Abstract: In this paper we introduce two discrete-time, distributed optimization algorithms executed by a set of agents whose interactions are subject to a communication graph. The algorithms can be ...

In this homework, we will do little constrained optimization to approximate the local minima of some function Throughout, we will be assuming that you are dealing with inequality constraints. To do ...

Abstract: This paper proposes a distributed discrete-time algorithm for optimization problem with global multiple constraints. Based on the projected primal-dual method, a fully distributed algorithm ...

Welcome to the KKT-hPINN paper page. This code belongs to the paper published in Computers & Chemical Engineering. In this work, we develop a novel hard-constrained PINN architecture, KKT-hPINN, that ...

In this article, we derive second-order necessary conditions of optimality for an abstract optimization problem with equality and inequality constraints and constraints in the form of an inclusion ...

The parameter vector can be subject to a set of m linear equality and inequality constraints: The coefficients a ij and right-hand sides b i of the equality and inequality constraints are collected in ...

Sequential optimality conditions for constrained optimization are necessarily satisfied by local minimizers, independently of the fulfillment of constraint qualifications. These conditions support the ...