SAR Image Segmentation Based on Improved Grey Wolf Optimization Algorithm and Fuzzy C-Means

المؤلفون المشاركون

Yan, Bo.
Xu, L. P.
Li, M. Q.
Xu, Na
Huang, Tao

المصدر

Mathematical Problems in Engineering

العدد

المجلد 2018، العدد 2018 (31 ديسمبر/كانون الأول 2018)، ص ص. 1-11، 11ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2018-08-19

دولة النشر

مصر

عدد الصفحات

11

التخصصات الرئيسية

هندسة مدنية

الملخص EN

An improved Grey Wolf Optimization (GWO) algorithm with differential evolution (DEGWO) combined with fuzzy C-means for complex synthetic aperture radar (SAR) image segmentation was proposed for the disadvantages of traditional optimization and fuzzy C-means (FCM) in image segmentation precision.

In the process of image segmentation based on FCM algorithm, the number of clusters and initial centers estimation is regarded as a search procedure that searches for an appropriate value in a greyscale interval.

Hence, an improved differential evolution Grey Wolf Optimization (DE-GWO) algorithm is introduced to search for the optimal initial centers; then the image segmentation approach which bases its principle on FCM algorithm will get a better result.

Experimental results in this work infers that both the precision and efficiency of the proposed method are superior to those of the state of the art.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Li, M. Q.& Xu, L. P.& Xu, Na& Huang, Tao& Yan, Bo.. 2018. SAR Image Segmentation Based on Improved Grey Wolf Optimization Algorithm and Fuzzy C-Means. Mathematical Problems in Engineering،Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1207515

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Li, M. Q.…[et al.]. SAR Image Segmentation Based on Improved Grey Wolf Optimization Algorithm and Fuzzy C-Means. Mathematical Problems in Engineering No. 2018 (2018), pp.1-11.
https://search.emarefa.net/detail/BIM-1207515

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Li, M. Q.& Xu, L. P.& Xu, Na& Huang, Tao& Yan, Bo.. SAR Image Segmentation Based on Improved Grey Wolf Optimization Algorithm and Fuzzy C-Means. Mathematical Problems in Engineering. 2018. Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1207515

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1207515