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Malware propagation model of fractional order, optimal control strategy and simulations

Ying Zhou, Ban-Teng Liu, Kai Zhou, Shoufeng Shen

2023Frontiers in Physics11 citationsDOIOpen Access PDF

Abstract

In this paper, an improved SEIR model of fractional order is investigated to describe the behavior of malware propagation in the wireless sensor network. Firstly, the malware propagation model of fractional order is established based on the classical SEIR epidemic theory, the basic reproductive number is obtained by the next-generation method and the stability condition of the model is also analyzed. Then, the inverse approach for the uncertainty propagation based on the discrete element method and least square algorithm is presented to determine the unknown parameters of the propagation process. Finally, the optimal control strategy is also discussed based on the adaptive model. Simulation results show the proposed model works better than the propagation model of integer order. The error of proposed model is smaller than integer order models.

Topics & Concepts

Epidemic modelComputer scienceInteger (computer science)Mathematical optimizationStability (learning theory)MalwareApplied mathematicsProcess (computing)Basic reproduction numberOrder (exchange)AlgorithmMathematicsMachine learningOperating systemProgramming languageEconomicsSociologyFinanceDemographyPopulationMathematical and Theoretical Epidemiology and Ecology ModelsFractional Differential Equations SolutionsPlant Virus Research Studies