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Author: M. Mansour

Affiliation: USTHB, Algeria

ISBN: 978-989-8565-20-4

ISSN: 2184-2841

Keyword(s): on-Line Optimization, Model-based, Process Derivatives, ISOPE Algorithm, ANN.

Related Ontology Subjects/Areas/Topics: Formal Methods ; Non-Linear Systems ; Optimization Issues ; Plant Simulation ; Real-Time Systems ; Simulation and Modeling ; Simulation Tools and Platforms

Abstract: The solution of the Integrated System Optimization and Parameter Estimation (ISOPE) problem necessitates the calculus of real process output derivatives with respect to the inputs. This information is needed in order to satisfy first and second order optimality conditions. Several methods exist and have been developed for calculating these derivatives. In this paper a review of most of the existing methods is presented, in which the Finite Difference Approximation, Dual Control Optimization, Broydon’s method, Dynamic Model Identification, with both linear and nonlinear models, together with a neural networks scheme are presented and applied, under simulation, to a cascade Continuous Stirred Tank Reactor (CSTR) system. The results are then discussed and compared to identify the advantages and disadvantages of using each method.

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Paper citation in several formats:
Mansour, M. (2012). Estimating Real Process Derivatives in on-Line Optimization - A Review. In Proceedings of the 2nd International Conference on Simulation and Modeling Methodologies, Technologies and Applications - SIMULTECH, ISBN 978-989-8565-20-4; ISSN 2184-2841, pages 120-124. DOI: 10.5220/0004059101200124

@conference{simultech12,
author={M. Mansour.},
title={Estimating Real Process Derivatives in on-Line Optimization - A Review},
booktitle={Proceedings of the 2nd International Conference on Simulation and Modeling Methodologies, Technologies and Applications - SIMULTECH,},
year={2012},
pages={120-124},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004059101200124},
isbn={978-989-8565-20-4},
issn={2184-2841},
}

TY - CONF

JO - Proceedings of the 2nd International Conference on Simulation and Modeling Methodologies, Technologies and Applications - SIMULTECH,
TI - Estimating Real Process Derivatives in on-Line Optimization - A Review
SN - 978-989-8565-20-4
IS - 2184-2841
AU - Mansour, M.
PY - 2012
SP - 120
EP - 124
DO - 10.5220/0004059101200124

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