Review
Open access
Aug 2026
The Augmented Lagrangian Methods: Overview and Recent Advances
A unified and comprehensive perspective on constructing augmented Lagrangian functions (based on the Hestenes–Powell–Rockafellar augmented Lagrangian) for various optimization problems, including nonlinear programming and convex and nonconvex composite programming.
Kangkang Deng, Rui Wang, Zhenyuan Zhu et al.
· SIAM Review · 0 citations