Combined GA-ANN approach for prediction of HAZ and bearing strength in laser drilling of GFRP composite. (May 2019)

• Record Type: Journal Article
• Authors: Solati, Ali; Hamedi, Mohsen; Safarabadi, Majid
• Is Part Of: Optics & laser technology. Volume 113(2019)
• Page Start: 104
• Page End: 115
• Publication Date: 2019-05
• Subjects: Laser drilling -- FRP -- HAZ -- Bearing strength -- GA -- ANN; Optics -- Periodicals; Lasers -- Periodicals; Electronic journals; 621.366
• DOI: 10.1016/j.optlastec.2018.12.016
• Languages: English
• ISSNs: 0030-3992

Abstract

Highlights: The HAZ and maximum bearing strength were predicted in laser drilling of GFRP by GA-ANN. The HAZ extension was measured by the SEM micrographs. The relationship between the HAZ and the bearing strength was discussed. The bearing strength was compared for laser drilled and conventionally drilled samples. An improvement was obtained by the GA-ANN model in comparison to the trial-and-error method. Abstract: Recently, an increasing interest has been emerged on nontraditional drilling methods of FRP materials. This paper aims to study two critical quality criteria pertaining to both surface quality and mechanical properties of laser drilled GFRP laminates. The effect of major laser drilling parameters was investigated on the HAZ and bearing strength through utilizing the combined GA-ANN approach. At first, the experimental design was performed based on a full factorial design with different process parameters, later on the experimental results were used to develop a GA-ANN model. The GA was integrated to the ANN model to determine the optimal ANN architecture through optimizing the number of hidden layer neurons, momentum coefficient and learning rate. The effectiveness of the models was ultimately evaluated on the basis of experimental data and statistical analysis. It was found that the GA-ANN method could predict the HAZ and bearing strength more accurately than trial-and-error ANN. Furthermore, the SEM micrographs from the contact area of the bearing tests were discussed and compared with mechanical drilling method. The results drawn from this study helps to better understanding of the laser drilling process of FRP materials and for predicting the mechanical properties of laser drilled FRP laminates applicable in aircraft part manufacturing.