Optimal control analysis of a tuberculosis model

•A new TB model with the 4-order cost function is introduced and investigated.•The method for the proof of uniqueness of optimal control for the model is new.•The numerical results show that the model considered in this paper are effective. In this paper, we extend the model of Liu and Zhang (Math C...

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Published inApplied Mathematical Modelling Vol. 58; pp. 47 - 64
Main Authors Gao, Da-peng, Huang, Nan-jing
Format Journal Article
LanguageEnglish
Published England Elsevier Inc 01.06.2018
Elsevier BV
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Abstract •A new TB model with the 4-order cost function is introduced and investigated.•The method for the proof of uniqueness of optimal control for the model is new.•The numerical results show that the model considered in this paper are effective. In this paper, we extend the model of Liu and Zhang (Math Comput Model 54:836-845, 2011) by incorporating three control terms and apply optimal control theory to the resulting model. Optimal control strategies are proposed to minimize both the disease burden and the intervention cost. We prove the existence and uniqueness of optimal control paths and obtain these optimal paths analytically using Pontryagin’s Maximum Principle. We analyse our results numerically to compare various strategies of proposed controls. It is observed that implementation of three controls is most effective and less expensive among all the strategies. Thus, we conclude that in order to reduce tuberculosis threat all the three controls must be taken into consideration concurrently.
AbstractList •A new TB model with the 4-order cost function is introduced and investigated.•The method for the proof of uniqueness of optimal control for the model is new.•The numerical results show that the model considered in this paper are effective. In this paper, we extend the model of Liu and Zhang (Math Comput Model 54:836-845, 2011) by incorporating three control terms and apply optimal control theory to the resulting model. Optimal control strategies are proposed to minimize both the disease burden and the intervention cost. We prove the existence and uniqueness of optimal control paths and obtain these optimal paths analytically using Pontryagin’s Maximum Principle. We analyse our results numerically to compare various strategies of proposed controls. It is observed that implementation of three controls is most effective and less expensive among all the strategies. Thus, we conclude that in order to reduce tuberculosis threat all the three controls must be taken into consideration concurrently.
In this paper, we extend the model of Liu and Zhang (Math Comput Model 54:836-845, 2011) by incorporating three control terms and apply optimal control theory to the resulting model. Optimal control strategies are proposed to minimize both the disease burden and the intervention cost. We prove the existence and uniqueness of optimal control paths and obtain these optimal paths analytically using Pontryagin's Maximum Principle. We analyse our results numerically to compare various strategies of proposed controls. It is observed that implementation of three controls is most effective and less expensive among all the strategies. Thus, we conclude that in order to reduce tuberculosis threat all the three controls must be taken into consideration concurrently.
• A new TB model with the 4-order cost function is introduced and investigated. • The method for the proof of uniqueness of optimal control for the model is new. • The numerical results show that the model considered in this paper are effective. In this paper, we extend the model of Liu and Zhang (Math Comput Model 54:836-845, 2011) by incorporating three control terms and apply optimal control theory to the resulting model. Optimal control strategies are proposed to minimize both the disease burden and the intervention cost. We prove the existence and uniqueness of optimal control paths and obtain these optimal paths analytically using Pontryagin’s Maximum Principle. We analyse our results numerically to compare various strategies of proposed controls. It is observed that implementation of three controls is most effective and less expensive among all the strategies. Thus, we conclude that in order to reduce tuberculosis threat all the three controls must be taken into consideration concurrently.
In this paper, we extend the model of Liu and Zhang (Math Comput Model 54:836-845, 2011) by incorporating three control terms and apply optimal control theory to the resulting model. Optimal control strategies are proposed to minimize both the disease burden and the intervention cost. We prove the existence and uniqueness of optimal control paths and obtain these optimal paths analytically using Pontryagin's Maximum Principle. We analyse our results numerically to compare various strategies of proposed controls. It is observed that implementation of three controls is most effective and less expensive among all the strategies. Thus, we conclude that in order to reduce tuberculosis threat all the three controls must be taken into consideration concurrently.In this paper, we extend the model of Liu and Zhang (Math Comput Model 54:836-845, 2011) by incorporating three control terms and apply optimal control theory to the resulting model. Optimal control strategies are proposed to minimize both the disease burden and the intervention cost. We prove the existence and uniqueness of optimal control paths and obtain these optimal paths analytically using Pontryagin's Maximum Principle. We analyse our results numerically to compare various strategies of proposed controls. It is observed that implementation of three controls is most effective and less expensive among all the strategies. Thus, we conclude that in order to reduce tuberculosis threat all the three controls must be taken into consideration concurrently.
