Abstract
Using a dynamical step size technique, a new self-adaptive CQ-algorithm is proposed in the presence of an inertial term to find the solution of convex feasibility problem and monotone inclusion problem involving a finite number of maximal monotone set valued operators. To do this, in certain Banach spaces, we construct an algorithm which converges to the fixed point of right Bregman strongly nonexpansive mappings and coincidentally solves the convex feasibility and monotone inclusion problems. Strong convergence of the algorithm is achieved without computation of the associated operator norms. Interesting numerical examples which illustrate the implementation and efficiency of our scheme are also given. Results obtained via this work improve and extend on previous results of its kind, in the literature.
-
Author contribution: All the authors have accepted responsibility for the entire content of this submitted manuscript and approved submission.
-
Research funding: None declared.
-
Conflict of interest statement: The authors declare no conflicts of interest regarding this article.
References
[1] Y. Censor and T. Elfving, “A multiprojection algorithm using Bregman projections in a product space,” Numer. Algorithm., vol. 8, pp. 221–239, 1994. https://doi.org/10.1007/bf02142692.Search in Google Scholar
[2] Y. I. Alber and D. Butnariu, “Convergence of Bregman projection methods for solving consistent convex feasibility problems in reflexive Banach spaces,” J. Optim. Theor. Appl., vol. 92, pp. 33–61, 1997. https://doi.org/10.1023/a:1022631928592.10.1023/A:1022631928592Search in Google Scholar
[3] A. Aleyner and S. Reich, “Block-iterative algorithms for solving convex feasibility problems in Hilbert and in Banach space,” J. Math. Anal. Appl., vol. 343, pp. 427–435, 2008. https://doi.org/10.1016/j.jmaa.2008.01.087.Search in Google Scholar
[4] S. M. Alsulami and W. Takahashi, “Iterative methods for the split feasibility problem in Banach spaces,” J. Convex Anal., vol. 16, pp. 585–596, 2015.Search in Google Scholar
[5] C. Byrne, Y. Censor, A. Gibali, and S. Reich, “The split common null point problem,” J. Nonlinear Convex Anal., vol. 13, pp. 759–775, 2012.Search in Google Scholar
[6] G. López, V. Martin-Márquez, F. Wang, and H. K. Xu, “Solving the split feasibility problem without prior knowledge of matrix norms,” Inverse Probl., vol. 28, 2012, Art no. 085004. https://doi.org/10.1088/0266-5611/28/8/085004.Search in Google Scholar
[7] E. Masad and S. Reich, “A note on the multiple-set split convex feasibility problem in Hilbert space,” J. Nonlinear Convex Anal., vol. 8, pp. 367–371, 2007.Search in Google Scholar
[8] Y. Shehu, P. T. Vuong, and P. Cholamjiak, “A self-adaptive method with an inertial technique for split feasibility problems in Banach spaces with application to image restoration problems,” J. Fixed Point Theory Appl., vol. 21, 2019, Art no. 50. https://doi.org/10.1007/s11784-019-0684-0.Search in Google Scholar
[9] S. Suantai, N. Pholasa, and P. Cholamjiak, “The modified inertial relaxed CQ algorithm for solving the split feasibility problems,” J. Ind. Manag. Optim., vol. 14, pp. 1595–1615, 2018. https://doi.org/10.3934/jimo.2018023.Search in Google Scholar
[10] N. T. Vinh, P. Cholamjiak, and S. Suantai, “A new CQ algorithm for solving split feasibility problems in Hilbert spaces,” Bull. Malays. Math. Sci. Soc., vol. 42, pp. 2517–2534, 2019. https://doi.org/10.1007/s40840-018-0614-0.Search in Google Scholar
[11] F. Wang, “A new algorithm for solving the multiple-sets split feasibility problem in Banach spaces,” Numer. Funct. Anal. Optim., vol. 35, pp. 99–110, 2014. https://doi.org/10.1080/01630563.2013.809360.Search in Google Scholar
[12] R. T. Rockafellar, “Monotone operators and the proximal point algorithm,” SIAM J. Control Optim., vol. 6, pp. 877–898, 1976. https://doi.org/10.1137/0314056.Search in Google Scholar
[13] F. Schöpfer, T. Schuster, and A. K. Louis, “An iterative regularization method for the solution of the split feasibility problem in Banach spaces,” Inverse Probl., vol. 24, p. 055008, 2008. https://doi.org/10.1088/0266-5611/24/5/055008.Search in Google Scholar
