arXiv Open Access 2022

NOSNOC: A Software Package for Numerical Optimal Control of Nonsmooth Systems

Armin Nurkanović Moritz Diehl
Lihat Sumber

Abstrak

This letter introduces the NOnSmooth Numerical Optimal Control (NOSNOC) open-source software package. It is a modular MATLAB tool based on CasADi and IPOPT for numerically solving Optimal Control Problems (OCP) with piecewise smooth systems (PSS). The tool supports: 1) automatic reformulation of systems with state jumps into PSS (via the time-freezing reformulation [Nurkanović et al., 2021]) and of PSS into computationally more convenient forms, 2) automatic discretization of the OCP via, e.g., the recently introduced Finite Elements with Switch Detection [Nurkanović et al., 2022] which enables high accuracy optimal control and simulation of PSS, 3) solution methods for the resulting discrete-time OCP. The nonsmooth discrete-time OCP are solved with techniques of continuous optimization in a homotopy procedure, without the use of integer variables. This enables the treatment of a broad class of nonsmooth systems in a unified way. Two tutorial examples are given. A benchmark shows that NOSNOC provides both faster and more accurate solutions than conventional approaches, including mixed-integer formulations.

Topik & Kata Kunci

Penulis (2)

A

Armin Nurkanović

M

Moritz Diehl

Format Sitasi

Nurkanović, A., Diehl, M. (2022). NOSNOC: A Software Package for Numerical Optimal Control of Nonsmooth Systems. https://arxiv.org/abs/2203.11516

Akses Cepat

Lihat di Sumber
Informasi Jurnal
Tahun Terbit
2022
Bahasa
en
Sumber Database
arXiv
Akses
Open Access ✓