共 55 条
Star Memristive Neural Network: Dynamics Analysis, Circuit Implementation, and Application in a Color Cryptosystem
被引:2
作者:

Fu, Sen
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机构:
Nanjing Univ Aeronaut & Astronaut, Coll Mat Sci & Technol, Nanjing 211100, Peoples R China
Hunan Aerosp Co Ltd, Aircraft Technol Branch, Changsha 410000, Peoples R China
China Aerosp Sci & Ind Corp, Beijing 100048, Peoples R China Nanjing Univ Aeronaut & Astronaut, Coll Mat Sci & Technol, Nanjing 211100, Peoples R China

Yao, Zhengjun
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h-index: 0
机构:
Nanjing Univ Aeronaut & Astronaut, Coll Mat Sci & Technol, Nanjing 211100, Peoples R China Nanjing Univ Aeronaut & Astronaut, Coll Mat Sci & Technol, Nanjing 211100, Peoples R China

Qian, Caixia
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h-index: 0
机构:
Nanjing Univ Aeronaut & Astronaut, Coll Mat Sci & Technol, Nanjing 211100, Peoples R China
Hunan Aerosp Co Ltd, Aircraft Technol Branch, Changsha 410000, Peoples R China Nanjing Univ Aeronaut & Astronaut, Coll Mat Sci & Technol, Nanjing 211100, Peoples R China

Wang, Xia
论文数: 0 引用数: 0
h-index: 0
机构:
Hunan Aerosp Co Ltd, Aircraft Technol Branch, Changsha 410000, Peoples R China Nanjing Univ Aeronaut & Astronaut, Coll Mat Sci & Technol, Nanjing 211100, Peoples R China
机构:
[1] Nanjing Univ Aeronaut & Astronaut, Coll Mat Sci & Technol, Nanjing 211100, Peoples R China
[2] Hunan Aerosp Co Ltd, Aircraft Technol Branch, Changsha 410000, Peoples R China
[3] China Aerosp Sci & Ind Corp, Beijing 100048, Peoples R China
来源:
关键词:
memristor;
Hopfield neural network;
multi-scroll attractors;
initial boosting behavior;
circuit implementation;
image encryption;
HYPERCHAOS;
ATTRACTORS;
BRAIN;
D O I:
10.3390/e25091261
中图分类号:
O4 [物理学];
学科分类号:
0702 ;
摘要:
At present, memristive neural networks with various topological structures have been widely studied. However, the memristive neural network with a star structure has not been investigated yet. In order to investigate the dynamic characteristics of neural networks with a star structure, a star memristive neural network (SMNN) model is proposed in this paper. Firstly, an SMNN model is proposed based on a Hopfield neural network and a flux-controlled memristor. Then, its chaotic dynamics are analyzed by using numerical analysis methods including bifurcation diagrams, Lyapunov exponents, phase plots, Poincare maps, and basins of attraction. The results show that the SMNN can generate complex dynamical behaviors such as chaos, multi-scroll attractors, and initial boosting behavior. The number of multi-scroll attractors can be changed by adjusting the memristor's control parameters. And the position of the coexisting chaotic attractors can be changed by switching the memristor's initial values. Meanwhile, the analog circuit of the SMNN is designed and implemented. The theoretical and numerical results are verified through MULTISIM simulation results. Finally, a color image encryption scheme is designed based on the SMNN. Security performance analysis shows that the designed cryptosystem has good security.
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页数:17
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[1]
Dynamics of Hopfield-Type Neural Networks with Modulo Periodic Unpredictable Synaptic Connections, Rates and Inputs
[J].
Akhmet, Marat
;
Tleubergenova, Madina
;
Zhamanshin, Akylbek
.
ENTROPY,
2022, 24 (11)

Akhmet, Marat
论文数: 0 引用数: 0
h-index: 0
机构:
Middle East Tech Univ, Dept Math, TR-06531 Ankara, Turkey Middle East Tech Univ, Dept Math, TR-06531 Ankara, Turkey

Tleubergenova, Madina
论文数: 0 引用数: 0
h-index: 0
机构:
Aktobe Reg Univ, Dept Math, Aktobe 030000, Kazakhstan
Inst Informat & Computat Technol CS MES RK, Alma Ata 050010, Kazakhstan Middle East Tech Univ, Dept Math, TR-06531 Ankara, Turkey

Zhamanshin, Akylbek
论文数: 0 引用数: 0
h-index: 0
机构:
Middle East Tech Univ, Dept Math, TR-06531 Ankara, Turkey
Aktobe Reg Univ, Dept Math, Aktobe 030000, Kazakhstan Middle East Tech Univ, Dept Math, TR-06531 Ankara, Turkey
[2]
Infinite line of equilibriums in a novel fractional map with coexisting infinitely many attractors and initial offset boosting
[J].
Almatroud, A. Othman
;
Khennaoui, Amina-Aicha
;
Ouannas, Adel
;
Viet-Thanh Pham
.
INTERNATIONAL JOURNAL OF NONLINEAR SCIENCES AND NUMERICAL SIMULATION,
2023, 24 (01)
:373-391