Author Gao, Da-peng
Huang, Nan-jing
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Cites_doi 10.1016/j.mbs.2013.05.005
10.1137/080719741
10.1016/j.jtbi.2012.10.032
10.1164/rccm.200409-1200OC
10.1038/nm0895-815
10.1017/S0950268897007917
10.3934/dcdsb.2016.21.1009
10.1016/j.cnsns.2016.08.005
10.1016/S0140-6736(97)04146-9
10.1016/j.cam.2013.12.007
10.1016/S0140-6736(02)07880-7
10.1016/S0140-6736(98)03199-7
10.1006/tpbi.2000.1451
10.1016/j.jtbi.2015.05.022
10.1038/nm1110
10.3934/mbe.2009.6.469
10.1016/j.cnsns.2012.08.001
10.1016/S1472-9792(02)00060-4
10.1016/j.cnsns.2014.06.037
10.1016/S1473-3099(05)70240-1
10.3934/dcds.2015.35.4639
10.1007/s10867-013-9328-6
10.1126/science.273.5274.497
10.1098/rspb.2003.2606
10.1007/s11538-014-0028-6
10.1016/j.mcm.2011.03.033
10.3934/mbe.2004.1.361
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Keywords 92D30
Tuberculosis
Pontryagin’s Maximum Principle
Optimal control
Case finding
34D30
49J15
Case holding
92A30
Language English
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References Dye, Garnett, Sleeman, Williams (bib0021) 1998; 352
Gaff, Schaefer (bib0012) 2009; 6
Zhou, Liang, Wu (bib0017) 2014; 263
Kumar, Srivastava (bib0014) 2017; 44
Fleming, Rishel (bib0035) 1975
World health organization, 2015, Tuberculosis Fact Sheet no.104.
Silva, Torres (bib0031) 2012; 27
Chiang, Riley (bib0006) 2005; 5
Verver, Warren, Beyers, Richardson, van der Spuy, Borgdorff, Enarson, Behr, van Helden (bib0025) 2005; 171
Jung, Lenhart, Feng (bib0008) 2002; 2
Raviglione (bib0004) 2002; 359
Castillo-Chavez, Feng (bib0019) 1998
World health organization, global tuberculosis control, 2012
Lee, Kim, Kwon (bib0015) 2013; 317
Zeiler, Caulkins, Grass, Tragler (bib0016) 2010; 48
Liu, Zhang (bib0024) 2011; 54
Moualeu, Weiser, Ehrig, Deuflhard (bib0028) 2015; 20
Khajanchi, Ghosh (bib0013) 2015; 271
Frieden, Driver (bib0003) 2003; 83
Castillo-chavez, Song (bib0011) 2004; 1
Vynnycky, Fine (bib0023) 1997; 119
Bowong, Alaoui (bib0026) 2013; 18
(accessed 2012).
Blayneh, Cao, Kwon (bib0009) 2009; 11
(accessed March 2015).
