TY - JOUR
T1 - Preventing computer virus prevalence using epidemiological modeling and optimal control
AU - Gonçalves, João N. C.
AU - Rodrigues, Helena Sofia
AU - Monteiro, M. Teresa T.
N1 - Publisher Copyright:
© 2020 L&H Scientific Publishing, LLC. All rights reserved.
PY - 2020
Y1 - 2020
N2 - Computer viruses are a serious threat to the general society, due to their implications for private life and corporative systems. This paper begins to briefly illustrate the dynamics of computer viruses within a network system, by taking advantage of the EpiModel R package and using a SIR (Susceptible–Infected–Recovered) epidemic model. However, since devices are not constantly immune to cyberattacks, a SIRS model with an optimal control application is proposed to minimize the levels of infections caused by malicious objects. Additionally, real numerical data related to the number of reported cybercrimes in Japan from 2012 to 2017 are considered. The existence and uniqueness of an optimal control for the proposed control problem are proved. Under proper investment costs, numerical simulations in Matlab show the effectiveness of the proposed control strategy in increasing the rate of immunity and decreasing the chances of re–susceptibility to cyberattacks.
AB - Computer viruses are a serious threat to the general society, due to their implications for private life and corporative systems. This paper begins to briefly illustrate the dynamics of computer viruses within a network system, by taking advantage of the EpiModel R package and using a SIR (Susceptible–Infected–Recovered) epidemic model. However, since devices are not constantly immune to cyberattacks, a SIRS model with an optimal control application is proposed to minimize the levels of infections caused by malicious objects. Additionally, real numerical data related to the number of reported cybercrimes in Japan from 2012 to 2017 are considered. The existence and uniqueness of an optimal control for the proposed control problem are proved. Under proper investment costs, numerical simulations in Matlab show the effectiveness of the proposed control strategy in increasing the rate of immunity and decreasing the chances of re–susceptibility to cyberattacks.
KW - Computer viruses
KW - Optimal control theory
KW - Epidemological models
KW - Network
KW - EpiModel package
UR - http://www.scopus.com/inward/record.url?scp=85103340709&partnerID=8YFLogxK
U2 - 10.5890/DNC.2020.06.002
DO - 10.5890/DNC.2020.06.002
M3 - Article
AN - SCOPUS:85103340709
SN - 2164-6376
VL - 9
SP - 187
EP - 197
JO - Discontinuity, Nonlinearity, and Complexity
JF - Discontinuity, Nonlinearity, and Complexity
IS - 2
ER -