• GradSamp

• Referenced in 118 articles [sw05270]
• robust gradient sampling algorithm for nonsmooth, nonconvex optimization The authors describe a practical and robust...

• PNEW

• Referenced in 75 articles [sw06157]
• Subroutines PBUN and PNEW, intended for general nonsmooth problems, are based on bundle-type methods ... Subroutine PVAR is based on special nonsmooth variable metric methods. Besides the description of methods...

• HIFOO

• Referenced in 62 articles [sw05188]
• linear systems is a difficult, nonconvex, nonsmooth optimization problem when the order of the controller ... depends on a hybrid algorithm for nonsmooth, nonconvex optimization based on quasi-Newton updating...

• LDGB

• Referenced in 42 articles [sw07134]
• limited memory bundle method for large-scale nonsmooth optimization Many practical optimization problems involve nonsmooth ... lead to a failure due to the nonsmooth nature of the problem. On the other ... hand, none of the current general nonsmooth optimization methods is efficient in large-scale settings ... memory variable metric based bundle method for nonsmooth large-scale optimization. In addition, we introduce...

• OrthoMADS

• Referenced in 60 articles [sw07713]
• quite good for both smooth and nonsmooth and constrained and unconstrained problems considered here...

• iPiano

• Referenced in 60 articles [sw09623]
• force. It can be seen as a nonsmooth split version of the Heavy-ball method...

• NESUN

• Referenced in 43 articles [sw28733]
• problems, sometimes can be achieved even on nonsmooth problem instances...

• SIMEM3 Renault

• Referenced in 40 articles [sw04243]
• algorithm. A convergence theorem is proved using nonsmooth analysis. Several numerical results illustrate the behaviour...

• DFN

• Referenced in 23 articles [sw36998]
• linesearch-based derivative-free approach for nonsmooth constrained optimization. In this paper, we propose ... linesearch-based methods for nonsmooth constrained optimization problems when first-order information on the problem ... objective function and constraints can possibly be nonsmooth. In this case, we first split...

• MPBNGC

• Referenced in 22 articles [sw11891]
• Multiobjective proximal bundle method for nonconvex nonsmooth optimization: Fortran subroutine MPBNGC 2.0. MPBNGC ... multiobjective proximal bundle method for nonconvex, nonsmooth (nondifferentiable) and generally constrained minimization. The software...

• GRANSO

• Referenced in 22 articles [sw38500]
• MATLAB, intended to be efficient for constrained nonsmooth optimization problems, without any special structure ... following: smooth or nonsmooth, convex or nonconvex, and locally Lipschitz or non-locally Lipschitz...

• PDDE-CONT

• Referenced in 30 articles [sw08419]
• high-dimensional traffic model, a (regularized) nonsmooth model for chattering, and the classical Mackey-Glass...

• qLearn

• Referenced in 20 articles [sw11117]
• from data is Q-learning which involves nonsmooth operations of the data. This nonsmoothness causes...

• PBNCGC

• Referenced in 22 articles [sw06156]
• multiobjective proximal bundle method for nonconvex, nonsmooth (nondifferentiable) and generally constrained minimization. The software...

• QSM

• Referenced in 20 articles [sw06161]
• implementation of the quasi-secant method for nonsmooth possibly nonconvex minimization. The user can employ...

• NDA

• Referenced in 14 articles [sw04663]
• Subroutines PBUN and PNEW, intended for general nonsmooth problems, are based on bundle-type methods ... Subroutine PVAR is based on special nonsmooth variable metric methods. Besides the description of methods...

• HANSO

• Referenced in 18 articles [sw05271]
• unconstrained minimization: convex or nonconvex, smooth or nonsmooth, including BFGS, limited memory BFGS and gradient...

• Siconos

• Referenced in 12 articles [sw25724]
• software primarily targeted at modeling and simulating nonsmooth dynamical systems in C++ and in Python ... unilateral contact and Coulomb friction and impact (nonsmooth mechanics, contact dynamics, multibody systems dynamics...

• nlpdegm

• Referenced in 10 articles [sw39175]
• Primal-dual extragradient methods for nonlinear nonsmooth PDE-constrained optimization. We study the extension ... Chambolle--Pock primal-dual algorithm to nonsmooth optimization problems involving nonlinear operators between function spaces ... guaranteed after introducing an (arbitrary small, still nonsmooth) Moreau--Yosida regularization. This is verified...

• DFMO

• Referenced in 14 articles [sw36997]
• derivative-free approach to constrained multiobjective nonsmooth optimization. In this work, we consider multiobjective optimization...