Analysis of neural network structure for implementation of the prescriptive maintenance strategy / Filo Grzegorz, Lempa Paweł // W: Terotechnology XII : 12th Conference on Terotechnology, 20-21 October ... więcej

Analysis of neural network structure for implementation of the prescriptive maintenance strategy / Filo Grzegorz, Lempa Paweł // W: Terotechnology XII : 12th Conference on Terotechnology, 20-21 October 2021, Kielce, Poland [Dokument elektroniczny] / ed. by Norbert Radek. – Millersville, PA : Materials Research Forum LLC, 2022. – (Materials Research Proceedings, ISSN 2474-395X ; 24). – S. 273-280 : rys., wykr. – Tryb dostępu: https://www.mrforum.com/wp-content/uploads/open_access/9781644902059/40.pdf. – Bibliogr. 29 poz., Abstr. – doi: 10.21741/9781644902059-40. – ISBN 978-1-64490-204-2 (print). – ISBN 978-1-64490-205-9 (ePDF)

This paper provides an initial analysis of neural network implementation possibilities in practical implementations of the prescriptive maintenance strategy. The main issues covered are the preparation ... więcej

This paper provides an initial analysis of neural network implementation possibilities in practical implementations of the prescriptive maintenance strategy. The main issues covered are the preparation and processing of input data, the choice of artificial neural network architecture and the models of neurons used in each layer. The methods of categorisation and normalisation within each distinguished category were proposed in input data. Based on the normalisation results, it was suggested to use specific neuron activation functions. As part of the network structure, the applied solutions were analysed, including the number of neuron layers used and the number of neurons in each layer. In further work, the proposed structures of neural networks may undergo a process of supervised or partially supervised training to verify the accuracy and confidence level of the results they generate.