Abstract
For inequality constrained optimization problem, we show the existence of local saddle point of generalized augmented Lagrangian under weak second-order sufficient conditions which are weaker than the second-order sufficient conditions in the literature. We further discuss the existence of global saddle points without requiring the uniqueness of the global optimal solution.
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References
Hestenes MR (1969). Multiplier and gradient methods. J Optim Theory Appl 4: 303–320
Huang XX and Yang XQ (2001). Approximate optimal solutions and nonlinear Lagrangian functions. J Global Optim 21: 51–65
Huang XX and Yang XQ (2003). A unified augmented Lagrangian approach to duality and exact penalization. Math Oper Res 28: 524–532
Huang XX and Yang XQ (2005). Further study on augmented Lagrangian duality theory. J Global Optim 31: 193–210
Li D (1995). Zero duality gap for a class of nonconvex optimization problems. J Optim Theory Appl 85: 309–323
Li D (1997). Saddle-point generation in nonlinear nonconvex optimization. Nonlinear Anal 30: 4339–4344
Li D and Sun XL (2000). Local convexification of the Lagrangian function in nonconvex optimization. J Optim Theory Appl 104: 109–120
Li D and Sun XL (2001). Convexification and existence of saddle point in a pth power reformulation for nonconvex constrained optimization. Nonlinear Anal 47: 5611–5622
Liu Q, Yang XM and Lee HW (2007). On saddle points of a class of augmented Lagrangian functions. J Ind Manag Optim 3(4): 693–700
Minoux M (1986). Mathematical programming: theory and algorithms. Wiley, New York
Powell MJD (1969). A method for nonlinear constraints in minimization problems. In: Fletcher, R (eds) Optimization, pp 283–298. Academic Press, New York,
Rockafellar RT (1974). Augmented Lagrange multiplier functions and duality in nonconvex programming. SIAM J Control Optim 12: 268–285
Rockafella RT and Wets RJ (1998). Variational analysis. Springer, Berlin
Rubinov AM, Huang XX and Yang XQ (2002). The zero duality gap property and lower semicontinuity of the perturbation function. Math Oper Res 27: 775–791
Sun XL, Li D and Mckinnon K (2005). On saddle points of augmented Lagrangians for constrained nonconvex optimization. SIAM J Optim 15: 1128–1146
Wang CY, Yang XQ and Yang XM (2003). Nonlinear Lagrange duality theorems and penalty function methods in continuous optimization. J Global Optim 27: 473–484
Yang XM, Wu ZY and Lee HWJ (2004). A note on local convexity of the p power Lagrangian function in nonconvex optimization. Indian J Pure Appl Math 35(1): 57–60
Yang XQ, Wang CY, Yang XM (2008) Unified nonlinear Lagrangian approach to duality and optimal paths. J Optim Theory Appl (to appear)
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This work was supported by the National Natural Science Foundation of China grants 10571106, 10471159.
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Liu, Q., Tang, W.M. & Yang, X.M. Properties of saddle points for generalized augmented Lagrangian. Math Meth Oper Res 69, 111–124 (2009). https://doi.org/10.1007/s00186-008-0213-1
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DOI: https://doi.org/10.1007/s00186-008-0213-1