Skip to content
Open access

Nonsmooth Modeling of Computer Virus Propagation

Jul 2026 · Mathematics · Vol 14, pp. 2664 · 0 citations · 43 references

TL;DR

A nonsmooth susceptible–latent–bursting–susceptible (SLBS) model with a two-level recovery function and a Holling-II saturated infection rate is proposed, and how limited recovery capacity and saturated infection jointly affect hierarchical control of network viruses is clarified.

Abstract

Most previous computer virus propagation (CVP) models are smooth, meaning that their right-hand sides are continuously differentiable. However, recovery resources for compromised hosts are often limited, and the aggregate recovery rate may decrease once the number of bursting nodes exceeds a defense threshold. To describe this resource-constrained mechanism, this article proposes a nonsmooth susceptible–latent–bursting–susceptible (SLBS) model with a two-level recovery function and a Holling-II saturated infection rate. Well-posedness, positivity, and positive invariance of the feasible region are first proved. The basic reproduction number is derived by the next-generation matrix method, and its normalized sensitivity indices is provided. The virus-endemic equilibria are obtained by reducing the equilibrium equations to a strictly increasing scalar equation, with special attention to the threshold case at the nonsmooth switching surface. Local stability is established by piecewise linearization and explicit Routh–Hurwitz criteria. Finally, vector-graphic numerical simulations, convergence checks, and parameter robustness tests are reported. The results clarify how limited recovery capacity and saturated infection jointly affect hierarchical control of network viruses.

Read PDF

Similar papers

Sep 2026

Incorporating Memory Traces in Computer Virus Models Using Caputo Fractional Calculus

A fractional-order mathematical model is developed to investigate the propagation and control of computer viruses in a networked environment. The model divides the computer population into four compartments: susceptible, latently infected, breaking-out, and antivirus-capable systems. Unlike traditional integer-order mo...

Muflih Alhazmi, Dalal Hadri Albaqami, Najat Almutairi et al. · 0 citations
Aug 2026

A Positivity-Preserving Numerical Scheme for Reaction–Diffusion SIRA Models of Cyber-Epidemics

The growing complexity of computer viruses has necessitated the development of more sophisticated mathematical models to understand and control cyber-epidemics. Building on classical compartmental approaches, we extend the Susceptible-Infected-Removed-Antidotal (SIRA) model into a reactiondiffusion framework to capture...

Aqib Zafar, Shahid Hussain, Xinlong Feng · 0 citations
#diffusion models Open access Sep 2026

Stochastic Reproduction Number and Ergodicity of a Saturated-Incidence SIHR Rumor Model with Optimal Control

This paper develops a stochastic susceptible–infected–hesitating–removed (SIHR) rumor model with Hill-type saturated incidence and compartment-specific Brownian perturbations. The model focuses on when environmental noise changes a rumor’s deterministic fate and how long-run behavior is organized as an invariant law ra...

Dan-Ni Yang, Wen-Kang Zhang · 0 citations
Aug 2026

Global Dynamics of a Non-Markovian Epidemic Model on Complex Networks

This study proposes a susceptible-infectious-recovered (SIR) network model that incorporates a general recovery rate and a saturation treatment function, and establishes the well-posedness and global stability of the disease-free equilibrium in the model by employing semigroup theory and the standard comparison princip...

Jun-Yuan Yang, Maia Martcheva, Jun Zhang et al. · 0 citations
Open access Sep 2026

Threshold Dynamics, Backward Bifurcation, And Sensitivity Analysis in An Adaptive Behavioral-Immune Feedback Epidemic Model

Mathematical modeling of infectious disease spread mechanisms has so far considered behavior adaptation and immunization processes separately from one another, making these models unable to explain some important epidemiological effects, such as waves of epidemics, shift in thresholds and multi-stability. We propose he...

Zahraa Albatool Mahdi Al-shededi · 0 citations
Sep 2026

Mathematical Modeling of Age-Structured Viral Infections: Integrating Virus-to-Cell and Direct Cell Transmission.

Viral infection dynamics are influenced by both the maturation age of viral particles and multiple transmission pathways. We develop a novel age-structured PDE model that unifies virus-to-cell and direct cell-to-cell transmission, tracking viral density as a function of infection age with general nonlinear incidence. W...

Zi-Zi Wang · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.