DIAGNOSIS OF HIV-AIDS BY ADOPTING MULTI-LAYER MAMDANI FUZZY SOFT EXPERT SYSTEM

K Parveen, S.Y.Siddiqui, M.Daud
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Abstract

A Multi-layered Mamdani Fuzzy Soft Expert System is planned to diagnose HIVAIDS. The Proposed DHA-MLMFES System is an Automatic diagnose of HIV-AIDS exploitationMulti-layer Mamdani Fuzzy Soft Expert System (DHA-ML-MFES) knowledgeable System, willclassify the various stages of HIV-AIDS like No-HIV-AIDS, HIV Stage 1, 2, 3 and Aids. The ExpertSystem has seven input variables at layer-I and four input variables at layer-II. At layer-I input,variables are headache, fatigue, aching muscles, sore throat, swollen lymph nodes, red rashes, feverthat detects output condition of HIV-AIDS, infection, and different downside. The additional inputvariables at layer-II are PCR+, PCR+ P24+, P24+ Ab+ (ELISA), Ab+ Wb-inderminate that verify theoutput condition of HIV-AIDS like No-HIV-AIDS, HIV stage I, II, III or AIDS and alternativeinfection and downside. Results display investigation of the accuracy of the outcomes up to 94 percentof exploitation planned DHA- Multi-layer Mamdani Fuzzy Soft Expert Structure to set up theadvanced HIV-AIDS technique with help of physician assumptions and compile it to the medical Labof Roscommon University Hospital, Ireland.
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采用多层mamdani模糊软专家系统诊断hiv-aids
设计了一种用于艾滋病诊断的多层Mamdani模糊软专家系统。本文提出的DHA-ML-MFES系统是一种利用多层Mamdani模糊软专家系统(DHA-ML-MFES)知识系统对HIV- Aids的不同阶段进行分类,如No-HIV-AIDS、HIV阶段1、2、3和Aids。ExpertSystem在第一层有7个输入变量,在第二层有4个输入变量。在第一层输入,变量是头痛、疲劳、肌肉酸痛、喉咙痛、淋巴结肿大、红疹、发热(检测HIV-AIDS的输出状况)、感染和其他不利因素。第二层的额外输入变量是PCR+, PCR+ P24+, P24+ Ab+ (ELISA), Ab+ wb - inderate,验证HIV-AIDS的输出条件,如No-HIV-AIDS, HIV I, II, III期或AIDS以及替代感染和下降。结果显示,调查结果的准确性高达94%,开发计划DHA多层Mamdani模糊软专家结构建立先进的HIV-AIDS技术,帮助医生假设,并将其编译到爱尔兰罗斯康门大学医院医学实验室。
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