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Nonsingularity in second-order cone programming via the smoothing metric projector 被引量:1

Nonsingularity in second-order cone programming via the smoothing metric projector
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摘要 Based on the differential properties of the smoothing metric projector onto the second-order cone,we prove that,for a locally optimal solution to a nonlinear second-order cone programming problem,the nonsingularity of the Clarke's generalized Jacobian of the smoothing Karush-Kuhn-Tucker system,constructed by the smoothing metric projector,is equivalent to the strong second-order sufficient condition and constraint nondegeneracy,which is in turn equivalent to the strong regularity of the Karush-Kuhn-Tucker point.Moreover,this nonsingularity property guarantees the quadratic convergence of the corresponding smoothing Newton method for solving a Karush-Kuhn-Tucker point.Interestingly,the analysis does not need the strict complementarity condition. Based on the differential properties of the smoothing metric projector onto the second-order cone,we prove that,for a locally optimal solution to a nonlinear second-order cone programming problem,the nonsingularity of the Clarke’s generalized Jacobian of the smoothing Karush-Kuhn-Tucker system,constructed by the smoothing metric projector,is equivalent to the strong second-order sufficient condition and constraint nondegeneracy,which is in turn equivalent to the strong regularity of the Karush-Kuhn-Tucker point.Moreover,this nonsingularity property guarantees the quadratic convergence of the corresponding smoothing Newton method for solving a Karush-Kuhn-Tucker point.Interestingly,the analysis does not need the strict complementarity condition.
出处 《Science China Mathematics》 SCIE 2010年第4期1025-1038,共14页 中国科学:数学(英文版)
基金 supported by National Natural Science Foundation of China (Grant Nos.10771026,10901094) the Scientific Research Foundation for the Returned Overseas Chinese Scholars,State Education Ministry of China
关键词 second-order cone programming problem SMOOTHING METRIC PROJECTOR B-subdifferential Clarke’s generalized JACOBIAN SMOOTHING Newton method second-order cone programming problem smoothing metric projector B-subdifferential Clarke’s generalized Jacobian smoothing Newton method
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