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An Approach to Robust and Flexible Modelling and Control of PH in reactors

Mwembeshi, M.M., Kent, C.A., Salhi, Said (2001) An Approach to Robust and Flexible Modelling and Control of PH in reactors. Chemical Engineering Research and Design, 79 (3). pp. 323-334. ISSN 0263-8762. (doi:10.1205/026387601750281833) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided) (KAR id:5243)

The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided. (Contact us about this Publication)
Official URL
http://dx.doi.org/10.1205/026387601750281833

Abstract

Preliminary investigations into the potential application of static feedforward neural networks in the dynamic modelling of pH in complex, time-varying systems have been carried out. To assist in network training and testing, a simplified, 'global first principles (FP) model of the pH of such systems was developed, and used successfully to simulate input output data. Neural networks with input information vectors enhanced by the introduction of auxiliary variables derived from acid-base principles were trained acid tested on this data, using both Levenberg-Marquardt (L-M) and heuristic training algorithms. Both algorithms produced good predictions, but the heuristic algorithm required data pre-treatment to minimize its error. However, it trained much faster than the standard, L-M algorithm.

Item Type: Article
DOI/Identification number: 10.1205/026387601750281833
Uncontrolled keywords: pH; neural networks; modelling; heuristics; neutralization
Subjects: H Social Sciences
Divisions: Faculties > Social Sciences > Kent Business School > Management Science
Faculties > Social Sciences > Kent Business School > Centre for Logistics and Heuristic Organisation (CLHO)
Depositing User: Said Salhi
Date Deposited: 17 Mar 2009 15:07 UTC
Last Modified: 08 Feb 2020 04:00 UTC
Resource URI: https://kar.kent.ac.uk/id/eprint/5243 (The current URI for this page, for reference purposes)
Salhi, Said: https://orcid.org/0000-0002-3384-5240
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