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An efficient method for a variety of fractional time-delay optimal control problems with fractional performance indices

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Abstract

New formulations of fractional optimal control problems with constant Riemann–Liouville performance indices are presented. Using the basic working tool in the applied optimization problems, the method of solution for the fractional linear quadratic optimal control problems of the fractional systems with multiple delays is presented. Then, a new method for the fractional nonlinear optimal control problems is introduced. A wide variety of the fractional time-delay optimal control problems are considered to show applicability of the methods. New types of some industrial problems having constant Riemann–Liouville performance indices are investigated. The constant Riemann–Liouville integration operational matrices of Chebyshev and Legendre wavelets are introduced for the first time.

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Notes

  1. Note that ”lw” and ”cw” refer to Legendre and Chebyshev wavelets and ”w” refers to both wavelets.

References

  1. Malek-Zavarei M, Jamshidi M (1978) Time-delay systems: analysis, optimization and applications. Elsevier Science Inc., North-Holland

    MATH  Google Scholar 

  2. Datta KB, Mohan BM (1995) Orthogonal functions in systems and control. Advanced Series in Electrical and Computer Engineering, World Scientific Publishing Co. pp 127–155

  3. Johnson MA, Moon FC (1999) Experimental characterization of quasiperiodicity and chaos in a mechanical system with delay. Int J Bifurc Chaos 9:49–65. https://doi.org/10.1142/S0218127499000031

    Article  MATH  Google Scholar 

  4. Yi S (2009) Time-delay systems: Analysis and control using the Lambert W function. University of Michigan, PhD diss

  5. Xu G, Jalili-Rahmati A, Badpar F (2018) Dynamic Feedback Stabilization of Timoshenko beam with internal input delays. WSEAS Trans Math 17:101–112

    Google Scholar 

  6. Bouafoura MK, Braiek NB (2019) Hybrid functions direct approach and state feedback optimal solutions for a class of nonlinear polynomial time delay systems. Complexity. https://doi.org/10.1155/2019/9596253

    Article  MATH  Google Scholar 

  7. Bouafoura MK, Braiek NB (2022) Suboptimal control synthesis for state and input delayed quadratic systems. Proc Inst Mech Eng I: J Syst Control Eng 236(5):944–956. https://doi.org/10.1177/09596518211067476

    Article  Google Scholar 

  8. Dadkhah M, Mamehrashi K (2021) Numerical solution of time-delay optimal control problems by the operational matrix based on Hartley series. Trans Inst Measur Control. https://doi.org/10.1177/01423312211053321

    Article  Google Scholar 

  9. Kothari K, Mehta U, Vanualailai J (2018) A novel approach of fractional-order time delay system modeling based on Haar wavelet. ISA Trans 80:371–380

    Article  Google Scholar 

  10. Li W, Wang S, Rehbock V (2017) A 2nd-order one-step numerical integration scheme for a fractional differential equation. Numer Algebra Control Optim 7(3):273–287

    Article  MathSciNet  MATH  Google Scholar 

  11. Yang XJ, Ragulskis MK, Tana T (2019) A new general fractional-order derivative with Rabotnov fractional-exponential kernel. Therm Sci 23(6B):3711–3718

    Article  Google Scholar 

  12. Wang Y, Chen Y (2020) Shifted Legendre Polynomials algorithm used for the dynamic analysis of viscoelastic pipes conveying fluid with variable fractional order model. Appl Math Model 81:159–176. https://doi.org/10.1016/j.apm.2019.12.011

    Article  MathSciNet  MATH  Google Scholar 

  13. Rabiei MA, Sojoodi M, Badri P (2021) Constrained multivariable dynamic matrix control for a class of fractional-order system. In: 2021 7th international conference on control, instrumentation and automation (ICCIA) IEEE, pp 1–6. https://doi.org/10.1109/ICCIA52082.2021.9403552

  14. Barrios M, Reyero G, Tidball M (2022) Necessary conditions to a fractional variational problem. Stat Optim Inform Comput 10(2):426–438. https://doi.org/10.19139/soic-2310-5070-1047

  15. Annaby MH, Mansour ZS (2012) \(q\)-Fractional calculus and equations, vol 2056. Springer, New York

    Book  MATH  Google Scholar 

  16. Atanacković TM, Pilipović S, Stanković B, Zorica D (2014) Fractional calculus with applications in mechanics: vibrations and diffusion processes. Wiley, Hoboken

