The constant rank constraint qualification, introduced by Janin in 1984 for nonlinear programming, has been extensively used for sensitivity analysis, global convergence of first- and second-order algorithms, and for computing the derivative of the value function. In this paper we discuss naive extensions of constant rank-type constraint qualifications to second-order cone programming and semidefinite programming, which are based on the Approximate-Karush-Kuhn-Tucker necessary optimality condition and on the application of the reduction approach. Our definitions are strictly weaker than Robinson's constraint qualification, and an application to the global convergence of an augmented Lagrangian algorithm is obtained.
Superlinear and quadratic convergence of a stabilized sequential quadratic semidefinite programming method for nonlinear semidefinite programming problems
Stratification for Nonlinear Semidefinite Programming
Yau Mathematical Sciences Center, Tsinghua University(丘成桐数学科学中心,清华大学);Yanqi Lake Beijing Institute of Mathematical Sciences and Applications(燕京量子科学与应用研究院);Academy of Mathematics and Systems Science, Chinese Academy of Sciences(中国科学院数学与系统科学研究院);University of Chinese Academy of Sciences(中国科学院大学);Qiuzhen College, Tsinghua University(清华大学求真学院)
A quadratically convergent semismooth Newton method for nonlinear semidefinite programming without generalized Jacobian regularity
Institute of Applied Mathematics, Academy of Mathematics and Systems Science, Chinese Academy of Sciences(中国科学院数学与系统科学研究院应用数学研究所);School of Mathematical Sciences, University of Chinese Academy of Science(中国科学院大学数学科学学院);School of Data Science, Fudan University(复旦大学数据科学系)
First-order optimality conditions for non-commutative optimization problems
Universidad de Valladolid(巴利亚多利德大学);Faculty of Mathematics and Physics, University of Ljubljana(卢布尔雅那大学数学与物理学院);Famnit, University of Primorska, Koper(科珀普里莫斯卡大学 FAMNIT);Institute of Mathematics, Physics and Mechanics, Ljubljana(卢布尔雅那数学、物理与力学研究所);Institute for Quantum Optics and Quantum Information (IQOQI) Vienna Austrian Academy of Sciences(奥地利科学院维也纳量子光学与量子信息研究所);HUN-REN Institute for Nuclear Research(匈牙利研究网络核物理研究所)