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Computational Intelligence and Neuroscience
Volume 2016 (2016), Article ID 5242596, 10 pages
http://dx.doi.org/10.1155/2016/5242596
Research Article

Intelligent Flow Friction Estimation

1European Commission, DG Joint Research Centre (JRC), Institute for Energy and Transport (IET), Energy Security, Systems and Market Unit, Via Enrico Fermi 2749, 21027 Ispra, Italy
2Faculty of Mechanical Engineering in Niš, University of Niš, Aleksandra Medvedeva 14, 18000 Niš, Serbia

Received 1 December 2015; Revised 5 February 2016; Accepted 7 February 2016

Academic Editor: Reinoud Maex

Copyright © 2016 Dejan Brkić and Žarko Ćojbašić. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Supplementary Material

Electronic Appendix A contains MS Excel file, containing set of 90 thousand combinations used for training, validation and testing of the Artificial Neural Network (ANN). Electronic Appendix B is the Artificial Neural Network (ANN) generated in MathWorks MATLAB. Electronic Appendix C is PDF file with all approximations of the Colebrook equation mentioned through text with their MathWorks MATLAB codes and MS Excel codes.

  1. Supplementary Material