Silva, Torres (bib0032) 2013; 244
Mushayabasa, Bhunu (bib0029) 2013; 39
Silva, Torres (bib0033) 2015; 35
Cohen, Murray (bib0020) 2004; 10
Lenhart, Workman (bib0036) 2007
Gomes, Franco, Gomes, Medley (bib0022) 2004; 271
Raviglione, Dye, Schmizt, Kochi (bib0005) 1997; 350
Blower, Small, Hopewell (bib0018) 1996; 273
Blower, McLean, Porco, Small, Hopewell, Sanchez, Moss (bib0010) 1995; 1
Choi, Jung, Lee (bib0027) 2015; 380
Pontryagin (bib0037) 1987
Rodrigues, Silva, Torres (bib0030) 2014; 76
Yang, Tang, Ren, Zhao, Guo (bib0034) 2016; 21
Feng, Castillo-Chavez, Capurro (bib0007) 2000; 57
Verver (10.1016/j.apm.2017.12.027_bib0025) 2005; 171
Frieden (10.1016/j.apm.2017.12.027_bib0003) 2003; 83
Castillo-Chavez (10.1016/j.apm.2017.12.027_bib0019) 1998
Kumar (10.1016/j.apm.2017.12.027_bib0014) 2017; 44
Silva (10.1016/j.apm.2017.12.027_bib0031) 2012; 27
Feng (10.1016/j.apm.2017.12.027_bib0007) 2000; 57
Raviglione (10.1016/j.apm.2017.12.027_bib0004) 2002; 359
Blower (10.1016/j.apm.2017.12.027_bib0010) 1995; 1
Fleming (10.1016/j.apm.2017.12.027_bib0035) 1975
10.1016/j.apm.2017.12.027_bib0001
Raviglione (10.1016/j.apm.2017.12.027_bib0005) 1997; 350
Cohen (10.1016/j.apm.2017.12.027_bib0020) 2004; 10
Lenhart (10.1016/j.apm.2017.12.027_bib0036) 2007
Dye (10.1016/j.apm.2017.12.027_bib0021) 1998; 352
Vynnycky (10.1016/j.apm.2017.12.027_bib0023) 1997; 119
Gaff (10.1016/j.apm.2017.12.027_bib0012) 2009; 6
Lee (10.1016/j.apm.2017.12.027_bib0015) 2013; 317
Mushayabasa (10.1016/j.apm.2017.12.027_bib0029) 2013; 39
Bowong (10.1016/j.apm.2017.12.027_bib0026) 2013; 18
Khajanchi (10.1016/j.apm.2017.12.027_bib0013) 2015; 271
Zeiler (10.1016/j.apm.2017.12.027_bib0016) 2010; 48
10.1016/j.apm.2017.12.027_bib0002
Rodrigues (10.1016/j.apm.2017.12.027_bib0030) 2014; 76
Pontryagin (10.1016/j.apm.2017.12.027_bib0037) 1987
Moualeu (10.1016/j.apm.2017.12.027_bib0028) 2015; 20
Blower (10.1016/j.apm.2017.12.027_bib0018) 1996; 273
Chiang (10.1016/j.apm.2017.12.027_bib0006) 2005; 5
Zhou (10.1016/j.apm.2017.12.027_bib0017) 2014; 263
Liu (10.1016/j.apm.2017.12.027_bib0024) 2011; 54
Blayneh (10.1016/j.apm.2017.12.027_bib0009) 2009; 11
Silva (10.1016/j.apm.2017.12.027_bib0032) 2013; 244
Choi (10.1016/j.apm.2017.12.027_bib0027) 2015; 380
Gomes (10.1016/j.apm.2017.12.027_bib0022) 2004; 271
Silva (10.1016/j.apm.2017.12.027_bib0033) 2015; 35
Yang (10.1016/j.apm.2017.12.027_bib0034) 2016; 21
Jung (10.1016/j.apm.2017.12.027_bib0008) 2002; 2
Castillo-chavez (10.1016/j.apm.2017.12.027_bib0011) 2004; 1
References_xml – volume: 1
  start-page: 361
  year: 2004
  end-page: 404
  ident: bib0011
  article-title: Dynamical models of tuberculosis and their applications
  publication-title: Math. Biosci. Eng.
– volume: 6
  start-page: 469
  year: 2009
  end-page: 492
  ident: bib0012
  article-title: Optimal control applied to vaccination and treatment strategies for various epidemiological models
  publication-title: Math. Biosci. Eng.
– start-page: 117
  year: 1998
  end-page: 128
  ident: bib0019
  article-title: Mathematical models for the disease dynamics of tuberculosis
  publication-title: Advances in Mathematical Population Dynamics-Molecules, Cells and Man
– reference: , (accessed 2012).
– volume: 11
  start-page: 587
  year: 2009
  end-page: 611
  ident: bib0009
  article-title: Optimal control of vector-borne diseases: treatment and prevention
  publication-title: Dis. Cont. Dyn. Syst. B
– volume: 21
  start-page: 1009
  year: 2016
  end-page: 1022
  ident: bib0034
  article-title: Global stability and optimal control for a tuberculosis model with vaccination and treatment
  publication-title: Dis. Cont. Dyn. Syst. Ser. B
– volume: 83
  start-page: 82
  year: 2003
  end-page: 85
  ident: bib0003
  article-title: Tuberculosis control: past 10 years and future progress
  publication-title: Tuberculosis
– volume: 350
  start-page: 624
  year: 1997
  end-page: 629
  ident: bib0005
  article-title: For the global surveillance and monitoring project: assessment of worldwide tuberculosis control
  publication-title: Lancet.
