Parameter | Value | Units |
λ | 5 | day-1mm-3 |
m | 0.03 | day-1 |
r | 0.0014 | mm3virion-1day-1 |
u | 0.32 | day-1 |
s | 0.05 | mm3day-1 |
k | 153.6 | day-1 |
v | 1 | day-1 |
a | 0.2 | mm3day-1 |
n | 0.3 | day-1 |
tf | 50 | day |
τ | 0.5 | day |
ξ | 0.2 | day |
We propose a model for the human immunodeficiency virus type 1 (HIV-1) infection with intracellular delay and prove the local asymptotical stability of the equilibrium points. Then we introduce a control function representing the efficiency of reverse transcriptase inhibitors and consider the pharmacological delay associated to the control. Finally, we propose and analyze an optimal control problem with state and control delays. Through numerical simulations, extremal solutions are proposed for minimization of the virus concentration and treatment costs.
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Figure 1. Endemic equilibrium $E_2$ for the parameter values of Table 1 and time delay $\tau=0.5$
Figure 4. A comparison of state trajectories in Case 1 (no delays, dashed line) and Case 3 (delays $\tau = 0.5$ and $\xi = 0.2$, continuous line). (left) zoom of infected cells $I(t)$ into $[0, 5]$, (middle) zoom of free virus particles $V(t)$ into $[0, 10]$, (right) zoom of CTL cells $T(t)$ into $[0, 10]$
Table 1. Parameter values
Parameter | Value | Units |
λ | 5 | day-1mm-3 |
m | 0.03 | day-1 |
r | 0.0014 | mm3virion-1day-1 |
u | 0.32 | day-1 |
s | 0.05 | mm3day-1 |
k | 153.6 | day-1 |
v | 1 | day-1 |
a | 0.2 | mm3day-1 |
n | 0.3 | day-1 |
tf | 50 | day |
τ | 0.5 | day |
ξ | 0.2 | day |
R. Arnaout
, M. Nowak
and D. Wodarz
, HIV-1 dynamics revisited: Biphasic decay by cytotoxic lymphocyte killing?, Proc. Roy. Soc. Lond. B, 267 (2000)
, 1347-1354.
doi: 10.1098/rspb.2000.1149.![]() ![]() |
|
C. Büskens,
Optimierungsmethoden und Sensitivitätsanalyse für optimale Steuerprozesse mit Steuer -und Zustands-Beschränkungen, Dissertation, Institut für Numerische Mathematik, Universität Münster, Germany, 1998.
![]() |
|
C. Büskens and H. Maurer, Sensitivity analysis and real-time control of parametric optimal control problems using nonlinear programming methods (M. Gr"otschel, S. O. Krumke, J. Rambau, eds.), 57-68, Springer, Berlin, 2001.
![]() ![]() |
|
L. Cesari, Optimization — Theory and Applications. Problems with Ordinary Differential Equations, Springer-Verlag, New York, 1983.
doi: 10.1007/978-1-4613-8165-5.![]() ![]() ![]() |
|
R. Culshaw
and S. Ruan
, A delay differential equation model of HIV infection of CD4+ T-cells, Math. Biosci., 165 (2000)
, 27-39.
doi: 10.1016/S0025-5564(00)00006-7.![]() ![]() |
|
R. Culshaw
, S. Ruan
and R. Spiteri
, Optimal HIV treatment by maximising immune response, J. Math. Biol., 48 (2004)
, 545-562.
doi: 10.1007/s00285-003-0245-3.![]() ![]() ![]() |
|
A. V. Fiacco, Introduction to Sensitivity and Stability Analysis in Nonlinear Programming Mathematics in Science and Engineering, 165, Academic Press, Orlando, FL, 1983.
![]() ![]() |
|
W. H. Fleming and R. W. Rishel, Deterministic and Stochastic Optimal Control, Springer Verlag, New York, 1975.
![]() ![]() |
|
R. Fourer, D. M. Gay and B. W. Kernighan, AMPL: A Modeling Language for Mathematical Programming, Duxbury Press, Brooks-Cole Publishing Company, 1993.
