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Shot peening process effects on metallurgical and mechanical properties of 316 l steel via: experimental and neural network modeling

Maleki, E ; Sharif University of Technology | 2021

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  1. Type of Document: Article
  2. DOI: 10.1007/s12540-019-00448-3
  3. Publisher: Korean Institute of Metals and Materials , 2021
  4. Abstract:
  5. Abstract: In the present study, a comprehensive investigation was accomplished on shot peening of AISI 316 L steel with a wide range of Almen intensity and surface coverage. Various experiments were performed to characterize the microstructure and mechanical properties of the peened specimens. For the modeling of the process, artificial neural network was used and the obtained experimental results were employed as data-set to develop the network. Modeling results have remarkable agreement with the experiments and then parametric analysis were applied based on the predicted values of the model. Graphic Abstract: [Figure not available: see fulltext.]. © 2019, The Korean Institute of Metals and Materials
  6. Keywords:
  7. Austenitic stainless steel ; Mechanical properties ; Shot peening ; 316 L steels ; Metallurgical and mechanical properties ; Microstructure and mechanical properties ; Model results ; Neural network model ; Parametric -analysis ; Process effects ; Surface coverages ; Neural networks
  8. Source: Metals and Materials International ; Volume 27, Issue 2 , 2021 , Pages 262-276 ; 15989623 (ISSN)
  9. URL: https://link.springer.com/article/10.1007/s12540-019-00448-3