READ ME File For 'Dataset for Machine learning for multi-dimensional optimisation and predictive visualisation of laser machining'

Dataset DOI:https://doi.org/10.5258/SOTON/D1687

ReadMe Author: Michael Mcdonnell, University of Southampton

This dataset supports the publication:
Michael D. T. McDonnell, Daniel Arnaldo, Etienne Pelletier, James A. Grant-Jacob, Matthew Praeger, Dimitris Karnakis, Robert W. Eason, Ben Mills
Machine learning for multi-dimensional optimisation and predictive visualisation of laser machining
Journal of Inteligent Manufacturing


Description:
The excel file contains all experimental data used for generating figures 4-7

The figures are as follows:

Fig. 1  The laser machining setup

Fig. 2  Example surface profiles

Fig. 3  ANN block schematic

Fig. 4  ANN Performance

Fig. 5  ANN percentage error with varying size

Fig. 6  The effect of varying number of pulses

Fig. 7  ANN predictions

Fig. 8  Generic GAN schematic

Fig. 9  GAN block schematic

Fig. 10  GAN example results

The text sturucture files contain psuedo code to create the structures of the neural networks used

Geographic location of data collection: University of Southampton, U.K.

Date of data collection 2019-01-01 to 2020-07-30

Related projects:
Engineering and Physical Sciences Research Council (EPSRC) (EP/N03368X/1).


Dataset available under a CC BY 4.0 licence


Publisher: University of Southampton, U.K.


Date: January 2021