊性非常重要。在这项研究中,目的是使用“模糊逻辑”方法来方便可靠地解释 PFT 图形输出。比较了这种方法与以前研究中采用的方法。将数学模型及其用于肺量计图的系数引入为模糊数。首先,对获得的数学模型系数进行分类规则集的分类。然后,构建用于医学推理引擎的模糊规则库,并设计诊断“COPD 专家系统 COPDes”。该程序 COPDes 有助于诊断测试患者的 COPD 程度。

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