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Title:
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MPC design based on a DBN reliability model: Application to drinking water networks
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Author:
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Salazar Cortés, Jean Carlo; Weber, Philipe; Sarrate Estruch, Ramon; Theilliol, Didier; Nejjari Akhi-Elarab, Fatiha
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Other authors:
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Universitat Politècnica de Catalunya. Departament d'Enginyeria de Sistemes, Automàtica i Informàtica Industrial; Universitat Politècnica de Catalunya. SIC - Sistemes Intel·ligents de Control; Universitat Politècnica de Catalunya. SAC - Sistemes Avançats de Control |
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Abstract:
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This paper presents a Model Predictive Control (MPC) strategy taking into account system and component reliability for drinking water networks. The objective is to deal from an availability point of view with a closed-loop system combining a deterministic part related to the system dynamics and a stochastic part related to the actuators and system reliability. The main contribution of this work consists in integrating the reliability assessment computed on-line using a Dynamic Bayesian Network (DBN) into the MPC algorithm. |
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Abstract:
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Peer Reviewed |
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Subject(s):
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-Àrees temàtiques de la UPC::Informàtica::Automàtica i control
-Bayesian statistical decision theory
-Automatic control
-Water - Distribution
-Reliability
-Model predictive control
-Dynamic Bayesian network
-Drinking water networks
-Control automàtic
-Estadística bayesiana
-Aigua--Distribució |
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Rights:
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Document type:
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Article - Submitted version
Conference Object |
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Published by:
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International Federation of Automatic Control (IFAC)
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