Optimal control of a Tuberculosis model with state and control delays

  • Received: 31 October 2015 Accepted: 26 June 2016 Published: 01 January 2017
  • MSC : Primary: 34D30, 92D30; Secondary: 49M05, 93A30

  • We introduce delays in a tuberculosis (TB) model, representing the time delay on the diagnosis and commencement of treatment of individuals with active TB infection. The stability of the disease free and endemic equilibriums is investigated for any time delay. Corresponding optimal control problems, with time delays in both state and control variables, are formulated and studied. Although it is well-known that there is a delay between two to eight weeks between TB infection and reaction of body's immune system to tuberculin, delays for the active infected to be detected and treated, and delays on the treatment of persistent latent individuals due to clinical and patient reasons, which clearly justifies the introduction of time delays on state and control measures, our work seems to be the first to consider such time-delays for TB and apply time-delay optimal control to carry out the optimality analysis.

    Citation: Cristiana J. Silva, Helmut Maurer, Delfim F. M. Torres. Optimal control of a Tuberculosis model with state and control delays[J]. Mathematical Biosciences and Engineering, 2017, 14(1): 321-337. doi: 10.3934/mbe.2017021

    Related Papers:

  • We introduce delays in a tuberculosis (TB) model, representing the time delay on the diagnosis and commencement of treatment of individuals with active TB infection. The stability of the disease free and endemic equilibriums is investigated for any time delay. Corresponding optimal control problems, with time delays in both state and control variables, are formulated and studied. Although it is well-known that there is a delay between two to eight weeks between TB infection and reaction of body's immune system to tuberculin, delays for the active infected to be detected and treated, and delays on the treatment of persistent latent individuals due to clinical and patient reasons, which clearly justifies the introduction of time delays on state and control measures, our work seems to be the first to consider such time-delays for TB and apply time-delay optimal control to carry out the optimality analysis.


