A Parallel Implementation of Modified Fuzzy Logic for Breast Cancer Detection

سال انتشار: 1395
نوع سند: مقاله ژورنالی
زبان: انگلیسی
مشاهده: 680

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شناسه ملی سند علمی:

JR_JACR-7-2_010

تاریخ نمایه سازی: 16 شهریور 1395

چکیده مقاله:

According to world health organization, breast cancer is one of the most deadlycancers occurred in women. Therefore accurate diagnosis and prediction isimportant to decrease the high death rate. The aim of this paper is twofold. First,improving breast cancer detection accuracy using Modified Fuzzy Logic (MFL) thenimproving the performance of MFL algorithm using GPU platform. Theexperimental results show that the accuracy of the breast cancer detection usingMFL is higher than other techniques. In addition, by exploiting loop-levelparallelism and pipeline parallel communication pattern in MFL algorithm, itsperformance is improved up to 19.17 xfor different image sizes.

نویسندگان

Farnaz Hoseini

Department of Computer Engineering, Rasht Branch, Islamic Azad University, Rasht, Iran

Asadollah Shahbahrami

Department of Computer Engineering, Faculty of Engineering, University of Guilan, Rasht, Iran

Anaram Yaghoobi Notash

Department of Computer Engineering, Rasht Branch, Islamic Azad University, Rasht, Iran

Peyman Bayat

Department of Computer Engineering, Collage of Engineering, Rasht Branch, Islamic Azad University, rasht, Iran