JOURNAL ARTICLE

Dynamic event-triggered $ H_{\infty} $ control for neural networks with sensor saturations and stochastic deception attacks

Zongying FengGuoqiang Tan

Year: 2025 Journal:   Electronic Research Archive Vol: 33 (3)Pages: 1267-1284   Publisher: American Institute of Mathematical Sciences

Abstract

This paper is devoted to dealing with the dynamic event-triggered $ H_{\infty} $ quantized control for neural networks with sensor saturations and stochastic deception attacks. To save the limited network resources, a dynamic event-triggered scheme is offered, which includes the general one. And a lower trigger frequency can be obtained by appropriately adjusting the triggering error. Then, a new closed-loop quantized control model is established under a dynamic event-triggered scheme, sensor saturations, and stochastic deception attacks, which is described by two independent Bernoulli-distributed variables. Moreover, by Lyapunov-Krasovskii functional theory, a new $ H_{\infty} $ performance criterion is given, and based on the criterion, the controller design approach is derived. Finally, simulations are listed to verify the validity of derived methods.

Keywords:
Deception Computer science Artificial neural network Event (particle physics) Control (management) Control theory (sociology) Psychology Artificial intelligence Physics Social psychology

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Topics

Adversarial Robustness in Machine Learning
Physical Sciences →  Computer Science →  Artificial Intelligence
Advanced Memory and Neural Computing
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Distributed Sensor Networks and Detection Algorithms
Physical Sciences →  Computer Science →  Computer Networks and Communications

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