118 citations · 178 across the 7 of their papers we have counts for
7 papers
Convergence Certificate for Stochastic Derivative-Free Trust-Region Methods based on Gaussian Processes
Harsh A. Shukla, Tafarel de Avila Ferreira, Timm Faulwasser +2
In many machine learning applications, one wants to learn the unknown objective and constraint functions of an optimization problem from available data and then apply some techniqu…
On Turnpike and Dissipativity Properties of Continuous-Time Optimal Control Problems
Timm Faulwasser, Milan Korda, Colin N. Jones +1
This paper investigates the relations between three different properties, which are of importance in optimal control problems: dissipativity of the underlying dynamics with respect…
Feasible-side global convergence in experimental optimization
Gene A. Bunin, Grégory François, Dominique Bonvin
We propose a canonical form of the experimental optimization problem and review the state-of-the-art methods to solve it. As guarantees of global convergence to an optimal point vi…
On linear and quadratic Lipschitz bounds for twice continuously differentiable functions
Gene A. Bunin, Grégory François, Dominique Bonvin
Lower and upper bounds for a given function are important in many mathematical and engineering contexts, where they often serve as a base for both analysis and application. In this…
Implementation techniques for the SCFO experimental optimization framework
Gene A. Bunin, Grégory François, Dominique Bonvin
The material presented in this document is intended as a comprehensive, implementation-oriented supplement to the experimental optimization framework presented in a companion docum…
Sufficient Conditions for Feasibility and Optimality of Real-Time Optimization Schemes - I. Theoretical Foundations
Gene A. Bunin, Grégory François, Dominique Bonvin
The idea of iterative process optimization based on collected output measurements, or "real-time optimization" (RTO), has gained much prominence in recent decades, with many RTO al…
Sufficient Conditions for Feasibility and Optimality of Real-Time Optimization Schemes - II. Implementation Issues
Gene A. Bunin, Grégory François, Dominique Bonvin
The idea of iterative process optimization based on collected output measurements, or "real-time optimization" (RTO), has gained much prominence in recent decades, with many RTO al…