On-line periodic scheduling of hybrid chemical plants with parallel production lines and shared resources

This thesis deals with chemical plants constituted by parallel batch-continuous production lines with shared resources. For such plants, it is highly desirable to have optimal operation schedules which determine the starting times of the various batch processes and the flow rates of the continuous p...

Full description

Bibliographic Details
Main Author: Simeonova, Iliyana
Format: Others
Language:en
Published: Universite catholique de Louvain 2008
Subjects:
Online Access:http://edoc.bib.ucl.ac.be:81/ETD-db/collection/available/BelnUcetd-08202008-150308/
id ndltd-BICfB-oai-ucl.ac.be-ETDUCL-BelnUcetd-08202008-150308
record_format oai_dc
collection NDLTD
language en
format Others
sources NDLTD
topic Hybrid process
Chemical plant
Shared resources
Simulator
Hybrid automaton
Limit cycle
Optimal periodic scheduling
Stability
Sensitivity analysis
Poincare map
Model predictive control
Proportional-integral control
spellingShingle Hybrid process
Chemical plant
Shared resources
Simulator
Hybrid automaton
Limit cycle
Optimal periodic scheduling
Stability
Sensitivity analysis
Poincare map
Model predictive control
Proportional-integral control
Simeonova, Iliyana
On-line periodic scheduling of hybrid chemical plants with parallel production lines and shared resources
description This thesis deals with chemical plants constituted by parallel batch-continuous production lines with shared resources. For such plants, it is highly desirable to have optimal operation schedules which determine the starting times of the various batch processes and the flow rates of the continuous processes in order to maximize the average plant productivity and to have a continuous production without interruptions. This optimization problem is constrained by the limitation of the resources that are shared by the reactors and by the capacities of the various devices that constitute the plant. Such plants are "hybrid" by nature because they combine both continuous-time dynamics and discrete-event dynamics. The formalism of "Hybrid Automata" is there fore well suited for the design of plant models. The first contribution of this thesis is the development of a hybrid automaton model of the chemical plant in the Matlab-Simulink-Stateflow environment and its use for the design of an optimal periodic schedule that maximises the plant productivity. Using a sensitivity analysis and the concept of Poincaré; map, it is shown that the optimal schedule is a stable limit cycle of the hybrid system that attracts the system trajectories starting in a wide set of initial conditions. The optimal periodic schedule is valid under the assumption that the hybrid model is an exact description of the plant. Under perturbations on the plant parameters, it is shown that two types of problems may arise. The first problem is a drift of the hybrid system trajectory which can either lead to a convergence to a new stable sub-optimal schedule or to a resource conflict. The second problem is a risk of overflow or underflow of the output buffer tank. The second contribution of the thesis is the analysis of feedback control strategies to avoid these problems. For the first problem, a control policy based on a model predictive control (MPC) approach is proposed to avoid resource conflicts. The feedback control is run on - line with the hybrid Simulink-Stateflow simulator used as an internal model. For the solution of the second problem, a classical PI control is used. The goal is not only to avoid over- or under-filling of the tank but also to reduce the amplitude of outflow rate variations as much as possible. A methodological analysis for the PI controller tuning is presented in order to achieve an acceptable trade-off between these conflicting objectives.
author Simeonova, Iliyana
author_facet Simeonova, Iliyana
author_sort Simeonova, Iliyana
title On-line periodic scheduling of hybrid chemical plants with parallel production lines and shared resources
title_short On-line periodic scheduling of hybrid chemical plants with parallel production lines and shared resources
title_full On-line periodic scheduling of hybrid chemical plants with parallel production lines and shared resources
title_fullStr On-line periodic scheduling of hybrid chemical plants with parallel production lines and shared resources
title_full_unstemmed On-line periodic scheduling of hybrid chemical plants with parallel production lines and shared resources
title_sort on-line periodic scheduling of hybrid chemical plants with parallel production lines and shared resources