[14] Y. Shehu, “Iterative methods for split feasibility problems in certain Banach spaces,” J. Nonlinear Convex Anal., vol. 16, pp. 2315–2364, 2015.Search in Google Scholar
[15] C. Byrne, “Iterative oblique projection onto convex sets and the split feasibility problem,” Inverse Probl., vol. 18, no. 2, pp. 441–453, 2002. https://doi.org/10.1088/0266-5611/18/2/310.Search in Google Scholar
[16] Y. Shehu, O. S. Iyiola, and C. D. Enyi, “A iterative algorithm for solving split feasibility problems and fixed point problems in Banach spaces,” Numer. Algorithm., vol. 72, pp. 835–864, 2019. https://doi.org/10.1007/s11075-015-0069-4.Search in Google Scholar
[17] M. Abbas, M. AlShahrani, Q. H. Ansari, O. S. Iyiola, and Y. Shehu, “Iterative methods for solving proximal split minimization problems,” Numer. Algorithm., vol. 78, pp. 193–215, 2018. https://doi.org/10.1007/s11075-017-0372-3.Search in Google Scholar
[18] Y. Shehu and F. U. Ogbuisi, “Convergence analysis for proximal split feasibility problems and fixed point problems,” J. Appl. Math. Comput., vol. 48, pp. 221–239, 2015. https://doi.org/10.1007/s12190-014-0800-7.Search in Google Scholar
[19] Y. Shehu, G. Cai, and O. S. Iyiola, “Iterative approximation of solutions for proximal split feasibility problems,” Fixed Point Theory Appl., vol. 2015, p. 123, 2015. https://doi.org/10.1186/s13663-015-0375-5.Search in Google Scholar
[20] Y. Shehu and O. S. Iyiola, “Strong convergence result for proximal split feasibility problem in Hilbert spaces,” Optimization, vol. 66, pp. 2275–2290, 2017. https://doi.org/10.1080/02331934.2017.1370648.Search in Google Scholar
[21] S. Suantai, Y. Shehu, P. Cholamjiak, and O. S. Iyiola, “Strong convergence of a self-adaptive method for the split feasibility problem in Banach spaces,” J. Fixed Point Theory Appl., vol. 20, p. 68, 2018. https://doi.org/10.1007/s11784-018-0549-y., art. no.Search in Google Scholar
[22] B. T. Polyak, “Some methods of speeding up the convergence of iteration methods,” USSR Comput. Math. Math. Phys., vol. 4, pp. 1–17, 1964. https://doi.org/10.1016/0041-5553(64)90137-5.Search in Google Scholar
[23] F. Alvarez and H. Attouch, “An inertial proximal method for maximal monotone operators via discretization of a nonlinear oscillator with damping,” Set-Valued Anal., vol. 9, pp. 3–11, 2001. https://doi.org/10.1023/a:1011253113155.10.1023/A:1011253113155Search in Google Scholar
[24] Y. Dang, J. Sun, and H. Xu, “Inertial accelerated algorithms for solving a split feasibility problem,” J. Ind. Manag. Optim., vol. 13, no. 3, pp. 1383–1394, 2017. https://doi.org/10.3934/jimo.2016078.Search in Google Scholar
[25] Q. L. Dong, H. B. Yuan, Y. J. Cho, and T. M. Rassias, “Modified inertial Mann algorithm and inertial CQ-algorithm for nonexpansive mappings,” Opt Lett., vol. 12, pp. 87–102, 2018. https://doi.org/10.1007/s11590-016-1102-9.Search in Google Scholar
[26] K. Nakajo and W. Takahashi, “Strong convergence theorems for nonexpansive mappings and nonexpansive semigroups,” J. Math. Anal. Appl., vol. 279, pp. 372–379, 2003. https://doi.org/10.1016/s0022-247x(02)00458-4.Search in Google Scholar
[27] R. I. Bot, E. R. Csetnek, and C. Hendrich, “Inertial Douglas–Rachford splitting for monotone inclusion,” Appl. Math. Comput., vol. 256, pp. 472–487, 2015. https://doi.org/10.1016/j.amc.2015.01.017.Search in Google Scholar
[28] Q. L. Dong and H. B. Yuan, “Accelerated Mann and CQ algorithms for finding a fixed point of nonexpansive mapping,” Fixed Point Theory Appl., vol. 2015, 2015, Art no. 125. https://doi.org/10.1186/s13663-015-0374-6.Search in Google Scholar
[29] P. E. Maingé, “Convergence theorems for inertial KM-type algorithms,” J. Comput. Appl. Math., vol. 219, pp. 223–236, 2008. https://doi.org/10.1016/j.cam.2007.07.021.Search in Google Scholar
[30] J. Lindenstrauss and L. Tzafriri, Classical Banach Spaces II, Berlin, Springer, 1979.10.1007/978-3-662-35347-9Search in Google Scholar
[31] Y. I. Alber, “Metric and generalized projection operator in Banach spaces: properties and applications,” in Theory and Applications of Nonlinear Operators of Accretive and Monotone Type vol 178 of Lecture Notes in Pure and Applied Mathematics, vol. 15–50, USA, New York, NY, Dekker, 1996.Search in Google Scholar
