Laser beam welding of C–Mn steel plates with Ni powder filler metal has been performed. Metallography samples of the welded cross-section have been observed by scanning electron microscopy (SEM) and submitted to energy dispersive spectroscopy to obtain Ni concentration profiles. On the basis of the experimental results, neural networks have been carried out. These networks were first validated and then utilized to foresee Ni concentration along the welded thickness. The objective of obtaining the best Ni penetration and minimizing powder loss was reached optimizing, by numerical simulation, process parameters, such as powder rate and joint geometry.

Ucciardello, N., Missori, S., Sili, A. (2009). Process parameters optimization of laser beam welded joints by neural network. MATERIALS AND MANUFACTURING PROCESSES, 23(2), 168-173 [10.1080/10426910701774692].

Process parameters optimization of laser beam welded joints by neural network

UCCIARDELLO, NADIA;MISSORI, SEVERINO;
2009-12-14

Abstract

Laser beam welding of C–Mn steel plates with Ni powder filler metal has been performed. Metallography samples of the welded cross-section have been observed by scanning electron microscopy (SEM) and submitted to energy dispersive spectroscopy to obtain Ni concentration profiles. On the basis of the experimental results, neural networks have been carried out. These networks were first validated and then utilized to foresee Ni concentration along the welded thickness. The objective of obtaining the best Ni penetration and minimizing powder loss was reached optimizing, by numerical simulation, process parameters, such as powder rate and joint geometry.
14-dic-2009
Pubblicato
Rilevanza internazionale
Articolo
Sì, ma tipo non specificato
Settore ING-IND/21 - METALLURGIA
English
Con Impact Factor ISI
Bevelled edge; Butt welded joint; Laser beam; Levenburg–Marquardt algorithm; Metallography; Microanalysis; Multilayer feedforward network; Neural network; Powder filler metal; Powder loss; Powder rate; Square edge; Steel plates; Welding; Welding speed.
http://dx.doi.org/10.1080/10426910701774692
Ucciardello, N., Missori, S., Sili, A. (2009). Process parameters optimization of laser beam welded joints by neural network. MATERIALS AND MANUFACTURING PROCESSES, 23(2), 168-173 [10.1080/10426910701774692].
Ucciardello, N; Missori, S; Sili, A
Articolo su rivista
File in questo prodotto:
Non ci sono file associati a questo prodotto.

Questo articolo è pubblicato sotto una Licenza Licenza Creative Commons Creative Commons

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/46798
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? 12
social impact