![]() |
|
L. Göllmann
and H. Maurer
, Theory and applications of optimal control problems with multiple time-delays, J. Ind. Manag. Optim., 10 (2014)
, 413-441.
doi: 10.3934/jimo.2014.10.413.![]() ![]() ![]() |
|
J. K. Hale and S. M. V. Lunel, Introduction to Functional Differential Equations, SpringerVerlag, New York, 1993.
doi: 10.1007/978-1-4612-4342-7.![]() ![]() ![]() |
|
K. Hattaf and N. Yousfi, Optimal control of a delayed hiv infection model with immune response using an efficient numerical method ISRN Biomathematics 2012 (2012), Art. ID 215124, 7 pp.
doi: 10.5402/2012/215124.![]() ![]() |
|
A. V. M. Herz
, S. Bonhoeer
, R. M. Anderson
, R. M. May
and M. A. Nowak
, Viral dynamics in vivo: Limitations on estimates of intracellular delay and virus decay, Proc. Nat. Acad. Sci. USA, 93 (1996)
, 7247-7251.
doi: 10.1073/pnas.93.14.7247.![]() ![]() |
|
D. Kirschner
, S. Lenhart
and S. Serbin
, Optimal control of the chemotherapy of HIV, J. Mathematical Biology, 35 (1996)
, 775-792.
doi: 10.1007/s002850050076.![]() ![]() ![]() |
|
J. Klamka
, H. Maurer
and A. Swierniak
, Local controllability and optimal control for a model of combined anticancer therapy with control delays, Math. Biosci. Eng., 14 (2017)
, 195-216.
doi: 10.3934/mbe.2017013.![]() ![]() ![]() |
|
Y. Kuang, Delay Differential Equations with Applications in Population Dynamics, Academic Press, Boston, MA, 1993.
![]() ![]() |
|
H. Maurer
, C. Büskens
, J.-H. R. Kim
and Y. Kaya
, Optimization methods for the verification of second order sufficient conditions for bang-bang controls, Optimal Control Appl. Methods, 26 (2005)
, 129-156.
doi: 10.1002/oca.756.![]() ![]() ![]() |
|
J. E. Mittler
, M. Markowitz
, D. D. Ho
and A. S. Perelson
, Improved estimates for HIV-1 clearance rate and intracellular delay, AIDS, 13 (1999)
, 1415-1417.
![]() |
|
J. E. Mittler
, B. Sulzer
, A. U. Neumann
and A. S. Perelson
, Influence of delayed viral production on viral dynamics in HIV-1 infected patients, Math. Biosci., 152 (1998)
, 143-163.
doi: 10.1016/S0025-5564(98)10027-5.![]() ![]() |
|
P. W. Nelson
, J. D. Murray
and A. S. Perelson
, A model of HIV-1 pathogenesis that includes an intracellular delay, Math. Biosci., 163 (2000)
, 201-215.
doi: 10.1016/S0025-5564(99)00055-3.![]() ![]() ![]() |
|
P. W. Nelson
and A. S. Perelson
, Mathematical analysis of delay differential equation models of HIV-1 infection, Math. Biosci., 179 (2002)
, 73-94.
doi: 10.1016/S0025-5564(02)00099-8.![]() ![]() ![]() |
|
M. A. Nowak
and C. R. M. Bangham
, Population dynamics of immune responses to persistent viruses, Science, 272 (1996)
, 74-79.
doi: 10.1126/science.272.5258.74.![]() ![]() |
|
M. A. Nowak and R. M. May, Virus Dynamics, Oxford Univ. Press, Oxford, 2000.
![]() ![]() |
|
N. P. Osmolovskii and H. Maurer,
Applications to Regular and Bang-Bang Control: Second-order Necessary and Sufficient Optimality Conditions in Calculus of Variations and Optimal Control Advances in Design and Control, 24, SIAM, Philadelphia, PA, 2012.