    加载中
    [1] [ R. Bellmann and K. L. Cooke, Differential-Difference Equations Academic Press, New York, 1963.
    [2] [ B. Buonomo,M. Cerasuolo, The effect of time delay in plant-pathogen interactions with host demography, Math. Biosci. Eng., 12 (2015): 473-490.
    [3] [ C. Büskens, Optimierungsmethoden und Sensitivitätsanalyse Für Optimale Steuerprozesse mit Steuer-und Zustands-Beschränkungen PhD thesis, Institut für Numerische Mathematik, Universität Münster, Germany, 1998.
    [4] [ C. Büskens,H. Maurer, SQP methods for solving optimal control problems with control and state constraints: adjoint variables, sensitivity analysis and real-time control, J. Comput. Appl. Math., 120 (2000): 85-108.
    [5] [ C. Castillo-Chavez,Z. Feng, To treat or not to treat: The case of tuberculosis, J. Math. Biol., 35 (1997): 629-656.
    [6] [ T. Cohen,M. Murray, Modeling epidemics of multidrug-resistant M. tuberculosis of heterogeneous fitness, Nat. Med., 10 (2004): 1117-1121.
    [7] [ R. V. Culshaw,S. Ruan, A delay-differential equation model of HIV infection of CD4+ T-cells, Math. Biosci., 165 (2000): 27-39.
    [8] [ J. Dieudonné, Foundations of Modern Analysis Academic Press, New York, 1960.
    [9] [ R. Fourer,D. M. Gay,B. W. Kernighan, AMPL: A Modeling Language for Mathematical Programming, Duxbury Press, Brooks-Cole Publishing Company, null (1993).
    [10] [ L. Göllmann,H. Maurer, Theory and applications of optimal control problems with multiple time-delays, Special Issue on Computational Methods for Optimization and Control, J. Ind. Manag. Optim., 10 (2014): 413-441.
    [11] [ M. G. M. Gomes,P. Rodrigues,F. M. Hilker,N. B. Mantilla-Beniers,M. Muehlen,A. C. Paulo,G. F. Medley, Implications of partial immunity on the prospects for tuberculosis control by post-exposure interventions, J. Theoret. Biol., 248 (2007): 608-617.
    [12] [ J. K. Hale and S. M. V. Lunel, Introduction to Functional Differential Equations Springer-Verlag, New York, 1993.
    [13] [ H. Hethcote, The mathematics of infectious diseases, SIAM Rev., 42 (2000): 599-653.
    [14] [ Y. Kuang, Delay Differential Equations with Applications in Population Dynamics Academic Press, San Diego, 1993.
    [15] [ M. L. Lambert,P. Van der Stuyft, Delays to tuberculosis treatment: Shall we continue to blame the victim?, Trop. Med. Int. Health, 10 (2005): 945-946.
    [16] [ H. Maurer,C. Büskens,J.-H. R. Kim,Y. Kaya, Optimization methods for the verification of second order sufficient conditions for bang-bang controls, Optimal Control Appl. Methods, 26 (2005): 129-156.
    [17] [ 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 SIAM Advances in Design and Control, Vol. DC 24, SIAM Publications, Philadelphia, 2012.
    [18] [ P. Rodrigues,C. Rebelo,M. G. M. Gomes, Drug resistance in tuberculosis: A reinfection model, Theor. Popul. Biol., 71 (2007): 196-212.
    [19] [ P. Rodrigues,C. J. Silva,D. F. M. Torres, Cost-effectiveness analysis of optimal control measures for tuberculosis, Bull. Math. Biol., 76 (2014): 2627-2645.
    [20] [ H. Schättler,U. Ledzewicz,H. Maurer, Sufficient conditions for strong local optimality in optimal control problems with $L^2$-type objectives and control constraints, Discrete Contin. Dyn. Syst. Ser. B, 19 (2014): 2657-2679.
    [21] [ L. F. Shampine,S. Thompson, Solving DDEs in MATLAB, Appl. Numer. Math., 37 (2001): 441-458.
    [22] [ C. J. Silva,D. F. M. Torres, Optimal control strategies for tuberculosis treatment: A case study in Angola, Numer. Algebra Control Optim., 2 (2012): 601-617.
    [23] [ C. J. Silva,D. F. M. Torres, Optimal Control of Tuberculosis: A Review, Dynamics, Games and Science, CIM Series in Mathematical Sciences, 1 (2015): 701-722.
    [24] [ C. T. Sreeramareddy, K. V. Panduru, J. Menten and J. Van den Ende, Time delays in diagnosis of pulmonary tuberculosis: A systematic review of literature BMC Infectious Diseases 9 (2009), p91.
    [25] [ D. G. Storla, S. Yimer and G. A. Bjune, A systematic review of delay in the diagnosis and treatment of tuberculosis BMC Public Health 8 (2008), p15.
    [26] [ K. Toman, Tuberculosis case-finding and chemotherapy: Questions and answers, WHO Geneva, 1979.
    [27] [ P. W. Uys, M. Warren and P. D. van Helden, A threshold value for the time delay to TB diagnosis PLoS ONE 2(2007), e757.
    [28] [ P. van den Driessche,J. Watmough, Reproduction numbers and subthreshold endemic equilibria for compartmental models of disease transmission, Math. Biosc., 180 (2002): 29-48.
    [29] [ H. Yang,J. Wei, Global behaviour of a delayed viral kinetic model with general incidence rate, Discrete Contin. Dyn. Syst. Ser. B, 20 (2015): 1573-1582.
    [30] [ A. Wächter,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.
    [31] [ Systematic Screening for Active Tuberculosis --Principles and Recommendations Geneva, World Health Organization, 2013, http://www.who.int/tb/tbscreening/en/.
    [32] [ Global Tuberculosis Report 2014 Geneva, World Health Organization, 2014, http://www.who.int/tb/publications/global_report/en/.
    [33] [ Centers for Disease and Control Prevention http://www.cdc.gov/tb/topic/treatment/ltbi.htm
  • Reader Comments
  • © 2017 the Author(s), licensee AIMS Press. This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0)
通讯作者: 陈斌, bchen63@163.com
  • 1. 

    沈阳化工大学材料科学与工程学院 沈阳 110142

  1. 本站搜索
  2. 百度学术搜索
  3. 万方数据库搜索
  4. CNKI搜索

Metrics

Article views(4343) PDF downloads(843) Cited by(44)

Article outline

Figures and Tables

Figures(8)  /  Tables(1)

/

DownLoad:  Full-Size Img  PowerPoint
Return
Return

Catalog