– volume: 352
  start-page: 1886
  year: 1998
  end-page: 1891
  ident: bib0021
  article-title: Prospects for worldwide tuberculosis control under the who dots strategy. directly observed short-course therapy
  publication-title: Lancet.
– volume: 271
  start-page: 617
  year: 2004
  end-page: 623
  ident: bib0022
  article-title: The reinfection threshold promotes variability in tuberculosis epidemiology and vaccine efficacy
  publication-title: Proc. R. Soc. B
– volume: 76
  start-page: 2627
  year: 2014
  end-page: 2645
  ident: bib0030
  article-title: Cost-effectiveness analysis of optimal control measures for tuberculosis
  publication-title: Bull. Math. Biol.
– volume: 317
  start-page: 310
  year: 2013
  end-page: 320
  ident: bib0015
  article-title: Optimal control of an influenza model with seasonal forcing and age-dependent transmission rates
  publication-title: J. Theor. Biol.
– volume: 54
  start-page: 836
  year: 2011
  end-page: 845
  ident: bib0024
  article-title: Global stability for a tuberculosis model
  publication-title: Math. Comput. Model.
– volume: 20
  start-page: 986
  year: 2015
  end-page: 1003
  ident: bib0028
  article-title: Optimal control for a tuberculosis model with undected cases in cameroon
  publication-title: Commun. Nonlinear Sci. Numer. Simul.
– volume: 39
  start-page: 723
  year: 2013
  end-page: 747
  ident: bib0029
  article-title: Modeling the impact of early therapy for latent tuberculosis patients and its optimal control analysis
  publication-title: J. Biol. Phys.
– volume: 10
  start-page: 1117
  year: 2004
  end-page: 1121
  ident: bib0020
  article-title: Modeling epidemics of multidrug-resistant m. tuberculosis of heterogeneous fitness
  publication-title: Nat. Med.
– year: 1987
  ident: bib0037
  article-title: Mathematical Theory of Optimal Processes
– volume: 2
  start-page: 473
  year: 2002
  end-page: 482
  ident: bib0008
  article-title: Optimal control of treatments in a two-strain tuberculosis model
  publication-title: Dis. Cont. Dyn. Syst. Ser. B
– year: 1975
  ident: bib0035
  article-title: Deterministic and Stochastic Optimal Control
– reference: , (accessed March 2015).
– volume: 35
  start-page: 4639
  year: 2015
  end-page: 4663
  ident: bib0033
  article-title: A TB-HIV/AIDS coinfection model and optimal control treatment
  publication-title: Dis. Cont. Dyn. Syst. A
– volume: 18
  start-page: 1441
  year: 2013
  end-page: 1453
  ident: bib0026
  article-title: Optimal interventions strategies for tuberculosis
  publication-title: Commun. Nonlinear Sci. Numer. Simul.
– volume: 271
  start-page: 375
  year: 2015
  end-page: 388
  ident: bib0013
  article-title: The combined effects of optimal control in cancer remission
  publication-title: Appl. Math. Comput.
– volume: 57
  start-page: 235
  year: 2000
  end-page: 247
  ident: bib0007
  article-title: A model for tuberculosis with exogenous reinfection
  publication-title: Theor. Popul. Biol.
– reference: World health organization, 2015, Tuberculosis Fact Sheet no.104.
– volume: 263
  start-page: 326
  year: 2014
  end-page: 337
  ident: bib0017
  article-title: An optimal strategy for HIV multitherapy
  publication-title: J. Comput. Appl. Math.
– volume: 359
  start-page: 775
  year: 2002
  end-page: 780
  ident: bib0004
  article-title: Evolution of WHO, 1948–2001 policies for tuberculosis control
  publication-title: Lancet
– volume: 273
  start-page: 497
  year: 1996
  end-page: 500
  ident: bib0018
  article-title: Control strategies for tuberculosis epidemics: new models for old problems
  publication-title: Science
– volume: 27
  start-page: S140
  year: 2012
  end-page: 141
  ident: bib0031
  article-title: Optimal control applied to tuberculosis models. the IEA-EEF european congress of epidemiology 2012: epidemiology for a fair and healthy society
  publication-title: Eur. J. Epidemiol.
