Modeling and simulation of complex nonlinear dynamic processes using data based models: application to photo-fenton process
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C60_Modelling_and_Simula.pdf (541.3Kb) (Accés restringit)
Tipus de documentText en actes de congrés
Data publicació2015
EditorElsevier
Condicions d'accésAccés restringit per política de l'editorial
Abstract
This paper investigates data based modelling of complex nonlinear processes, for which a first principle model useful for process monitoring and control is not available. These empirical models may be used as soft sensors in order to monitor a reaction’s progress, so reducing expensive offline sampling and analysis. Three different data modelling techniques are used, namely Ordinary Kriging, Artificial Neural Networks and Support Vector Regression. A simple case is first used to illustrate the problem, assess and validate the modelling approach, and compare the modelling techniques. Next, the methodology is applied to a photo–Fenton pilot plant to model and predict the reaction progress. The results show promising accuracy even when few training points are available, which results in huge savings of time and cost of the experimental work.
CitacióShokry , A., Audino, F., Vicente, P., Escudero, G., Pérez-Moya, M., Graells, M., Espuña, A. Modeling and simulation of complex nonlinear dynamic processes using data based models: application to photo-fenton process. A: European Symposium on Computer Aided Process Engineering. "12th Intenational Symposium on Process Systems Engineering and 25th European Symposium on Computer Aided Process Engineering. Part A. Computer Aided Chemical Engineering, 37". Copenhagen: Elsevier, 2015, p. 191-196.
ISBN9780444634290
Versió de l'editorhttp://www.sciencedirect.com/science/article/pii/B978044463578550027X
Col·leccions
- GPLN - Grup de Processament del Llenguatge Natural - Ponències/Comunicacions de congressos [156]
- Departament d'Enginyeria Química - Ponències/Comunicacions de congressos [223]
- Departament de Ciències de la Computació - Ponències/Comunicacions de congressos [750]
- CEPIMA - Centre d'Enginyeria de Processos i Medi Ambient - Ponències/Comunicacions de congressos [61]
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