In this paper we propose a Nonlinear Model Predictive Control (NMPC) scheme for the optimization of the start-up procedure of a nonlinear boiler model. The proposed formulation of the MPC problem allows for a significant reduction of the optimization horizon with respect to state of the art - often open loop - optimization approaches (that commonly solve the nonlinear program for a long horizon that includes the whole start-up time), while guaranteeing the recursive feasibility and remarkable performances. A numerically efficient implementation of NMPC is obtained by subsequent linearisation of the system along the predicted trajectory. Simulation results show the advantages of the proposed method with respect to standard manual procedures and to open-loop optimization approaches.

An optimal control of start-up for nonlinear fire-tube boilers with thermal stress constraints

Stefano Spinelli;Andrea Ballarino
2019

Abstract

In this paper we propose a Nonlinear Model Predictive Control (NMPC) scheme for the optimization of the start-up procedure of a nonlinear boiler model. The proposed formulation of the MPC problem allows for a significant reduction of the optimization horizon with respect to state of the art - often open loop - optimization approaches (that commonly solve the nonlinear program for a long horizon that includes the whole start-up time), while guaranteeing the recursive feasibility and remarkable performances. A numerically efficient implementation of NMPC is obtained by subsequent linearisation of the system along the predicted trajectory. Simulation results show the advantages of the proposed method with respect to standard manual procedures and to open-loop optimization approaches.
2019
Istituto di Sistemi e Tecnologie Industriali Intelligenti per il Manifatturiero Avanzato - STIIMA (ex ITIA)
Inglese
European Control Conference 2019
2362
2367
9783907144008
https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8796156
IEEE
New York
STATI UNITI D'AMERICA
Sì, ma tipo non specificato
25/06/2019 - 28/06/2019
Napoli, Italia
Nonlinear Model Predictive Control
Linear Time-Varying MPC
3
partially_open
Spinelli, Stefano; Farina, Marcello; Ballarino, Andrea
273
info:eu-repo/semantics/conferenceObject
04 Contributo in convegno::04.01 Contributo in Atti di convegno
   Human-mimetic approach to the integrated monitoring, management and optimization of a symbiotic cluster of smart production units
   SYMBIOPTIMA
   H2020
   680426
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Descrizione: An optimal control of start-up for nonlinear fire-tube boilers with thermal stress constraints
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/388032
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