    Book  MATH  Google Scholar 

  17. Han C, Chen Y, Liu D-Y, Boutat D (2021) Numerical analysis of viscoelastic rotating beam with variable fractional order model using shifted Bernstein-Legendre polynomial collocation algorithm. Fractal Fract. 5:8. https://doi.org/10.3390/fractalfract5010008

    Article  Google Scholar 

  18. Moussai M (2022) Application of the Bernstein polynomials for solving the nonlinear fractional type Volterra integro-differential equation with Caputo fractional derivatives. Numer Algebra Control Optim 12(3):551–568. https://doi.org/10.3934/naco.2021021

    Article  MathSciNet  MATH  Google Scholar 

  19. Conte D, Farsimadan E, Moradi L, Palmieri F, Paternoster B (2020) Time-delay fractional optimal control problems: a survey based on methodology. In: Fracture, fatigue and wear. Springer, Singapore, pp 325–337. https://doi.org/10.1007/978-981-15-9893-7_23

  20. Malmir I (2019) A new fractional integration operational matrix of Chebyshev wavelets in fractional delay systems. Fractal Fraction 3:46

    Article  Google Scholar 

  21. Malmir I (2020) A general framework for optimal control of fractional nonlinear delay systems by wavelets. Stat Optim Inform Comput 8(4):858–875

    Article  MathSciNet  Google Scholar 

  22. Malmir I (2022) Caputo fractional derivative operational matrices of Legendre and Chebyshev wavelets in fractional delay optimal control. Numer Algebra Control Optim 12(2):395–426

    Article  MathSciNet  MATH  Google Scholar 

  23. Liu C, Gong Z, Yu C, Wang S, Teo KL (2021) Optimal control computation for nonlinear fractional time-delay systems with state inequality constraints. J Optim Theory Appl 191(1):83–117. https://doi.org/10.1007/s10957-021-01926-8

    Article  MathSciNet  MATH  Google Scholar 

  24. Jajarmi A, Baleanu D (2018) Suboptimal control of fractional-order dynamic systems with delay argument. J Vib Control 24(12):2430–2446. https://doi.org/10.1177/1077546316687936

    Article  MathSciNet  MATH  Google Scholar 

  25. Rakhshan SA, Effati S (2020) Fractional optimal control problems with time-varying delay: A new delay fractional Euler-Lagrange equations. J Franklin Inst 357:5954–88. https://doi.org/10.1016/j.jfranklin.2020.03.0382020

    Article  MathSciNet  MATH  Google Scholar 

  26. Heydari MH, Razzaghi M (2021) Extended Chebyshev cardinal wavelets for nonlinear fractional delay optimal control problems. Int J Syst Sci. https://doi.org/10.1080/00207721.2021.1987579

    Article  MATH  Google Scholar 

  27. Rabiei K, Razzaghi M (2022) Hybrid of block-pulse functions and generalized Mott polynomials and their applications in solving delay fractional optimal control problems. Nonlinear Dyn 1–18. https://doi.org/10.1007/s11071-022-08177-w

  28. Mohammadi F, Moradi L, Conte D (2021) Discrete Chebyshev polynomials for solving fractional variational problems. Stat Optim Inform Comput 9(3):502–515. https://doi.org/10.19139/soic-2310-5070-991

    Article  MathSciNet  Google Scholar 

  29. Singha N (2020) Implementation of fractional optimal control problems in real-world applications. Fraction Calculus Appl Anal 23(6):1783–1796

    Article  MathSciNet  MATH  Google Scholar 

  30. Soufivand F, Soltanian F, Mamehrashi K (2021) An operational matrix method based on the Gegenbauer polynomials for solving a class of fractional optimal control problems International. J Ind Electron Control Optim 4(4):475–484

    MATH  Google Scholar 

  31. Malmir I (2022) Novel closed-loop controllers for fractional linear quadratic time-varying systems. Numer Algebra Control Optim (in press). https://doi.org/10.3934/naco.2022032

  32. Hass J, Heil C, Weir MD (2018) Thomas’ Calculus. Pearson, pp 214–226

  33. Chou JH (1987) Application of Legendre series to the optimal control of integrodifferential equations. Int J Control 45(1):269–277

