PPM-InVIDS: Privacy protection model for in-vehicle intrusion detection system based complex-valued neural network

Han, Mu; Cheng, Pengzhou; Ma, Shidian

doi:10.1016/j.vehcom.2021.100374

Cited by 14 publications

(14 citation statements)

References 24 publications

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“…It is known that the instability of the trivial solution of system (7) guarantees the instability of the trivial solution of system (6). Thus, we have the following theorems.…”

Section: Resultsmentioning

confidence: 94%

“…Recently, various complex-valued network models with or without time delays have been studied [1][2][3][4][6][7][8][9][10][11][12][13][14][15][16][17][18][19][20] . For example, Ji et al have investigated the following complex-valued Wilson-Cowan neural network model:…”

Section: Introductionmentioning

confidence: 99%

“…Suppose that the derivative of with respect to and exist, continuous, and , . Then the linearized system of ( 6) is the following: (7) where , , .…”

Section: Introductionmentioning

confidence: 99%

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Periodic Solution for a Complex-valued Network Model with Discrete Delay

Feng

2022

j. of Comput. sci. res.

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For a tridiagonal two-layer real six-neuron model, the Hopf bifurcation was investigated by studying the eigenvalue equations of the related linear system in the literature. In the present paper, we extend this two-layer real six-neuron network model into a complex-valued delayed network model. Based on the mathematical analysis method, some sufficient conditions to guarantee the existence of periodic oscillatory solutions are established under the assumption that the activation function can be separated into its real and imaginary parts. Our sufficient conditions obtained by the mathematical analysis method in this paper are simpler than those obtained by the Hopf bifurcation method. Computer simulation is provided to illustrate the correctness of the theoretical results.

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“…It is known that the instability of the trivial solution of system (7) guarantees the instability of the trivial solution of system (6). Thus, we have the following theorems.…”

Section: Resultsmentioning

confidence: 94%

Section: Introductionmentioning

confidence: 99%

See 1 more Smart Citation

Periodic Solution for a Complex-valued Network Model with Discrete Delay

Feng

2022

j. of Comput. sci. res.

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“…In order to facilitate the connection of vehicle to the Internet, ICV opens up a number of interfaces, for example, cellular connection, Wi-Fi, Bluetooth, USB and onboard diagnostics (OBD-II) [3]. However, this also increases the likelihood that the vehicle will be successfully attacked [4]. Through these interfaces, the attacker can intrusion the in-vehicle network and inject malicious messages, finally achieve illegal control of the vehicle.…”

Section: Introductionmentioning

confidence: 99%

“…After verify the legal identity of ECU I , the GECU randomly choose b ∈ Z * q to generate response information bg ID ECU I , and a signature on response information. 4.…”

mentioning

confidence: 99%

Implementing an Efficient Secure Attribute-Based Encryption System for IoV Using Association Rules

et al. 2021

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As the Internet of vehicles (IoV) is the perceptual information subject, the intelligent connected vehicle (ICV) is establishing an interconnected information transmission system through opening more external interfaces. However, security communication problems thereby are generated, attracting massive attention for researchers. Hence, the in-vehicle network system is responsible for controlling the state of the ICV and has a major impact on driving safety. In this paper, we designed an efficient secure ciphertext-policy attribute-based encryption (CP-ABE) system for protecting communication. The research focuses on mining the frequency features between vehicle nodes through the max-miner association rules algorithm, aiming to build frequent item sets. Furthermore, an improved asymmetric ABE scheme can implement secure communication in-vehicle nodes that belong to the same classification set. Through the hardware platform and in-vehicle network simulator (INVS) to evaluate our scheme, the results demonstrate that the work possesses enough security without reducing communication efficiency, meanwhile improve bus load performance.

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