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An analysis of hot‐started ADMM for linear MPC

An analysis of hot-started ADMM for linear MPC
Authors: Mitsuru Toyoda; Mirai Tanaka;

An analysis of hot‐started ADMM for linear MPC

Abstract

Abstract A convergence analysis of the alternating direction method of multipliers (ADMM) for linear model predictive control (MPC) problems with regularization terms is addressed here. Compared with conventional results, this paper focuses on the dynamical structure of the ADMM and derives the linear convergence of the state variables of the ADMM dynamics.In on‐line optimization problems associated with MPC problems, because the computation time is a significant issue, a hot‐start technique in which an initial point of the algorithm is set as the convergence point for the previous optimization problem is widely employed to improve the convergence property. Here, by utilizing the proposed convergence analysis framework, the effectiveness of the hot‐start is explored, and the upper bounds of the number of iterations to guarantee the required accuracy of an obtained iterative solution are deduced. The proposed hot‐start framework derives a criterion for choosing the penalty parameter of the ADMM in MPC problems and facilitates effective iteration, which is validated in a numerical example.

Keywords

Control engineering systems. Automatic machinery (General), optimisation techniques, Optimisation techniques, Interpolation and function approximation (numerical analysis), Optimal control, optimal control, Linear systems in control theory, TJ212-225, other topics in statistics, Other topics in statistics, Model predictive control, interpolation and function approximation (numerical analysis)

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
2
Average
Average
Average
gold