Abstract
In this paper, we propose a modified forward–backward splitting method using the shrinking projection and the inertial technique for solving the inclusion problem of the sum of two monotone operators. We prove its strong convergence under some suitable conditions in Hilbert spaces. We provide some numerical experiments including a comparison to show the implementation and the efficiency of our method.
Similar content being viewed by others
References
Alvarez, F., Attouch, H.: An inertial proximal method for monotone operators via discretization of a nonlinear oscillator with damping. Set-Valued Anal. 9, 3–11 (2001)
Baillon, J.B., Haddad, G.: Quelques proprietes des operateurs angle-bornes et cycliquement monotones. Isr. J. Math. 26, 137–150 (1977)
Bauschke, H.H., Combettes, P.L.: A weak-to-strong convergence principle for Fejér-monotone methods in Hilbert spaces. Math. Oper. Res. 26, 248–264 (2001)
Bauschke, H.H., Combettes, P.L.: Convex Analysis and Monotone Operator Theory in Hilbert Spaces. CMS Books in Mathematics. Springer, New York (2011)
Browder, F.E.: Nonexpansive nonlinear operators in a Banach space. Proc. Natl. Acad. Sci. USA 54, 1041–1044 (1965)
Cholamjiak, P.: A generalized forward-backward splitting method for solving quasi inclusion problems in Banach spaces. Numer. Algor. 8, 221–239 (1994)
Combettes, P.L., Wajs, V.R.: Signal recovery by proximal forward-backward splitting. Multiscale Model. Simul. 4, 1168–1200 (2005)
Dang, Y., Sun, J., Xu, H.: Inertial accelerated algorithms for solving a split feasibility problem. J. Ind. Manag. Optim. https://doi.org/10.3934/jimo.2016078
Dong, Q.L., Yuan, H.B., Cho, Y.J., Rassias, Th.M.: Modified inertial Mann algorithm and inertial CQ-algorithm for nonexpansive mappings. Optim. Lett. https://doi.org/10.1007/s11590-016-1102-9
Douglas, J., Rachford, H.H.: On the numerical solution of the heat conduction problem in 2 and 3 space variables. Trans. Am. Math. Soc. 82, 421–439 (1956)
Eshita, K., Takahashi, W.: Approximating zero points of accretive operators in general Banach spaces. J. Fixed Point Theory Appl. 2, 105–116 (2007)
Kim, T.H., Xu, H.K.: Strongly convergence of modified Mann iterations for with asymptotically nonexpansive mappings and semigroups. Nonlinear Anal. 64, 1140–1152 (2006)
Lions, P.L., Mercier, B.: Splitting algorithms for the sum of two nonlinear operators. SIAM J. Numer. Anal. 16, 964–979 (1979)
López, G., Martín-Marquez, V., Wang, F., Xu, H.K.: Forward-backward splitting methods for accretive operators in Banach spaces. Abstr. Appl. Anal. Art ID 109236 (2012)
Lorenz, D., Pock, T.: An inertial forward-backward algorithm for monotone inclusions. J. Math. Imaging Vis. 51, 311–325 (2015)
Moudafi, A., Oliny, M.: Convergence of a splitting inertial proximal method for monotone operators. J. Comput. Appl. Math. 155, 447–454 (2003)
Nakajo, K., Takahashi, W.: Strong and weak convergence theorem by an improved splitting method. Commun. Appl. Nonlinear Anal. 9, 99–107 (2002)
Nakajo, K., Takahashi, W.: Strongly convergence theorems for nonexpansive mappings and nonexpansive semigroups. J. Math. Anal. Appl. 279, 372–379 (2003)
Nesterov, Y.: A method for solving the convex programming problem with convergence rate \(O(1/k^2)\). Dokl. Akad. Nauk SSSR 269, 543–547 (1983)
Passty, G.B.: Ergodic convergence to a zero of the sum of monotone operators in Hilbert space. J. Math. Anal. Appl. 72, 383–390 (1979)
Peaceman, D.H., Rachford, H.H.: The numerical solution of parabolic and elliptic differentials. J. Soc. Ind. Appl. Math. 3, 28–41 (1955)
Polyak, B.T.: Introduction to Optimization. Optimization Software, New York (1987)
Polyak, B.T.: Some methods of speeding up the convergence of iterative methods. Zh. Vychisl. Mat. Mat. Fiz. 4, 1–17 (1964)
Rockafellar, R.T.: On the maximality of subdifferential mappings. Pac. J. Math. 33, 209–216 (1970)
Rockafellar, R.T.: Monotone operators and the proximal point algorithm. SIAM J. Control Optim. 14, 877–898 (1976)
Takahashi, W.: Nonlinear Functional Analysis. Yokohama Publishers, Yokohama (2000)
Takahashi, W., Takeuchi, Y., Kubota, R.: Strong convergence theorems by hybrid methods for families of nonexpansive mappings in Hilbert spaces. J. Math. Anal. Appl. 341, 276–286 (2008)
Tseng, P.: A modified forward-backward splitting method for maximal monotone mappings. SIAM J. Control Optim. 38, 431–446 (2000)
Acknowledgements
S.A. Khan would like to thank BITS-Pilani, Dubai Campus. S. Suantai was supported by Chiang Mai University. W. Cholamjiak would like to thank the Thailand Research Fund under the Project MRG6080105 and University of Phayao.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Khan, S.A., Suantai, S. & Cholamjiak, W. Shrinking projection methods involving inertial forward–backward splitting methods for inclusion problems. RACSAM 113, 645–656 (2019). https://doi.org/10.1007/s13398-018-0504-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s13398-018-0504-1
Keywords
- Shrinking projection method
- Inertial method
- Inclusion problem
- Maximal monotone operator
- Forward–backward algorithm