Research on Clustering Algorithm of Hyperspectral Images Based on Fuzzy Kernel P System

被引:0
|
作者
Qiu, Shi [1 ]
Zhang, Geng [1 ]
Zhang, Miao [1 ]
机构
[1] Chinese Acad Sci, Xian Inst Opt & Precis Mech, Key Lab Spectral Imaging Technol CAS, Xian 710119, Peoples R China
关键词
fuzzy; kernel; organization P system; parallel computing; clustering;
D O I
10.1109/WI-IAT55865.2022.00116
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
According to the difficulty of spectral image clustering, an image clustering algorithm is proposed based on fuzzy kernel P system. Through the analysis of fuzzy clustering and kernel clustering, the fuzzy kernel system is built to optimize the organizational P system, and all cells are coordinated to calculate the optimal clustering center in the mapping space to achieve parallel computing. It can reduce the sensitivity of the initial clustering center, improve the global search ability of the algorithm, avoid falling into the local minimum, and improve the clustering performance of the algorithm.
引用
收藏
页码:731 / 737
页数:7
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