Intelligent Impulsive Synchronization of Nonlinear Interconnected Neural Networks for Image Protection

被引：43

作者：

Hu, Bin ^{[1
]}

Guan, Zhi-Hong ^{[1
]}

Xiong, Naixue ^{[2
]}

Chao, Han-Chieh ^{[3
]}

机构：

[1] Huazhong Univ Sci & Technol, Coll Automat, Wuhan 430074, Hubei, Peoples R China

[2] Northeastern State Univ, Dept Math & Comp Sci, Tahlequah, OK 74464 USA

[3] Natl Dong Hwa Univ, Inst & Dept Elect Engn, Hualien 97401, Taiwan

来源：

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS | 2018年 / 14卷 / 08期

基金：

中国国家自然科学基金;

关键词：

Broadcast impulse; chaotic signal; image encryption; neural network (NN); nonlinear protocol; synchronization; MULTIAGENT SYSTEMS; COMPLEX NETWORKS; DELAYS;

D O I：

10.1109/TII.2018.2808966

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Inspired by security applications in the industrial Internet of things, this paper focuses on the usage of impulsive neural network (NN) synchronization technique for intelligent image protection against illegal swiping and abuse. A class of nonlinear interconnected NNs with transmission delay and random impulse effect is first formulated and analyzed in this paper. In order to make network protocols more flexible, a randomized broadcast impulsive coupling scheme is integrated into the protocol design. Impulsive synchronization criteria are then derived for the chaotic NNs in the presence of nonlinear protocol and random broadcast impulse, with the impulse effect discussed. Illustrative examples are provided to verify the developed impulsive synchronization results and to show its potential application in image encryption and decryption.

引用

页码：3775 / 3787

页数：13

共 36 条

[1]

[Anonymous], 2005, RES MANAGEMENT

[2] Synchronization in complex networks [J].

Arenas, Alex ;

Diaz-Guilera, Albert ;

Kurths, Jurgen ;

Moreno, Yamir ;

Zhou, Changsong .

PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2008, 469 (03) :93-153

[3] Broadcast Gossip Algorithms for Consensus [J].

Aysal, Tuncer Can ;

Yildiz, Mehmet Ercan ;

Sarwate, Anand D. ;

Scaglione, Anna .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2009, 57 (07) :2748-2761

[4] The synchronization of chaotic systems [J].

Boccaletti, S ;

Kurths, J ;

Osipov, G ;

Valladares, DL ;

Zhou, CS .

PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2002, 366 (1-2) :1-101

[5] Randomized gossip algorithms [J].

Boyd, Stephen ;

Ghosh, Arpita ;

Prabhakar, Balaji ;

Shah, Devavrat .

IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (06) :2508-2530

[6] Research on Traffic Flow Prediction in the Big Data Environment Based on the Improved RBF Neural Network [J].

Chen, Dawei .

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2017, 13 (04) :2000-2008

[7]

Chen G., 1998, From Chaos to Order: Methodologies, Perspectives and Applications

[8] A symmetric image encryption scheme based on 3D chaotic cat maps [J].

Chen, GR ;

Mao, YB ;

Chui, CK .

CHAOS SOLITONS & FRACTALS, 2004, 21 (03) :749-761

[9] Impulsive Synchronization of Reaction-Diffusion Neural Networks With Mixed Delays and Its Application to Image Encryption [J].

Chen, Wu-Hua ;

Luo, Shixian ;

Zheng, Wei Xing .

IEEE Transactions on Neural Networks and Learning Systems, 2016, 27 (12) :2696-2710

[10] Observers-based synchronization and input recovery for a class of nonlinear chaotic models [J].

Cherrier, Estelle ;

Boutayeb, Mohamed ;

Ragot, Jose .

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2006, 53 (09) :1977-1988

← 1 2 3 4 →