publisher Universite catholique de Louvain
publishDate 2008
url http://edoc.bib.ucl.ac.be:81/ETD-db/collection/available/BelnUcetd-08202008-150308/
work_keys_str_mv AT simeonovailiyana onlineperiodicschedulingofhybridchemicalplantswithparallelproductionlinesandsharedresources
_version_ 1716393715976634368
spelling ndltd-BICfB-oai-ucl.ac.be-ETDUCL-BelnUcetd-08202008-1503082013-01-07T15:42:27Z On-line periodic scheduling of hybrid chemical plants with parallel production lines and shared resources Simeonova, Iliyana Hybrid process Chemical plant Shared resources Simulator Hybrid automaton Limit cycle Optimal periodic scheduling Stability Sensitivity analysis Poincare map Model predictive control Proportional-integral control This thesis deals with chemical plants constituted by parallel batch-continuous production lines with shared resources. For such plants, it is highly desirable to have optimal operation schedules which determine the starting times of the various batch processes and the flow rates of the continuous processes in order to maximize the average plant productivity and to have a continuous production without interruptions. This optimization problem is constrained by the limitation of the resources that are shared by the reactors and by the capacities of the various devices that constitute the plant. Such plants are "hybrid" by nature because they combine both continuous-time dynamics and discrete-event dynamics. The formalism of "Hybrid Automata" is there fore well suited for the design of plant models. The first contribution of this thesis is the development of a hybrid automaton model of the chemical plant in the Matlab-Simulink-Stateflow environment and its use for the design of an optimal periodic schedule that maximises the plant productivity. Using a sensitivity analysis and the concept of Poincaré; map, it is shown that the optimal schedule is a stable limit cycle of the hybrid system that attracts the system trajectories starting in a wide set of initial conditions. The optimal periodic schedule is valid under the assumption that the hybrid model is an exact description of the plant. Under perturbations on the plant parameters, it is shown that two types of problems may arise. The first problem is a drift of the hybrid system trajectory which can either lead to a convergence to a new stable sub-optimal schedule or to a resource conflict. The second problem is a risk of overflow or underflow of the output buffer tank. The second contribution of the thesis is the analysis of feedback control strategies to avoid these problems. For the first problem, a control policy based on a model predictive control (MPC) approach is proposed to avoid resource conflicts. The feedback control is run on - line with the hybrid Simulink-Stateflow simulator used as an internal model. For the solution of the second problem, a classical PI control is used. The goal is not only to avoid over- or under-filling of the tank but also to reduce the amplitude of outflow rate variations as much as possible. A methodological analysis for the PI controller tuning is presented in order to achieve an acceptable trade-off between these conflicting objectives. Universite catholique de Louvain 2008-08-28 text application/pdf http://edoc.bib.ucl.ac.be:81/ETD-db/collection/available/BelnUcetd-08202008-150308/ http://edoc.bib.ucl.ac.be:81/ETD-db/collection/available/BelnUcetd-08202008-150308/ en unrestricted J'accepte que le texte de la thèse (ci-après l'oeuvre), sous réserve des parties couvertes par la confidentialité, soit publié dans le recueil électronique des thèses UCL. A cette fin, je donne licence à l'UCL : - le droit de fixer et de reproduire l'oeuvre sur support électronique : logiciel ETD/db - le droit de communiquer l'oeuvre au public Cette licence, gratuite et non exclusive, est valable pour toute la durée de la propriété littéraire et artistique, y compris ses éventuelles prolongations, et pour le monde entier. Je conserve tous les autres droits pour la reproduction et la communication de la thèse, ainsi que le droit de l'utiliser dans de futurs travaux. Je certifie avoir obtenu, conformément à la législation sur le droit d'auteur et aux exigences du droit à l'image, toutes les autorisations nécessaires à la reproduction dans ma thèse d'images, de textes, et/ou de toute oeuvre protégés par le droit d'auteur, et avoir obtenu les autorisations nécessaires à leur communication à des tiers. Au cas où un tiers est titulaire d'un droit de propriété intellectuelle sur tout ou partie de ma thèse, je certifie avoir obtenu son autorisation écrite pour l'exercice des droits mentionnés ci-dessus.