[32] I. Cioranescu, Geometry of Banach Spaces, Duality Mappings and Nonlinear Problems, Dordrecht, Kluwer Academic, 1990.10.1007/978-94-009-2121-4Search in Google Scholar
[33] S. Reich, “Book Review: geometry of Banach spaces, duality mappings and nonlinear problems,” Bull. Am. Math. Soc., vol. 26, pp. 367–370, 1992. https://doi.org/10.1090/s0273-0979-1992-00287-2.Search in Google Scholar
[34] H. K. Xu, “Inequalities in Banach spaces with applications,” Nonlinear Anal, vol. 16, no. 2, pp. 1127–1138, 1991. https://doi.org/10.1016/0362-546x(91)90200-k.Search in Google Scholar
[35] D. Butnariu, A. N. Iusem, and E. Resmerita, “Total convexity for powers of the norm in uniformly convex Banach spaces,” J. Convex Anal., vol. 7, pp. 319–334, 2000.Search in Google Scholar
[36] L.-W. Kuo and D. R. Sahu, “Bregman distance and strong convergence of proximal-type algorithms,” Abstr. Appl. Anal., vol. 2013, 2013, Art no. 590519. https://doi.org/10.1155/2013/590519.Search in Google Scholar
[37] S. Reich, “A weak convergence theorem for the alternating method with Bregman distances,” in Theory and Applications of Nonlinear Operators of Accretive and Monotone Type, New York, Marcel Dekker, 1996.Search in Google Scholar
[38] F. Schöpfer, Iterative Regularization Method for the Solution of the Split Feasibility Problem in Banach Spaces, PhD Thesis, Saarbrücken, 2007.10.1088/0266-5611/24/5/055008Search in Google Scholar
[39] Y. Censor and A. Lent, “An iterative row-action method for interval convex programming,” J. Optim. Theor. Appl., vol. 34, pp. 321–353, 1981. https://doi.org/10.1007/bf00934676.Search in Google Scholar
[40] P. E. Maingé, “Strong convergence of projected subgradient methods for nonsmooth and nonstrictly convex minimization,” Set-Valued Anal., vol. 16, pp. 899–912, 2008. https://doi.org/10.1007/s11228-008-0102-z.Search in Google Scholar
[41] Y. Censor and S. Reich, “Iterations of paracontractions and firmly nonexpansive operators with applications to feasibility and optimization,” Optimization, vol. 37, pp. 323–339, 1996. https://doi.org/10.1080/02331939608844225.Search in Google Scholar
[42] V. Martín-Márques, S. Reich, and S. Sabach, “Bregman strongly nonexpansive operators in reflexive Banach spaces,” J. Math. Anal. Appl., vol. 400, pp. 597–614, 2013. https://doi.org/10.1016/j.jmaa.2012.11.059.Search in Google Scholar
[43] V. Martín-Márques, S. Reich, and S. Sabach, “Right Bregman nonexpansive operators in Banach spaces,” Nonlinear Anal, vol. 75, pp. 5448–5465, 2012. https://doi.org/10.1016/j.na.2012.04.048.Search in Google Scholar
[44] A. Padcharoen, P. Kummam, Y. J. Cho, and P. Thounthong, “A modified iterative algorithm for split feasibility problems of right Bregman strongly quasi-nonexpansive mappings in Banach spaces with Applications,” Algorithms, vol. 9, no. 4, 2016, Art no. 75. https://doi.org/10.3390/a9040075.Search in Google Scholar
[45] M. Stošić, J. Xavier, and M. Dodig, “Projection on the intersection of convex sets,” Linear Algebra Appl, vol. 09, pp. 191–205, 2016. https://doi.org/10.1016/j.laa.2016.07.023.Search in Google Scholar
© 2022 Walter de Gruyter GmbH, Berlin/Boston
Articles in the same Issue
- Frontmatter
- Original Research Articles
- Testing of logarithmic-law for the slip with friction boundary condition
- A new clique polynomial approach for fractional partial differential equations
- The modified Rusanov scheme for solving the phonon-Bose model
- Delta-shock for a class of strictly hyperbolic systems of conservation laws
- The Cădariu–Radu method for existence, uniqueness and Gauss Hypergeometric stability of a class of Ξ-Hilfer fractional differential equations
- Novel periodic and optical soliton solutions for Davey–Stewartson system by generalized Jacobi elliptic expansion method
- The simulation of two-dimensional plane problems using ordinary state-based peridynamics
- Reduced basis method for the nonlinear Poisson–Boltzmann equation regularized by the range-separated canonical tensor format
