acados-a modular open-source framework for fast embedded optimal control

被引：221

作者：

Verschueren, Robin ^{[1
]}

Frison, Gianluca ^{[2
]}

Kouzoupis, Dimitris ^{[2
]}

Frey, Jonathan ^{[2
,7
]}

van Duijkeren, Niels ^{[3
]}

Zanelli, Andrea ^{[2
]}

Novoselnik, Branimir ^{[4
]}

Albin, Thivaharan ^{[5
]}

Quirynen, Rien ^{[6
]}

Diehl, Moritz ^{[2
,7
]}

机构：

[1] ABB Corp Res, Baden, Switzerland

[2] Univ Freiburg, IMTEK, Freiburg, Germany

[3] Katholieke Univ Leuven, Dept Mech Engn, Leuven, Belgium

[4] Univ Zagreb, Fac Elect Engn & Comp, Zagreb, Croatia

[5] Swiss Fed Inst Technol, Inst Dynam Syst & Control, Zurich, Switzerland

[6] Mitsubishi Elect Res Labs, Cambridge, MA USA

[7] Univ Freiburg, Fac Math, Freiburg, Germany

来源：

MATHEMATICAL PROGRAMMING COMPUTATION | 2022年 / 14卷 / 01期

关键词：

Direct optimal control; Optimization algorithms; MODEL-PREDICTIVE CONTROL; GRADIENT-PROJECTION; OPTIMIZATION; ALGORITHM; SOFTWARE;

D O I：

10.1007/s12532-021-00208-8

中图分类号：

TP31 [计算机软件];

学科分类号：

081202 ; 0835 ;

摘要：

This paper presents the acados software package, a collection of solvers for fast embedded optimization intended for fast embedded applications. Its interfaces to higher-level languages make it useful for quickly designing an optimization-based control algorithm by putting together different algorithmic components that can be readily connected and interchanged. Since the core of acados is written on top of a high-performance linear algebra library, we do not sacrifice computational performance. Thus, we aim to provide both flexibility and performance through modularity, without the need to rely on automatic code generation, which facilitates maintainability and extensibility. The main features of acados are: efficient optimal control algorithms targeting embedded devices implemented in C, linear algebra based on the high-performance BLASFEO Frison (ACM Transactions on Mathematical Software (TOMS) 44: 1-30, 2018) library, user-friendly interfaces to Matlab and Python, and compatibility with the modeling language of CasADi Andersson (Mathematical Programming Computation 11: 136, 2019). acados is free and open-source software released under the permissive BSD 2-Clause license.

引用

页码：147 / 183

页数：37

共 98 条

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