[PDF][PDF] 模型预测控制——现状与挑战

席裕庚, 李德伟, 林姝 - 自动化学报, 2013 - aas.net.cn
摘要30 多年来, 模型预测控制(Model predictive control, MPC) 的理论和技术得到了长足的发展,
但面对经济社会迅速发展对约束优化控制提出的不断增长的要求, 现有的模型预测控制理论和 …

Model predictive control—status and challenges

X Yu-Geng, L De-Wei, L Shu - Acta Automatica Sinica, 2013 - Elsevier
For the last 30 years the theory and technology of model predictive control (MPC) have been
developed rapidly. However, facing the increasing requirements on the constrained …

Fast NMPC schemes for regulatory and economic NMPC–A review

IJ Wolf, W Marquardt - Journal of Process Control, 2016 - Elsevier
In this paper, NMPC schemes based on fast update methods (fast NMPC schemes) are
reviewed that strive to provide a fast but typically suboptimal update of the control variables …

Efficient direct multiple shooting for nonlinear model predictive control on long horizons

C Kirches, L Wirsching, HG Bock, JP Schlöder - Journal of Process Control, 2012 - Elsevier
We address direct multiple shooting based algorithms for nonlinear model predictive control,
with a focus on problems with long prediction horizons. We describe different efficient …

An adaptive partial sensitivity updating scheme for fast nonlinear model predictive control

Y Chen, M Bruschetta, D Cuccato… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
In recent years, efficient optimization algorithms for nonlinear model predictive control
(NMPC) have been proposed, that significantly reduce the online computational time. In …

A factorization with update procedures for a KKT matrix arising in direct optimal control

C Kirches, HG Bock, JP Schlöder, S Sager - Mathematical Programming …, 2011 - Springer
Quadratic programs obtained for optimal control problems of dynamic or discrete-time
processes usually involve highly block structured Hessian and constraints matrices, to be …

An inexact sensitivity updating scheme for fast nonlinear model predictive control based on a curvature-like measure of nonlinearity

Y Chen, D Cuccato, M Bruschetta… - 2017 IEEE 56th Annual …, 2017 - ieeexplore.ieee.org
In recent years several fast Nonlinear Model Predictive Control (NMPC) strategies have
been proposed, aiming at reducing computational burden and widening the scope of NMPC …

Multi-level iteration schemes with adaptive level choice for nonlinear model predictive control

L Wirsching - 2018 - archiv.ub.uni-heidelberg.de
In this thesis we develop the Multi-Level Iteration schemes (MLI), a numerical method for
Nonlinear Model Predictive Control (NMPC) where the dynamical models are described by …

Shifting strategy for efficient block‐based non‐linear model predictive control using real‐time iterations

OJ Gonzalez Villarreal… - IET Control Theory & …, 2020 - Wiley Online Library
Non‐linear model predictive control requires the use of efficient solutions and strategies for
its implementation in fast/real‐time systems. A popular approach for this is the real‐time …

Parallelization of modes of the multi-level iteration scheme for nonlinear model-predictive control of an industrial process

C Lindscheid, D Haßkerl, A Meyer… - … IEEE Conference on …, 2016 - ieeexplore.ieee.org
For the widespread application of nonlinear model-predictive control (NMPC) in the
chemical industry, the computational effort that is required for the solution of the underlying …