Residual Stress Prediction Using Neural Network Approach

František Menda; Marcel More; G.P. Cardona-Cuervo; F.J. Martinez-Tabares

doi:10.4028/www.scientific.net/AMM.611.436

Paper Titles

Influence of Severe Plastic Deformation on the Properties of a Selected Aluminium Alloy
p.412

Model of the Decision Support System under Condition of Non-Determination for Manufacturing Process Support
p.416

Increase of Tool Steel Durability in Abrasion Wear Conditions
p.424

Influence of Material Structure and its Properties on Predicting Life of Pressure Pipelines
p.430

Residual Stress Prediction Using Neural Network Approach
p.436

Application of Transmission Photoelasticimetry for Stress Concentration Analyses in Construction Supporting Parts
p.443

Improved GNSS Localization with the Use of DOP Parameter
p.450

Laboratory Experiment of New Cutting Materials in Milling Processes
p.467

Modal Analysis of the Manipulator Arm on the Mobile Chassis
p.472

HomeApplied Mechanics and MaterialsApplied Mechanics and Materials Vol. 611Residual Stress Prediction Using Neural Network...

Residual Stress Prediction Using Neural Network Approach

Abstract:

Procedures for residual stress evaluation by using Ring-Core method have not been standardized. Most common techniques are derived from the ones used for similar semi-destructive hole-drilling method. The differences between research approaches can cause significant errors. New approach using neural network is proposed as a more adaptive way for residual stress evaluation than the commonly used methods.

You might also be interested in these eBooks

View Preview

Info:

Periodical:

Applied Mechanics and Materials (Volume 611)

Pages:

436-440

DOI:

https://doi.org/10.4028/www.scientific.net/AMM.611.436

Citation:

Cite this paper

Online since:

August 2014

Authors:

František Menda*, Marcel More, G.P. Cardona-Cuervo, F.J. Martinez-Tabares

Keywords:

Neural Network (NN), Residual Stress, Ring-Core

Export:

RIS, BibTeX

Price:

Permissions CCC:

Request Permissions

Permissions PLS:

Request Permissions

Сopyright:

Citation:

* - Corresponding Author

References

[1] F. Menda, F. Trebuňa, P. Šarga, Determination of the Necessary Geometric Parameters of the Specimen in Ring-Core Method. Applied Mechanics and Materials, 486, p.90, 2014, ISSN: 1662-7482.

DOI: 10.4028/www.scientific.net/amm.486.90

Google Scholar

[2] A. Civín, Komplexní teoretická analýza metody sloupku pro zjišťování zbytkových napětí, Brno: Vysoké učení technické v Brně, Fakulta strojního inženýrství, 2012. 130 p.

Google Scholar

[3] A. Ajovalasit, G. Petrucci, B. Zuccarello. Determination of Nonuniform Residual Stresses Using the Ring‐Core Method, Transactions of the ASME – Journal of Engineering Materials and Technology, April 1996, Vol. 118, no. 2, p.224‐228.

DOI: 10.1115/1.2804891

Google Scholar

[4] ASTM International Designation E 837‐13a: Standard Test Method for Determining Residual Stresses by the Hole‐Drilling Strain Gauge Method, United States, 2013, 16 p.

Google Scholar

[5] F. Menda, P. Šarga, E. Prada, F. Trebuňa, SolidWorks API for Ring-Core simulations, SAMI 2014: IEEE 12th International Symposium on Applied Machine Intelligence and Informatics: January 23-25, 2014, Herľany, Slovakia. Danvers: IEEE, 2014, S. 151-155. ISBN 978-1-4799-3441-6.

DOI: 10.1109/sami.2014.6822397

Google Scholar