- Simulation of the crystallization processes by population balance model using a linear separation method
- PS and GW optimization of variable sliding gains mode control to stabilize a wind energy conversion system under the real wind in Adrar, Algeria
- Characteristics of internal flow of nozzle integrated with aircraft under transonic flow
- Magnetogasdynamic shock wave propagation using the method of group invariance in rotating medium with the flux of monochromatic radiation and azimuthal magnetic field
- The influence pulse-like near-field earthquakes on repairability index of reversible in mid-and short-rise buildings
- Intelligent controller for maximum power extraction of wind generation systems using ANN
- A new self-adaptive inertial CQ-algorithm for solving convex feasibility and monotone inclusion problems
- Existence and Hyers–Ulam stability of solutions for nonlinear three fractional sequential differential equations with nonlocal boundary conditions
- A study on solvability of the fourth-order nonlinear boundary value problems
- Adaptive control for position and force tracking of uncertain teleoperation with actuators saturation and asymmetric varying time delays
- Framing the hydrothermal significance of water-based hybrid nanofluid flow over a revolving disk
- Catalytic surface reaction on a vertical wavy surface placed in a non-Darcy porous medium
- Carleman framework filtering of nonlinear noisy phase-locked loop system
- Corrigendum
- Corrigendum to: numerical modeling of thermal influence to pollutant dispersion and dynamics of particles motion with various sizes in idealized street canyon
Articles in the same Issue
- Frontmatter
- Original Research Articles
- Testing of logarithmic-law for the slip with friction boundary condition
- A new clique polynomial approach for fractional partial differential equations
- The modified Rusanov scheme for solving the phonon-Bose model
- Delta-shock for a class of strictly hyperbolic systems of conservation laws
- The Cădariu–Radu method for existence, uniqueness and Gauss Hypergeometric stability of a class of Ξ-Hilfer fractional differential equations
- Novel periodic and optical soliton solutions for Davey–Stewartson system by generalized Jacobi elliptic expansion method
- The simulation of two-dimensional plane problems using ordinary state-based peridynamics
- Reduced basis method for the nonlinear Poisson–Boltzmann equation regularized by the range-separated canonical tensor format
- Simulation of the crystallization processes by population balance model using a linear separation method
- PS and GW optimization of variable sliding gains mode control to stabilize a wind energy conversion system under the real wind in Adrar, Algeria
- Characteristics of internal flow of nozzle integrated with aircraft under transonic flow
- Magnetogasdynamic shock wave propagation using the method of group invariance in rotating medium with the flux of monochromatic radiation and azimuthal magnetic field
- The influence pulse-like near-field earthquakes on repairability index of reversible in mid-and short-rise buildings
- Intelligent controller for maximum power extraction of wind generation systems using ANN
- A new self-adaptive inertial CQ-algorithm for solving convex feasibility and monotone inclusion problems
- Existence and Hyers–Ulam stability of solutions for nonlinear three fractional sequential differential equations with nonlocal boundary conditions
- A study on solvability of the fourth-order nonlinear boundary value problems
- Adaptive control for position and force tracking of uncertain teleoperation with actuators saturation and asymmetric varying time delays
- Framing the hydrothermal significance of water-based hybrid nanofluid flow over a revolving disk
- Catalytic surface reaction on a vertical wavy surface placed in a non-Darcy porous medium
- Carleman framework filtering of nonlinear noisy phase-locked loop system
- Corrigendum
- Corrigendum to: numerical modeling of thermal influence to pollutant dispersion and dynamics of particles motion with various sizes in idealized street canyon