Computationally relevant generalized derivatives: theory, evaluation and applications

PI Barton, KA Khan, P Stechlinski… - … Methods and Software, 2018 - Taylor & Francis
A new method for evaluating generalized derivatives in nonsmooth problems is reviewed.
Lexicographic directional (LD-) derivatives are a recently developed tool in nonsmooth …

Optimization of single mixed-refrigerant natural gas liquefaction processes described by nondifferentiable models

HAJ Watson, M Vikse, T Gundersen, PI Barton - Energy, 2018 - Elsevier
A new strategy for the optimization of natural gas liquefaction processes is presented, in
which flowsheets formulated using nondifferentiable process models are efficiently and …

Nonsmooth differential-algebraic equations in chemical engineering

P Stechlinski, M Patrascu, PI Barton - Computers & Chemical Engineering, 2018 - Elsevier
This article advocates a nonsmooth differential-algebraic equations (DAEs) modeling
paradigm for dynamic simulation and optimization of process operations. A variety of …

Computing subgradients of convex relaxations for solutions of parametric ordinary differential equations

Y Song, KA Khan - Optimization Methods and Software, 2024 - Taylor & Francis
A novel subgradient evaluation method is proposed for nonsmooth convex relaxations of
parametric solutions of ordinary differential equations (ODEs) arising in global dynamic …

Evaluating subgradients for convex relaxations of dynamic process models by adapting current tools

Y Zhang, KA Khan - Computers & Chemical Engineering, 2024 - Elsevier
Global dynamic optimization problems are often represented as nonlinear optimization
problems with embedded parametric ordinary differential equations. Deterministic methods …

Branch-locking AD techniques for nonsmooth composite functions and nonsmooth implicit functions

KA Khan - Optimization Methods and Software, 2018 - Taylor & Francis
A recent nonsmooth vector forward mode of algorithmic differentiation (AD) computes
Nesterov's L-derivatives for nonsmooth composite functions; these L-derivatives provide …

[HTML][HTML] Dependence of solutions of nonsmooth differential-algebraic equations on parameters

PG Stechlinski, PI Barton - Journal of Differential Equations, 2017 - Elsevier
The well-posedness of nonsmooth differential-algebraic equations (DAEs) is investigated.
More specifically, semi-explicit DAEs with Carathéodory-style assumptions on the differential …

Generalized sensitivity analysis of nonlinear programs

P Stechlinski, KA Khan, PI Barton - SIAM Journal on Optimization, 2018 - SIAM
This paper extends classical sensitivity results for nonlinear programs to cases in which
parametric perturbations cause changes in the active set. This is accomplished using …

Analyzing the influence of agents in trust networks: Applying nonsmooth eigensensitivity theory to a graph centrality problem

J Donnelly, P Stechlinski - SIAM Journal on Matrix Analysis and Applications, 2023 - SIAM
Graph centrality measures have found widespread use ranking agents in networks by
characterizing their “importance” for the purpose of predicting and managing network …

Generalized derivatives of differential–algebraic equations

PG Stechlinski, PI Barton - Journal of Optimization Theory and Applications, 2016 - Springer
Nonsmooth equation-solving and optimization algorithms which require local sensitivity
information are extended to systems with nonsmooth parametric differential–algebraic …