– volume: 48
  start-page: 3698
  year: 2010
  end-page: 3707
  ident: bib0016
  article-title: Keeping options open:an optimal control model with trajectories that reach a DNSS point in positive time
  publication-title: SIAM J. Control. Optim.
– year: 2007
  ident: bib0036
  article-title: Optimal Control Applied to Biological Models
– volume: 244
  start-page: 154
  year: 2013
  end-page: 164
  ident: bib0032
  article-title: Optimal control for a tuberculosis model with reinfection and post-exposure interventions
  publication-title: Math. Biosci.
– volume: 1
  start-page: 815
  year: 1995
  end-page: 821
  ident: bib0010
  article-title: The intrinsic transmission dynamics of tuberculosis epidemic
  publication-title: Nat. Med.
– volume: 44
  start-page: 334
  year: 2017
  end-page: 343
  ident: bib0014
  article-title: Vaccination and treatment as control interventions in an infectious disease model with their cost optimization
  publication-title: Commun. Nonlinear Sci. Numer. Simul.
– volume: 171
  start-page: 1430
  year: 2005
  end-page: 1435
  ident: bib0025
  article-title: Rate of reinfection tuberculosis after successful treatment is higher than rate of new tuberculosis
  publication-title: Am. J. Respir. Crit. Care. Med.
– volume: 5
  start-page: 629
  year: 2005
  end-page: 636
  ident: bib0006
  article-title: Exogenous reinfection in tuberculosis
  publication-title: Lancet. Infect. Dis.
– volume: 119
  start-page: 183
  year: 1997
  end-page: 201
  ident: bib0023
  article-title: The natural history of tuberculosis: the implications of age-dependent risks of disease and the role of reinfection
  publication-title: Epidemiol. Infect.
– reference: World health organization, global tuberculosis control, 2012,
– volume: 380
  start-page: 256
  year: 2015
  end-page: 270
  ident: bib0027
  article-title: Optimal intervention strategy for prevention tuberculosis using a smoking-tuberculosis model
  publication-title: J. Theor. Biol.
– volume: 244
  start-page: 154
  issue: 2
  year: 2013
  ident: 10.1016/j.apm.2017.12.027_bib0032
  article-title: Optimal control for a tuberculosis model with reinfection and post-exposure interventions
  publication-title: Math. Biosci.
  doi: 10.1016/j.mbs.2013.05.005
– volume: 48
  start-page: 3698
  issue: 6
  year: 2010
  ident: 10.1016/j.apm.2017.12.027_bib0016
  article-title: Keeping options open:an optimal control model with trajectories that reach a DNSS point in positive time
  publication-title: SIAM J. Control. Optim.
  doi: 10.1137/080719741
– volume: 317
  start-page: 310
  year: 2013
  ident: 10.1016/j.apm.2017.12.027_bib0015
  article-title: Optimal control of an influenza model with seasonal forcing and age-dependent transmission rates
  publication-title: J. Theor. Biol.
  doi: 10.1016/j.jtbi.2012.10.032
– volume: 171
  start-page: 1430
  year: 2005
  ident: 10.1016/j.apm.2017.12.027_bib0025
  article-title: Rate of reinfection tuberculosis after successful treatment is higher than rate of new tuberculosis
  publication-title: Am. J. Respir. Crit. Care. Med.
  doi: 10.1164/rccm.200409-1200OC
– volume: 1
  start-page: 815
  year: 1995
  ident: 10.1016/j.apm.2017.12.027_bib0010
  article-title: The intrinsic transmission dynamics of tuberculosis epidemic
  publication-title: Nat. Med.
  doi: 10.1038/nm0895-815
– volume: 119
  start-page: 183
  issue: 2
  year: 1997
  ident: 10.1016/j.apm.2017.12.027_bib0023
  article-title: The natural history of tuberculosis: the implications of age-dependent risks of disease and the role of reinfection
  publication-title: Epidemiol. Infect.
  doi: 10.1017/S0950268897007917
– ident: 10.1016/j.apm.2017.12.027_bib0002
– volume: 27
  start-page: S140
  year: 2012
  ident: 10.1016/j.apm.2017.12.027_bib0031
  article-title: Optimal control applied to tuberculosis models. the IEA-EEF european congress of epidemiology 2012: epidemiology for a fair and healthy society
  publication-title: Eur. J. Epidemiol.
