• GradSamp

  • Referenced in 114 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 57 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 39 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 57 articles [sw07713]
  • quite good for both smooth and nonsmooth and constrained and unconstrained problems considered here...
  • iPiano

  • Referenced in 53 articles [sw09623]
  • force. It can be seen as a nonsmooth split version of the Heavy-ball method...
  • NESUN

  • Referenced in 41 articles [sw28733]
  • problems, sometimes can be achieved even on nonsmooth problem instances...
  • SIMEM3 Renault

  • Referenced in 39 articles [sw04243]
  • algorithm. A convergence theorem is proved using nonsmooth analysis. Several numerical results illustrate the behaviour...
  • DFN

  • Referenced in 22 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...
  • PDDE-CONT

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

  • Referenced in 21 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 20 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...
  • qLearn

  • Referenced in 18 articles [sw11117]
  • from data is Q-learning which involves nonsmooth operations of the data. This nonsmoothness causes...
  • PBNCGC

  • Referenced in 21 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...
  • 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...
  • HANSO

  • Referenced in 16 articles [sw05271]
  • unconstrained minimization: convex or nonconvex, smooth or nonsmooth, including BFGS, limited memory BFGS and gradient...
  • nlpdegm

  • Referenced in 9 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...