Application of a neural network approach to the electrophoretic deposition of PEEK-alumina composite coatings

Beitrag in einer Fachzeitschrift


Details zur Publikation

Autorinnen und Autoren: Corni I, Cannio M, Romagnoli M, Boccaccini AR
Zeitschrift: Materials Research Bulletin
Verlag: Elsevier
Jahr der Veröffentlichung: 2009
Heftnummer: 44
Seitenbereich: 1494-1501
ISSN: 0025-5408


Abstract


Nano-size Al2O3-polyetheretherketone(PEEK) composite thick films have been prepared on stainless steel substrates from non-aqueous colloidal suspensions by electrophoretic deposition (EPD). The effects on the deposition efficiency of process parameters, such as the deposition time, the difference of potential applied and their interactions were studied using a neural network approach to develop a quantitative understanding of the system. Furthermore the use of the neural network was optimized in the number of epochs, hidden layers and artificial neurons in each hidden layer by a design of experiment (DOE) analysis, demonstrating that these two methods can work together improving the final results of the neural network approach. Afterwards, a MonteCarlo analysis based on a simulation of 100,000 virtual depositions has permitted to deeply investigate the effect of independent variables (e.g. deposition time and difference of potential applied) on the deposition yield (dependent variable). © 2009 Elsevier Ltd. All rights reserved.



FAU-Autorinnen und Autoren / FAU-Herausgeberinnen und Herausgeber

Boccaccini, Aldo R. Prof. Dr.-Ing.
Lehrstuhl für Werkstoffwissenschaften (Biomaterialien)


Einrichtungen weiterer Autorinnen und Autoren

Imperial College London / The Imperial College of Science, Technology and Medicine
Università degli Studi di Modena e Reggio Emilia (UNIMORE)


Zitierweisen

APA:
Corni, I., Cannio, M., Romagnoli, M., & Boccaccini, A.R. (2009). Application of a neural network approach to the electrophoretic deposition of PEEK-alumina composite coatings. Materials Research Bulletin, 44, 1494-1501. https://dx.doi.org/10.1016/j.materresbull.2009.02.011

MLA:
Corni, Ilaria, et al. "Application of a neural network approach to the electrophoretic deposition of PEEK-alumina composite coatings." Materials Research Bulletin 44 (2009): 1494-1501.

BibTeX: 

Zuletzt aktualisiert 2018-07-08 um 03:26