Title:
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A sensitivity result for quadratic second-order cone programming and its application (English) |
Author:
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Zhao, Qi |
Author:
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Fu, Wenhao |
Author:
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Chen, Zhongwen |
Language:
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English |
Journal:
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Applications of Mathematics |
ISSN:
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0862-7940 (print) |
ISSN:
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1572-9109 (online) |
Volume:
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66 |
Issue:
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3 |
Year:
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2021 |
Pages:
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413-436 |
Summary lang:
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English |
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Category:
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math |
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Summary:
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In this paper, we present a sensitivity result for quadratic second-order cone programming under the weak form of second-order sufficient condition. Based on this result, we analyze the local convergence of an SQP-type method for nonlinear second-order cone programming. The subproblems of this method at each iteration are quadratic second-order cone programming problems. Compared with the local convergence analysis done before, we do not need the assumption that the Hessian matrix of the Lagrangian function is positive definite. Besides, the iteration sequence which is proved to be superlinearly convergent does not contain the Lagrangian multiplier. (English) |
Keyword:
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sensitivity |
Keyword:
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quadratic second-order cone programming |
Keyword:
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nonlinear second-order cone programming |
Keyword:
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local convergence |
MSC:
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90C20 |
MSC:
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90C22 |
MSC:
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90C31 |
idZBL:
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07361063 |
idMR:
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MR4263159 |
DOI:
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10.21136/AM.2020.0278-19 |
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Date available:
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2021-05-20T13:35:55Z |
Last updated:
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2023-07-03 |
Stable URL:
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http://hdl.handle.net/10338.dmlcz/148902 |
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Reference:
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[1] Alizadeh, F., Goldfarb, D.: Second-order cone programming.Math. Program. 95 (2003), 3-51. Zbl 1153.90522, MR 1971381, 10.1007/s10107-002-0339-5 |
Reference:
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[2] Bonnans, J. F., Ramírez, C. H.: Perturbation analysis of second-order cone programming problems.Math. Program. 104 (2005), 205-207. Zbl 1124.90039, MR 2179235, 10.1007/s10107-005-0613-4 |
Reference:
|
[3] Bonnans, J. F., Shapiro, A.: Perturbation Analysis of Optimization Problems.Springer Series in Operations Research. Springer, New York (2000). Zbl 0966.49001, MR 1756264, 10.1007/978-1-4612-1394-9 |
Reference:
|
[4] Freund, R. W., Jarre, F., Vogelbusch, C. H.: Nonlinear semidefinite programming: Sensitivity,convergence, and an application in passive reduced-order modeling.Math. Program. 109 (2007), 581-611. Zbl 1147.90030, MR 2296565, 10.1007/s10107-006-0028-x |
Reference:
|
[5] Fukuda, E. H., Fukushima, M.: The use of squared slack variables in nonlinear second-order cone programming.J. Optim. Theory Appl. 170 (2016), 394-418. Zbl 1346.90767, MR 3527702, 10.1007/s10957-016-0904-3 |
Reference:
|
[6] Fukuda, E. H., Silva, P. J. S., Fukushima, M.: Differentiable exact penalty functions for nonlinear second-order cone programs.SIAM J. Optim. 22 (2012), 1607-1633. Zbl 1261.49006, MR 3029794, 10.1137/110852401 |
Reference:
|
[7] Garcés, R., Gómez, W., Jarre, F.: A sensitivity result for quadratic semidefinite programs with an application to a sequential quadratic semidefinite programming algorithm.Comput. Appl. Math. 31 (2012), 205-218. Zbl 1254.90153, MR 2924763, 10.1590/S1807-03022012000100011 |
Reference:
|
[8] Kanzow, C., Ferenczi, I., Fukushima, M.: On the local convergence of semismooth Newton methods for linear and nonlinear second-order cone programs without strict complementarity.SIAM J. Optim. 20 (2009), 297-320. Zbl 1190.90239, MR 2496902, 10.1137/060657662 |
Reference:
|
[9] Kato, H., Fukushima, M.: An SQP-type algorithm for nonlinear second-order cone programs.Optim. Lett. 1 (2007), 129-144. Zbl 1149.90149, MR 2357594, 10.1007/s11590-006-0009-2 |
Reference:
|
[10] Lobo, M. S., Vandenberghe, L., Boyd, S., Lebret, H.: Applications of second-order cone programming.Linear Algebra Appl. 284 (1998), 193-228. Zbl 0946.90050, MR 1655138, 10.1016/S0024-3795(98)10032-0 |
Reference:
|
[11] Pang, J.-S., Sun, D., Sun, J.: Semismooth homeomorphisms and strong stability of semidefinite and Lorentz cone complementarity problems.Math. Oper. Res. 28 (2003), 39-63. Zbl 1082.90115, MR 1961266, 10.1287/moor.28.1.39.14258 |
Reference:
|
[12] Qi, L., Sun, J.: A nonsmooth version of Newton's method.Math. Program. 58 (1993), 353-367. Zbl 0780.90090, MR 1216791, 10.1007/BF01581275 |
Reference:
|
[13] Sun, D.: The strong second-order sufficient condition and constraint nondegeneracy in nonlinear semidefinite programming and their implications.Math. Oper. Res. 31 (2006), 761-776. Zbl 1278.90304, MR 2281228, 10.1287/moor.1060.0195 |
Reference:
|
[14] Wang, Y., Zhang, L.: Properties of equation reformulation of the Karush-Kuhn-Tucker condition for nonlinear second order cone optimization problems.Math. Meth. Oper. Res. 70 (2009), 195-218. Zbl 1190.49031, MR 2558410, 10.1007/s00186-008-0241-x |
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