Almatroud, A. Othman
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Hail, Fac Sci, Dept Math, Hail 81451, Saudi Arabia Ton Duc Thang Univ, Fac Elect & Elect Engn, Nonlinear Syst & Applicat, Ho Chi Minh City, Vietnam

Khennaoui, Amina-Aicha
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Larbi Ben Mhidi, Lab Dynam Syst & Control, Oum El Bouaghi, Algeria Ton Duc Thang Univ, Fac Elect & Elect Engn, Nonlinear Syst & Applicat, Ho Chi Minh City, Vietnam

Ouannas, Adel
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Larbi Ben Mhidi, Dept Math & Comp Sci, Oum El Bouaghi, Algeria Ton Duc Thang Univ, Fac Elect & Elect Engn, Nonlinear Syst & Applicat, Ho Chi Minh City, Vietnam

Viet-Thanh Pham
论文数: 0 引用数: 0
h-index: 0
机构:
Ton Duc Thang Univ, Fac Elect & Elect Engn, Nonlinear Syst & Applicat, Ho Chi Minh City, Vietnam Ton Duc Thang Univ, Fac Elect & Elect Engn, Nonlinear Syst & Applicat, Ho Chi Minh City, Vietnam
[3]
Initial-switched boosting bifurcations in 2D hyperchaotic map
[J].
Bao, B. C.
;
Li, H. Z.
;
Zhu, L.
;
Zhang, X.
;
Chen, M.
.
CHAOS,
2020, 30 (03)

Bao, B. C.
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Jiangsu, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Jiangsu, Peoples R China

Li, H. Z.
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Jiangsu, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Jiangsu, Peoples R China

Zhu, L.
论文数: 0 引用数: 0
h-index: 0
机构:
Nanjing Univ Aeronaut & Astronaut, Coll Elect & Informat Engn, Nanjing 211106, Peoples R China
Jiangsu Univ Technol, Sch Elect & Informat Engn, Changzhou 213001, Jiangsu, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Jiangsu, Peoples R China

Zhang, X.
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Jiangsu, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Jiangsu, Peoples R China

Chen, M.
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Jiangsu, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Jiangsu, Peoples R China
[4]
Coexisting Behaviors of Asymmetric Attractors in Hyperbolic-Type Memristor based Hopfield Neural Network
[J].
Bao, Bocheng
;
Qian, Hui
;
Xu, Quan
;
Chen, Mo
;
Wang, Jiang
;
Yu, Yajuan
.
FRONTIERS IN COMPUTATIONAL NEUROSCIENCE,
2017, 11

Bao, Bocheng
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou, Peoples R China

Qian, Hui
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou, Peoples R China

Xu, Quan
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou, Peoples R China

Chen, Mo
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou, Peoples R China

Wang, Jiang
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou, Peoples R China

Yu, Yajuan
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou, Peoples R China
[5]
Offset-Control Plane Coexisting Behaviors in Two-Memristor-Based Hopfield Neural Network
[J].
Bao, Han
;
Hua, Mengjie
;
Ma, Jun
;
Chen, Mo
;
Bao, Bocheng
.
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS,
2023, 70 (10)
:10526-10535

Bao, Han
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Microelect & Control Engn, Changzhou 213159, Peoples R China Changzhou Univ, Sch Microelect & Control Engn, Changzhou 213159, Peoples R China

Hua, Mengjie
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Microelect & Control Engn, Changzhou 213159, Peoples R China Changzhou Univ, Sch Microelect & Control Engn, Changzhou 213159, Peoples R China

Ma, Jun
论文数: 0 引用数: 0
h-index: 0
机构:
Lanzhou Univ Technol, Dept Phys, Lanzhou 730050, Peoples R China Changzhou Univ, Sch Microelect & Control Engn, Changzhou 213159, Peoples R China

Chen, Mo
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Microelect & Control Engn, Changzhou 213159, Peoples R China Changzhou Univ, Sch Microelect & Control Engn, Changzhou 213159, Peoples R China

Bao, Bocheng
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Microelect & Control Engn, Changzhou 213159, Peoples R China Changzhou Univ, Sch Microelect & Control Engn, Changzhou 213159, Peoples R China
[6]
A robust hybrid method for image encryption based on Hopfield neural network
[J].
Bigdeli, Nooshin
;
Farid, Yousef
;
Afshar, Karim
.
COMPUTERS & ELECTRICAL ENGINEERING,
2012, 38 (02)
:356-369

论文数: 引用数:
h-index:
机构:

Farid, Yousef
论文数: 0 引用数: 0
h-index: 0
机构:
Imam Khomeini Int Univ, EE Dept, Adv Power & Control Syst Lab, Qazvin, Iran Imam Khomeini Int Univ, EE Dept, Adv Power & Control Syst Lab, Qazvin, Iran

