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A Fuzzy Expert System for Diagnosing and Analyzing Human Diseases

机译:一种用于诊断和分析人类疾病的模糊专家系统

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According to the World Health Organization (WHO), human disease results in at least 70% of deaths every year. Approximately, 56 million people died in 2012 and 68% of all deaths in 2012 were as a result of non-communicable diseases. The aim of this paper is to design and develop a web-based fuzzy expert system that would diagnose some of these diseases and provide users with expert advice and prescriptions based on the diagnosis generated by the system. The system would not only indicate if the disease is present but will also indicate the level at which the disease is present. The system is designed to diagnose five diseases which include asthma, diabetes, hypertension, malaria and tuberculosis. The system uses Mamdani inference method which has four phases: fuzzification, rule evaluation, rule aggregation and defuzzification. The fuzzy expert system was designed based on clinical observations and the expert knowledge. Having performed the experimentation and obtained relevant results, it is worthy of note that this approach of diagnosing human diseases has put the accuracy and reliability to 97%. It is the strong opinion of the authors that its full-scale implementation will assist in no small measure in carrying out same function in some of the hospitals and health institutions.
机译:根据世界卫生组织(世卫组织),人类疾病每年导致至少70%的死亡。大约在2012年的5600万人死亡,2012年的所有死亡人员占未传染​​性疾病的68%。本文的目的是设计和开发基于网络的模糊专家系统,该系统将诊断出一些这些疾病,并根据系统产生的诊断为用户提供专家建议和处方。该系统不仅会指示疾病是否存在,但还将表明存在疾病的水平。该系统旨在诊断五种疾病,包括哮喘,糖尿病,高血压,疟疾和结核病。该系统使用具有四个阶段的Mamdani推断方法:模糊,规则评估,规则聚集和Defuzzzification。模糊专家系统是根据临床观察和专家知识设计的。进行了实验并获得了相关结果,值得注意的是,这种诊断人类疾病的方法使准确性和可靠性降至97%。这是作者的强烈观点,即其全面实施的全面实施将有助于在一些医院和卫生机构进行相同功能的情况下协助。

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