Mean-Field-Type Model Predictive Control (MFT-MPC): An Application to Water Distribution Networks

In this paper, we study and design a mean-field-type model predictive control (MFT-MPC), which is a class of risk-aware control considering within the cost functional not only the mean but also the variance of both the system states and control inputs. Thus, the MFT-MPC is tightly related to the mea...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:IEEE access 2019-01, Vol.7, p.1-1
Hauptverfasser: Barreiro-Gomez, J., Tembine, H.
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Beschreibung
Zusammenfassung:In this paper, we study and design a mean-field-type model predictive control (MFT-MPC), which is a class of risk-aware control considering within the cost functional not only the mean but also the variance of both the system states and control inputs. Thus, the MFT-MPC is tightly related to the mean-variance paradigm involving risk minimization. We formally present the relationship between the MFT-MPC approach and the chance-constrained control techniques.We show a large-scale application over a distribution water network in order to illustrate the performance of the proposed stochastic optimizationbased control.
ISSN:2169-3536
2169-3536
DOI:10.1109/ACCESS.2019.2940761