Afshar, Karim
论文数: 0 引用数: 0
h-index: 0
机构:
Imam Khomeini Int Univ, EE Dept, Adv Power & Control Syst Lab, Qazvin, Iran Imam Khomeini Int Univ, EE Dept, Adv Power & Control Syst Lab, Qazvin, Iran
[7]
Four-scroll attractor on the dynamics of a novel Hopfield neural network based on bi-neurons without bias current
[J].
Boya, Bertrand Frederick Boui A.
;
Kengne, Jacques
;
Kenmoe, Germaine Djuidje
;
Yves, Joseph
.
HELIYON,
2022, 8 (10)

Boya, Bertrand Frederick Boui A.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Dschang, Elect Engn Dept IUT FV, Res Unit Automat & Appl Comp UR AIA, POB 134, Bandjoun, Cameroon
Univ Yaounde I, Fac Sci, Dept Phys, Lab Mech, Yaounde, Cameroon Univ Dschang, Elect Engn Dept IUT FV, Res Unit Automat & Appl Comp UR AIA, POB 134, Bandjoun, Cameroon

Kengne, Jacques
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Dschang, Elect Engn Dept IUT FV, Res Unit Automat & Appl Comp UR AIA, POB 134, Bandjoun, Cameroon Univ Dschang, Elect Engn Dept IUT FV, Res Unit Automat & Appl Comp UR AIA, POB 134, Bandjoun, Cameroon

Kenmoe, Germaine Djuidje
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Yaounde I, Fac Sci, Dept Phys, Lab Mech, Yaounde, Cameroon Univ Dschang, Elect Engn Dept IUT FV, Res Unit Automat & Appl Comp UR AIA, POB 134, Bandjoun, Cameroon

Yves, Joseph
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Ngaoundere, Dept Phys, POB 454, Ngaoundere, Cameroon Univ Dschang, Elect Engn Dept IUT FV, Res Unit Automat & Appl Comp UR AIA, POB 134, Bandjoun, Cameroon
[8]
ReLU-type Hopfield neural network with analog hardware implementation
[J].
Chen, Chengjie
;
Min, Fuhong
;
Zhang, Yunzhen
;
Bao, Han
.
CHAOS SOLITONS & FRACTALS,
2023, 167

Chen, Chengjie
论文数: 0 引用数: 0
h-index: 0
机构:
Nanjing Normal Univ, Sch Elect & Automat Engn, Nanjing 210023, Peoples R China
Nanjing Normal Univ, Sch Comp & Elect Informat, Sch Artificial Intelligence, Nanjing 210023, Peoples R China Nanjing Normal Univ, Sch Elect & Automat Engn, Nanjing 210023, Peoples R China

Min, Fuhong
论文数: 0 引用数: 0
h-index: 0
机构:
Nanjing Normal Univ, Sch Elect & Automat Engn, Nanjing 210023, Peoples R China
Nanjing Normal Univ, Sch Comp & Elect Informat, Sch Artificial Intelligence, Nanjing 210023, Peoples R China Nanjing Normal Univ, Sch Elect & Automat Engn, Nanjing 210023, Peoples R China

Zhang, Yunzhen
论文数: 0 引用数: 0
h-index: 0
机构:
Xuchang Univ, Sch Informat Engn, Xuchang 461000, Peoples R China Nanjing Normal Univ, Sch Elect & Automat Engn, Nanjing 210023, Peoples R China

Bao, Han
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Microelect & Control Engn, Changzhou 213164, Peoples R China Nanjing Normal Univ, Sch Elect & Automat Engn, Nanjing 210023, Peoples R China
[9]
Non-ideal memristor synapse-coupled bi-neuron Hopfield neural network: Numerical simulations and breadboard experiments
[J].
Chen, Chengjie
;
Bao, Han
;
Chen, Mo
;
Xu, Quan
;
Bao, Bocheng
.
AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS,
2019, 111

Chen, Chengjie
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China

Bao, Han
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China

Chen, Mo
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China

Xu, Quan
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China

Bao, Bocheng
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China
[10]
Coexisting multi-stable patterns in memristor synapse-coupled Hopfield neural network with two neurons
[J].
Chen, Chengjie
;
Chen, Jingqi
;
Bao, Han
;
Chen, Mo
;
Bao, Bocheng
.
NONLINEAR DYNAMICS,
2019, 95 (04)
:3385-3399

Chen, Chengjie
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China

Chen, Jingqi
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China

Bao, Han
论文数: 0 引用数: 0
h-index: 0
机构:
Nanjing Univ Aeronaut & Astronaut, Coll Automat Engn, Nanjing 210016, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China

Chen, Mo
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China

Bao, Bocheng
论文数: 0 引用数: 0
h-index: 0
机构:
Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China