DocumentCode
189645
Title
Fast NMPC: A reality-steered paradigm: Key properties of fast NMPC algorithms
Author
Alamir, Mazen
Author_Institution
Control Syst. Dept., Univ. of Grenoble, St. Martin d´Hères, France
fYear
2014
fDate
24-27 June 2014
Firstpage
2472
Lastpage
2477
Abstract
In this paper, the paradigm of fast Nonlinear Model Predictive Control is recalled. Then a fundamental inequality that conditions the closed-loop stability is derived. Based on this inequality, it is shown that the comparison between different algorithms in the context of Fast NMPC must be based not only on the efficiency per iteration but also on the time needed to perform a single iteration. An illustrative example is used to assess the fact that under some circumstances, it is worth using less efficient algorithms (in conventional sense) that correspond to less amount of computation per iteration and this even when perfect model is used and in a disturbance-free context.
Keywords
closed loop systems; nonlinear control systems; predictive control; stability; closed-loop stability; disturbance-free context; fast NMPC algorithms; fast nonlinear model predictive control; fundamental inequality; reality-steered paradigm; Computational modeling; Cost function; Optimization methods; Stability analysis; Standards; Trajectory;
fLanguage
English
Publisher
ieee
Conference_Titel
Control Conference (ECC), 2014 European
Conference_Location
Strasbourg
Print_ISBN
978-3-9524269-1-3
Type
conf
DOI
10.1109/ECC.2014.6862620
Filename
6862620
Link To Document