– volume: 21
  start-page: 1009
  year: 2016
  ident: 10.1016/j.apm.2017.12.027_bib0034
  article-title: Global stability and optimal control for a tuberculosis model with vaccination and treatment
  publication-title: Dis. Cont. Dyn. Syst. Ser. B
  doi: 10.3934/dcdsb.2016.21.1009
– volume: 44
  start-page: 334
  year: 2017
  ident: 10.1016/j.apm.2017.12.027_bib0014
  article-title: Vaccination and treatment as control interventions in an infectious disease model with their cost optimization
  publication-title: Commun. Nonlinear Sci. Numer. Simul.
  doi: 10.1016/j.cnsns.2016.08.005
– volume: 350
  start-page: 624
  year: 1997
  ident: 10.1016/j.apm.2017.12.027_bib0005
  article-title: For the global surveillance and monitoring project: assessment of worldwide tuberculosis control
  publication-title: Lancet.
  doi: 10.1016/S0140-6736(97)04146-9
– volume: 263
  start-page: 326
  year: 2014
  ident: 10.1016/j.apm.2017.12.027_bib0017
  article-title: An optimal strategy for HIV multitherapy
  publication-title: J. Comput. Appl. Math.
  doi: 10.1016/j.cam.2013.12.007
– volume: 359
  start-page: 775
  year: 2002
  ident: 10.1016/j.apm.2017.12.027_bib0004
  article-title: Evolution of WHO, 1948–2001 policies for tuberculosis control
  publication-title: Lancet
  doi: 10.1016/S0140-6736(02)07880-7
– volume: 352
  start-page: 1886
  issue: 9144
  year: 1998
  ident: 10.1016/j.apm.2017.12.027_bib0021
  article-title: Prospects for worldwide tuberculosis control under the who dots strategy. directly observed short-course therapy
  publication-title: Lancet.
  doi: 10.1016/S0140-6736(98)03199-7
– year: 2007
  ident: 10.1016/j.apm.2017.12.027_bib0036
– volume: 57
  start-page: 235
  year: 2000
  ident: 10.1016/j.apm.2017.12.027_bib0007
  article-title: A model for tuberculosis with exogenous reinfection
  publication-title: Theor. Popul. Biol.
  doi: 10.1006/tpbi.2000.1451
– volume: 380
  start-page: 256
  year: 2015
  ident: 10.1016/j.apm.2017.12.027_bib0027
  article-title: Optimal intervention strategy for prevention tuberculosis using a smoking-tuberculosis model
  publication-title: J. Theor. Biol.
  doi: 10.1016/j.jtbi.2015.05.022
– volume: 10
  start-page: 1117
  issue: 10
  year: 2004
  ident: 10.1016/j.apm.2017.12.027_bib0020
  article-title: Modeling epidemics of multidrug-resistant m. tuberculosis of heterogeneous fitness
  publication-title: Nat. Med.
  doi: 10.1038/nm1110
– start-page: 117
  year: 1998
  ident: 10.1016/j.apm.2017.12.027_bib0019
  article-title: Mathematical models for the disease dynamics of tuberculosis
– volume: 6
  start-page: 469
  year: 2009
  ident: 10.1016/j.apm.2017.12.027_bib0012
  article-title: Optimal control applied to vaccination and treatment strategies for various epidemiological models
  publication-title: Math. Biosci. Eng.
  doi: 10.3934/mbe.2009.6.469
– year: 1975
  ident: 10.1016/j.apm.2017.12.027_bib0035
– volume: 18
  start-page: 1441
  year: 2013
  ident: 10.1016/j.apm.2017.12.027_bib0026
  article-title: Optimal interventions strategies for tuberculosis
  publication-title: Commun. Nonlinear Sci. Numer. Simul.
  doi: 10.1016/j.cnsns.2012.08.001
– volume: 83
  start-page: 82
  year: 2003
  ident: 10.1016/j.apm.2017.12.027_bib0003
  article-title: Tuberculosis control: past 10 years and future progress
  publication-title: Tuberculosis
  doi: 10.1016/S1472-9792(02)00060-4
– volume: 20
  start-page: 986
  year: 2015
  ident: 10.1016/j.apm.2017.12.027_bib0028
  article-title: Optimal control for a tuberculosis model with undected cases in cameroon
  publication-title: Commun. Nonlinear Sci. Numer. Simul.