doi: 10.1137/1.9781611972368.![]() ![]() ![]() |
|
K. A. Pawelek
, S. Liu
, F. Pahlevani
and L. Rong
, A model of HIV-1 infection with two time delays: Mathematical analysis and comparison with patient data, Math. Biosci., 235 (2012)
, 98-109.
doi: 10.1016/j.mbs.2011.11.002.![]() ![]() ![]() |
|
A. S. Perelson
and P. W. Nelson
, Mathematical analysis of HIV-1 dynamics in vivo, SIAM Rev., 41 (1999)
, 3-44.
doi: 10.1137/S0036144598335107.![]() ![]() ![]() |
|
A. S. Perelson
, A. U. Neumann
, M. Markowitz
, J. M. Leonard
and D. D. Ho
, HIV-1 dynamics in vivo: Virion clearance rate, infected cell life-span, and viral generation time, Science, 271 (1996)
, 1582-1586.
doi: 10.1126/science.271.5255.1582.![]() ![]() |
|
L. Pontryagin, V. Boltyanskii, R. Gramkrelidze and E. Mischenko,
The Mathematical Theory of Optimal Processes Interscience Publishers John Wiley & Sons, Inc., New York, 1962.
![]() ![]() |
|
J. Prüss
, R. Schnaubelt
and R. Zacher
, Global asymptotic stability of equilibria in models for virus dynamics, Math. Model. Nat. Phenom., 3 (2008)
, 126-142.
doi: 10.1051/mmnp:2008045.![]() ![]() ![]() |
|
D. Rocha, C. J. Silva and D. F. M. Torres, Stability and optimal control of a delayed HIV model Math. Methods Appl. Sci. in press.
doi: 10.1002/mma.4207.![]() ![]() |
|
C. J. Silva
, H. Maurer
and D. F. M. Torres
, Optimal control of a tuberculosis model with state and control delays, Math. Biosci. Eng., 14 (2017)
, 321-337.
doi: 10.3934/mbe.2017021.![]() ![]() ![]() |
|
C. J. Silva
and D. F. M. Torres
, A TB-HIV/AIDS coinfection model and optimal control treatment, Discrete Contin. Dyn. Syst., 35 (2015)
, 4639-4663.
doi: 10.3934/dcds.2015.35.4639.![]() ![]() ![]() |
|
A. Świerniak
and J. Klamka
, Local controllability of models of combined anticancer therapy with delays in control, Math. Model. Nat. Phenom., 9 (2014)
, 216-226.
doi: 10.1051/mmnp/20149413.![]() ![]() ![]() |
|
J. Tam
, Delay effect in a model for virus replication, IMA J. Math. Appl. Med. Biol., 16 (1999)
, 29-37.
doi: 10.1093/imammb/16.1.29.![]() ![]() |
|
A. Wächter
and L. T. Biegler
, On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming, Math. Program., 106 (2006)
, 25-57.
doi: 10.1007/s10107-004-0559-y.![]() ![]() ![]() |
|
K. Wang
, W. Wang
and X. Liu
, Global Stability in a viral infection model with lytic and nonlytic immune response, Comput. Math. Appl., 51 (2006)
, 1593-1610.
doi: 10.1016/j.camwa.2005.07.020.![]() ![]() ![]() |
|
H. Zhu
and X. Zou
, Dynamics of a HIV-1 infection model with cell-mediated immune response and intracellular delay, Discrete Contin. Dyn. Syst. Ser. B, 12 (2009)
, 511-524.
doi: 10.3934/dcdsb.2009.12.511.![]() ![]() ![]() |
Endemic equilibrium
State variables with time delay
Bang-bang control
A comparison of state trajectories in Case 1 (no delays, dashed line) and Case 3 (delays
State variables in the case of an intracellular delay only (