This paper presents a constrained Model Predictive Control (MPC) strategy enriched with soft-control techniques as neural networks and fuzzy logic, to incorporate self-tuning capabilities and reliability aspects for the management of drinking water networks (DWNs). The control system architecture consists in a multilayer controller with three hierarchical layers: learning and planning layer, supervision and adaptation layer, and feedback control layer. Results of applying the proposed approach to the Barcelona DWN show that the quasi-explicit nature of the proposed adaptive predictive controller leads to improve the computational time, especially when the complexity of the problem structure can vary while tuning the receding horizons. © 2013 Elsevier Ltd. ; This work has been partially supported by the Spanish research project WATMAN (CICYT DPI2009-13744) of the Science and Technology Ministry, the EU Project EFFINET (FP7-ICT-2011-8-318556) and the DGR of Generalitat de Catalunya (SAC group Ref. 2009/SGR/1491). ; Peer Reviewed


    Access

    Download


    Export, share and cite



    Title :

    Learning-based tuning of supervisory model predictive control for drinking water networks


    Contributors:

    Publication date :

    2013-01-01



    Type of media :

    Article (Journal)


    Type of material :

    Electronic Resource


    Language :

    English



    Classification :

    DDC:    629



    Learning-based tuning of supervisory model predictive control for drinking water networks

    Grosso Pérez, Juan Manuel / Ocampo-Martínez, Carlos / Puig Cayuela, Vicenç | BASE | 2013

    Free access

    Supervisory model predictive control in an engine assembly

    HASKARA IBRAHIM / HU YIRAN / CHANG CHEN-FANG | European Patent Office | 2017

    Free access

    Reliable fault-tolerant model predictive control of drinking water transport networks

    Robles Guillem, Deneb / Puig Cayuela, Vicenç / Ocampo-Martínez, Carlos et al. | BASE | 2016

    Free access

    SUPERVISORY MODEL PREDICTIVE CONTROL IN AN ENGINE ASSEMBLY

    HASKARA IBRAHIM / HU YIRAN / CHANG CHEN-FANG | European Patent Office | 2017

    Free access

    Adaptive multilevel neuro-fuzzy model predictive control for drinking water networks

    Grosso, J. M. / Ocampo-Martinez, Carlos / Puig, Vicenç | BASE | 2012

    Free access