Dynamical analysis of nonlinear combined drug therapy model for HIV infection: Bayesian regularization technique intelligent networks

Biomedical Signal Processing and Control - Tập 88 - Trang 105629 - 2024
Muhammad Bilal1,2, Muhammad Asif Zahoor Raja3, Iftikhar Ahmad4, Rizwan Khan1, Muhammad Shoaib5
1Department of Physical Science, The University of Chenab, Gujrat Pakistan
2Center for Research and Development in Mathematics and Applications, Department of Mathematics, University of Aveiro, Aveiro 3810-193, Portugal
3Future Technology Research Center, National Yunlin University of Science and Technology, 123 University Road, Section 3, Douliou, Yunlin 64002, Yunlin, Taiwan
4Department of Mathematics, University of Gujrat, Gujrat, Pakistan
5Yuan Ze University, AI Center, Taoyuan 320, Taiwan

Tài liệu tham khảo

Chiappini, 2012, Antiretroviral use in Italian children with perinatal HIV infection over a 14-year period, Acta Paediatrica, 101, 10.1111/j.1651-2227.2012.02675.x Shamsara, 2020, Optimal drug control in a four-dimensional HIV infection model, Optimal Control Appl. Methods, 41, 469, 10.1002/oca.2555 Moreno, 2019, Two-drug vs. three-drug combinations for HIV-1: do we have enough data to make the switch?, HIV Med., 20, 2, 10.1111/hiv.12716 Vafamand, 2021, Multi-objective NSBGA-II control of HIV therapy with monthly output measurement, Biomed. Signal Process. Control, 68, 10.1016/j.bspc.2021.102561 Izadbakhsh, 2021, Observer-based adaptive control for HIV infection therapy using the Baskakov operator, Biomed. Signal Process. Control, 65, 10.1016/j.bspc.2020.102343 Hill, 2018, Insight into treatment of HIV infection from viral dynamics models, Immunol. Rev., 285, 9, 10.1111/imr.12698 Chang, 2014, A control systems analysis of HIV prevention model using impulsive input, Biomed. Signal Process. Control, 13, 123, 10.1016/j.bspc.2014.03.008 Margolis, 2017, HIV antibodies for treatment of HIV infection, Immunol. Rev., 275, 313, 10.1111/imr.12506 Y. Wen, et al., Fabrication, Structure and Luminescent Properties of Cr-Doped Camgsi2o6 Fluorescent Ceramics. Yiyang and Dong, Biao and Deng, Chenguang and Lu, Yuangang, Fabrication, Structure and Luminescent Properties of Cr-Doped Camgsi2o6 Fluorescent Ceramics. Jo, 2015, A two-loop robust controller for HIV infection models in the presence of parameter uncertainties, Biomed. Signal Process. Control, 18, 245, 10.1016/j.bspc.2015.02.001 Mhawej, 2010, Control of the HIV infection and drug dosage, Biomed. Signal Process. Control, 5, 45, 10.1016/j.bspc.2009.05.001 Moreno-Pérez, 2016, Biological markers of fertility (inhibin-B) in HIV-infected men: influence of HIV infection and antiretroviral therapy, HIV Med., 17, 436, 10.1111/hiv.12350 Costanza, 2013, Optimizing thymic recovery in HIV patients through multidrug therapies, Biomed. Signal Process. Control, 8, 90, 10.1016/j.bspc.2012.06.002 Barão, 2007, Nonlinear control of HIV-1 infection with a singular perturbation model, Biomed. Signal Process. Control, 2, 248, 10.1016/j.bspc.2007.07.011 Costanza, 2009, A closed-loop approach to antiretroviral therapies for HIV infection, Biomed. Signal Process. Control, 4, 139, 10.1016/j.bspc.2009.02.005 S. Kondovych, World AIDS Day 2020 Expert-driven In Silico Drug Discovery Solutions. Culshaw, 2000, A delay-differential equation model of HIV infection of CD4+ T-cells, Math. Biosci., 165, 27, 10.1016/S0025-5564(00)00006-7 Sabir, 2022, A novel design of morlet wavelet to solve the dynamics of nervous stomach nonlinear model, Int. J. Comput. Intell. Syst., 15, 4, 10.1007/s44196-021-00057-2 !!! INVALID CITATION !!! [5-10]. Umar, 2020, Stochastic numerical technique for solving HIV infection model of CD4+ T cells, Eur. Phys. J. Plus, 135, 1, 10.1140/epjp/s13360-020-00417-5 Wang, 2022, Numerical computing to solve the nonlinear corneal system of eye surgery using the capability of Morlet wavelet artificial neural networks, FRACTALS (fractals), 30, 1 Umar, 2022, An advance computing numerical heuristic of nonlinear SIR dengue fever system using the Morlet wavelet kernel, J. Healthc. Eng., 2022, 10.1155/2022/9981355 Zahoor Raja, 2022, Heat transport in entropy-optimized flow of viscoelastic fluid due to Riga plate: analysis of artificial neural network, Waves Random Complex Media, 1 Shoaib, 2022, Soft computing paradigm for Ferrofluid by exponentially stretched surface in the presence of magnetic dipole and heat transfer, Alex. Eng. J., 61, 1607, 10.1016/j.aej.2021.06.060 Sabir, 2022, Applications of neural networks for the novel designed of nonlinear fractional seventh order singular system, Eur. Phys. J. Spec. Top., 