The Barycenter Method for Direct Optimization: an Overview

Autor: Pait, Felipe M
Rok vydání: 2021
Předmět:
Druh dokumentu: Working Paper
Popis: A randomized version of the recently developed barycenter method for derivative--free optimization has desirable properties of a gradient search. We developed a complex version to avoid evaluations at high--gradient points. The method, which is also applicable to non--convex and to non--smooth functions, is parallelizable in a natural way and shown to be robust under noisy measurements. The goal of this paper is to present an overview of the method, whose properties make it particularly useful in control applications.
Comment: 8 pages, 7 figures. arXiv admin note: text overlap with arXiv:1801.10533
Databáze: arXiv