  doi: 10.1016/j.cnsns.2014.06.037
– volume: 5
  start-page: 629
  year: 2005
  ident: 10.1016/j.apm.2017.12.027_bib0006
  article-title: Exogenous reinfection in tuberculosis
  publication-title: Lancet. Infect. Dis.
  doi: 10.1016/S1473-3099(05)70240-1
– volume: 35
  start-page: 4639
  issue: 9
  year: 2015
  ident: 10.1016/j.apm.2017.12.027_bib0033
  article-title: A TB-HIV/AIDS coinfection model and optimal control treatment
  publication-title: Dis. Cont. Dyn. Syst. A
  doi: 10.3934/dcds.2015.35.4639
– volume: 271
  start-page: 375
  year: 2015
  ident: 10.1016/j.apm.2017.12.027_bib0013
  article-title: The combined effects of optimal control in cancer remission
  publication-title: Appl. Math. Comput.
– volume: 39
  start-page: 723
  year: 2013
  ident: 10.1016/j.apm.2017.12.027_bib0029
  article-title: Modeling the impact of early therapy for latent tuberculosis patients and its optimal control analysis
  publication-title: J. Biol. Phys.
  doi: 10.1007/s10867-013-9328-6
– volume: 273
  start-page: 497
  year: 1996
  ident: 10.1016/j.apm.2017.12.027_bib0018
  article-title: Control strategies for tuberculosis epidemics: new models for old problems
  publication-title: Science
  doi: 10.1126/science.273.5274.497
– volume: 11
  start-page: 587
  issue: 3
  year: 2009
  ident: 10.1016/j.apm.2017.12.027_bib0009
  article-title: Optimal control of vector-borne diseases: treatment and prevention
  publication-title: Dis. Cont. Dyn. Syst. B
– volume: 271
  start-page: 617
  issue: 1539
  year: 2004
  ident: 10.1016/j.apm.2017.12.027_bib0022
  article-title: The reinfection threshold promotes variability in tuberculosis epidemiology and vaccine efficacy
  publication-title: Proc. R. Soc. B
  doi: 10.1098/rspb.2003.2606
– volume: 76
  start-page: 2627
  issue: 10
  year: 2014
  ident: 10.1016/j.apm.2017.12.027_bib0030
  article-title: Cost-effectiveness analysis of optimal control measures for tuberculosis
  publication-title: Bull. Math. Biol.
  doi: 10.1007/s11538-014-0028-6
– ident: 10.1016/j.apm.2017.12.027_bib0001
– volume: 54
  start-page: 836
  year: 2011
  ident: 10.1016/j.apm.2017.12.027_bib0024
  article-title: Global stability for a tuberculosis model
  publication-title: Math. Comput. Model.
  doi: 10.1016/j.mcm.2011.03.033
– volume: 2
  start-page: 473
  issue: 4
  year: 2002
  ident: 10.1016/j.apm.2017.12.027_bib0008
  article-title: Optimal control of treatments in a two-strain tuberculosis model
  publication-title: Dis. Cont. Dyn. Syst. Ser. B
– volume: 1
  start-page: 361
  year: 2004
  ident: 10.1016/j.apm.2017.12.027_bib0011
  article-title: Dynamical models of tuberculosis and their applications
  publication-title: Math. Biosci. Eng.
  doi: 10.3934/mbe.2004.1.361
– year: 1987
  ident: 10.1016/j.apm.2017.12.027_bib0037
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ssj0012860
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Snippet •A new TB model with the 4-order cost function is introduced and investigated.•The method for the proof of uniqueness of optimal control for the model is...
In this paper, we extend the model of Liu and Zhang (Math Comput Model 54:836-845, 2011) by incorporating three control terms and apply optimal control theory...
• A new TB model with the 4-order cost function is introduced and investigated. • The method for the proof of uniqueness of optimal control for the model is...
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StartPage 47
SubjectTerms Case finding
Case holding
Control theory
Disease control
Disease management
Mathematical models
Maximum principle
Numerical analysis
Optimal control
Pontryagin’s Maximum Principle
Tuberculosis
Title Optimal control analysis of a tuberculosis model
URI https://dx.doi.org/10.1016/j.apm.2017.12.027
https://www.ncbi.nlm.nih.gov/pubmed/32287942
https://www.proquest.com/docview/2063744208
https://www.proquest.com/docview/2390166781
https://pubmed.ncbi.nlm.nih.gov/PMC7117058
Volume 58
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