231, 1831, 10.1140/epjs/s11734-022-00457-1 Bukhari, 2020, Fractional neuro-sequential ARFIMA-LSTM for financial market forecasting, IEEE Access, 8, 71326, 10.1109/ACCESS.2020.2985763 Raja, 2018, Intelligent computing approach to solve the nonlinear Van der Pol system for heartbeat model, Neural Comput. & Applic., 30, 3651, 10.1007/s00521-017-2949-0 Ahmad, 2018, Neuro-evolutionary computing paradigm for Painlevé equation-II in nonlinear optics, Eur. Phys. J. Plus, 133, 1, 10.1140/epjp/i2018-12013-3 Mehmood, 2018, Design of neuro-computing paradigms for nonlinear nanofluidic systems of MHD Jeffery-Hamel flow, J. Taiwan Inst. Chem. Eng., 91, 57, 10.1016/j.jtice.2018.05.046 Ara, 2018, Numerical simulation for Jeffery-Hamel flow and heat transfer of micropolar fluid based on differential evolution algorithm, AIP Adv., 8, 10.1063/1.5011727 Tenenbaum, 2019, Analytical buckling loads for corner supported rectangular orthotropic and symmetrically laminated plates, ZAMM-Journal of Applied Mathematics and Mechanics/zeitschrift Für Angewandte Mathematik Und Mechanik, 99, e201900142, 10.1002/zamm.201900142 Anwar, 2022, Artificial intelligence knacks-based stochastic paradigm to study the dynamics of plant virus propagation model with impact of seasonality and delays, Eur. Phys. J. Plus, 137, 144, 10.1140/epjp/s13360-021-02248-4 Aljohani, 2022, Supervised learning algorithm to study the magnetohydrodynamic flow of a third grade fluid for the analysis of wire coating, Arab. J. Sci. Eng., 47, 7505, 10.1007/s13369-021-06212-3 Aljohani, 2021, Intelligent computing through neural networks for numerical treatment of non-Newtonian wire coating analysis model, Sci. Rep., 11, 9072, 10.1038/s41598-021-88499-8 Shoaib, 2021, A stochastic numerical analysis based on hybrid NAR-RBFs networks nonlinear SITR model for novel COVID-19 dynamics, Comput. Methods Programs Biomed., 202, 10.1016/j.cmpb.2021.105973 Umar, 2021, Numerical investigations through ANNs for solving COVID-19 model, Int. J. Environ. Res. Public Health, 18, 12192, 10.3390/ijerph182212192 Jadoon, 2021, Design of evolutionary optimized finite difference based numerical computing for dust density model of nonlinear Van-der Pol Mathieu’s oscillatory systems, Math. Comput. Simul, 181, 444, 10.1016/j.matcom.2020.10.004 Ahmad, 2019, Novel applications of intelligent computing paradigms for the analysis of nonlinear reactive transport model of the fluid in soft tissues and microvessels, Neural Comput. Appl., 31, 9041, 10.1007/s00521-019-04203-y Hassan, 2019, Design of cascade artificial neural networks optimized with the memetic computing paradigm for solving the nonlinear Bratu system, Eur. Phys. J. Plus, 134, 122, 10.1140/epjp/i2019-12530-5 Jia, 2019, Global stabilization of fractional-order memristor-based neural networks with time delay, IEEE Trans. Neural Netw. Learn. Syst., 31, 997, 10.1109/TNNLS.2019.2915353 Masood, 2017, Design of Mexican Hat Wavelet neural networks for solving Bratu type nonlinear systems, Neurocomputing, 221, 1, 10.1016/j.neucom.2016.08.079 Ara, 2018, Wavelets optimization method for evaluation of fractional partial differential equations: an application to financial modelling, Adv. Difference Equ., 2018, 1, 10.1186/s13662-017-1461-2 Faisal, 2020, A new heuristic computational solver for nonlinear singular Thomas-Fermi system using evolutionary optimized cubic splines, Eur. Phys. J. Plus, 135, 55, 10.1140/epjp/s13360-019-00066-3 Naz, 2021, Weighted differential evolution heuristics for improved multilayer piezoelectric transducer design, Appl. Soft Comput., 113, 10.1016/j.asoc.2021.107835 Abdullah, 2021, Design of wideband tonpilz transducers for underwater SONAR applications with finite element model, Appl. Acoust., 183, 10.1016/j.apacoust.2021.108293 Naz, 2022, Dynamics of nonlinear cantilever piezoelectric–mechanical system: An intelligent computational approach, Math. Comput. Simul, 196, 88, 10.1016/j.matcom.2022.01.011 Rashid, 2019, Entropy generation in flow of ferromagnetic liquid with nonlinear radiation and slip condition, J. Mol. Liq., 276, 441, 10.1016/j.molliq.2018.11.148 Khan, 2020, Magneto rotating flow of hybrid nanofluid with entropy generation, Comput. Methods Programs Biomed., 183 Hayat, 2019, Theoretical investigation of Ree-Eyring nanofluid flow with entropy optimization and Arrhenius activation energy between two rotating disks, Comput. Methods Programs Biomed., 177, 57, 10.1016/j.cmpb.2019.05.012 Ding, 2019, Gradient-based iterative parameter estimation algorithms for dynamical systems from observation data, Mathematics, 7, 428, 10.3390/math7050428