    Article  MATH  Google Scholar 

  34. Teo KL, Goh CJ, Wong KH (1991) A unified computational approach to optimal control problems

  35. Zavvari E, Badri P, Sojoodi M (2022) Consensus of a class of nonlinear fractional-order multi-agent systems via dynamic output feedback controller. Trans Inst Meas Control 44(6):1228–1246. https://doi.org/10.1177/01423312211049936

    Article  Google Scholar 

  36. Zhang X, Zhang Y (2021) Fault-tolerant control against actuator failures for uncertain singular fractional order systems. Numer Algebra Control Optim 11(1):1–12. https://doi.org/10.3934/naco.2020011

    Article  MathSciNet  MATH  Google Scholar 

  37. Swarnakar J (2022) Discrete-time realization of fractional-order proportional integral controller for a class of fractional-order system. Numer Algebra Control Optim 12(2):309–320. https://doi.org/10.3934/naco.2021007

  38. Badri P, Sojoodi M (2022) LMI-based robust stability and stabilization analysis of fractional-order interval systems with time-varying delay. Int J Gen Syst 51(1):1–26. https://doi.org/10.1080/03081079.2021.1993847

  39. Wang X, Liu J, Peng H, Zhao X (2022) An iterative framework to solve nonlinear optimal control with proportional delay using successive convexification and symplectic multi-interval pseudospectral scheme. Appl Math Comput 435:127448

    MathSciNet  MATH  Google Scholar 

  40. Malmir I (2019) Novel Chebyshev wavelets algorithms for optimal control and analysis of general linear delay models. Appl Math Model 69:621–647

  41. Yang XJ (2019) General fractional derivatives: theory, methods and applications. CRC Press, Boka Raton

    Book  MATH  Google Scholar 

  42. Miller KS, Ross B (1993) An ontroduction to the fractional calculus and fractional differential equations. Wiley, Hoboken

    Google Scholar 

  43. Malmir I (2021) A novel wavelet-based optimal linear quadratic tracker for time-varying systems with multiple delays. Stat Optim Inform Comput 9(2):418–434

    Article  MathSciNet  Google Scholar 

  44. Malmir I (2019) Legendre wavelets with scaling in time-delay systems. Stat Optim Inform Comput 7(1):235–253

    MathSciNet  Google Scholar 

  45. Tidke HL (2012) Some theorems on fractional semilinear evolution equations. J Appl Anal 18(2):209–224. https://doi.org/10.1515/jaa-2012-0014

    Article  MathSciNet  MATH  Google Scholar 

  46. Armstrong ES, Tripp JS (1981) An application of multivariable design techniques to the control of the National Transonic Facility, NASA Technical Paper 1887. NASA Langley Research Center, Hampton, VA

    Google Scholar 

  47. Banks HT, Rosen GI, Ito K (1984) A spline based technique for computing Riccati operators and feedback controls in regulator problems for delay equations. SIAM J Sci Statist Comput 5(4):830–855

    Article  MathSciNet  MATH  Google Scholar 

  48. Kappel F, Salamon D (1987) Spline approximation for retarded systems and the Riccati equation. SIAM J Control Optim 25(4):1082–1117

    Article  MathSciNet  MATH  Google Scholar 

  49. Propst G (1990) Piecewise linear approximation for hereditary control problems. SIAM J Control Optim 28(1):70–96

  50. Germani A, Manes C, Pepe P (2000) A twofold spline approximation for finite horizon LQG control of hereditary systems. SIAM J Control Optim 39(4):1233–1295

    Article  MathSciNet  MATH  Google Scholar 

  51. Betts JT, Campbell SL, Thompson KC (2011) Optimal control software for constrained nonlinear systems with delays. CACSD, IEEE multi conference on systems and control, Denver, USA pp 444–449

  52. Liu HL, Tang GY, Han SY (2011) Optimal control for linear time-varying systems with multiple time-delays. In: Proceedings of 2011 international conference on modelling, identification and control, Shanghai, China, pp 387–393

  53. Malmir I (2017) Optimal control of linear time-varying systems with state and input delays by Chebyshev wavelets. Stat Optim Inform Comput 5(4):302–324

    MathSciNet  Google Scholar 

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Acknowledgements

The author would like to thank Editor and Reviewers for all helpful suggestions and comments on this article.

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The author: Iman Malmir, did not receive support (funding) from any organization for the submitted work.

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Malmir, I. An efficient method for a variety of fractional time-delay optimal control problems with fractional performance indices. Int. J. Dynam. Control 11, 2886–2910 (2023). https://doi.org/10.1007/s40435-023-01113-9

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