Recognition and Anticipation of Diabetic Foot Ulcer in Type Ⅱ Diabetic Patients using Multi-layered Fuzzy Model  

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作  者:Sai Surya Varshith Nukala Jayashree Jayaraman Vijayashree Jayaraman Rishi Raghu 

机构地区:[1]School of Computer Science and Engineering,Vellore Institute of Technology,Vellore 632014,Tamil Nadu,India

出  处:《Journal of Harbin Institute of Technology(New Series)》2024年第4期13-23,共11页哈尔滨工业大学学报(英文版)

摘  要:Diabetes mellitus is associated with foot ulcers,which frequently pave the way to lower-extremity amputation.Neuropathy,trauma,deformity,high plantar pressures,and peripheral vascular disease are the most common underlying causes.Around 15%of diabetic patients are affected by diabetic foot ulcer in their lifetime.64 million people are affected by diabetics in India and 40000 amputations are done every year.Foot ulcers are evaluated and classified in a systematic and thorough manner to assist in determining the best course of therapy.This paper proposes a novel model which predicts the threat of diabetic foot ulcer using independent agents for various input values and a combination of fuzzy expert systems.The proposed model uses a classification system to distinguish between each fuzzy framework and its parameters.Based on the severity levels necessary prevention,treatment,and medication are recommended.Combining the results of all the fuzzy frameworks derived from its constituent parameters,a risk-specific medication is recommended.The work also has higher accuracy when compared to other related models.

关 键 词:DIABETIC ULCER typeⅡdiabetic fuzzy model 

分 类 号:TP3[自动化与计算机技术—计算机科学与技术] R587[医药卫生—内分泌]

 

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