Fracture and Structural Integrity e-ISSN 1971-8993 Open access
SI: Fracture Mechanics versus Environment Vol. 13, No. 49 (2019)

ANN Approach to Predict the Flow Stress of CMn (Nb-Ti-V) Micro Alloyed Steel

Author and affiliation details
  • Abdelhalim ALLAOUI
  • Abdelmoumene GUEDRI Corresponding author Department of Mechanical Engineering, INFRA-RES Laboratory, MCM-Souk-Ahras University, Souk-Ahras, Algeria guedri_moumen@yahoo.fr
  • Lamia DARSOUNI
  • Abderrazek DARSOUNI
DOI
10.3221/IGF-ESIS.49.35
Pages
350-359
Published
Published inVol. 13, No. 49 (2019)Go to the issue

Abstract

The hot behaviour of micro-alloy steel CMn (Nb-Ti-V) was studied using hot compression tests in a wide range of temperatures (700 to 1050 °C, step 50 °C), deformation rates (0.000794, 0.0029 and 0.01436 s-1) and true deformation rates of 0 to 0.8. Based on experimental stress-deformation data, artificial neuron network (ANN) methods were used to predict flow stress CMn (Nb-Ti-V). The optimal ANN model was developed using Levenberg-Marquardt algorithm, and vas formed with two hidden layers with ten neurons in the first and ten neurons in the second. This model has been shown to be more effective in predicting flow stress and results can also be used in the mathematical simulation of hot metal formation processes.

Keywords

Article history

  1. ReceivedUntil the next stage: 53 days
  2. Revision requestedUntil the next stage: 0 days
  3. AcceptedUntil the next stage: 36 days
  4. Published

How to cite

APA

ALLAOUI, A., GUEDRI, A., DARSOUNI, L., & DARSOUNI, A. (2019). ANN Approach to Predict the Flow Stress of CMn (Nb-Ti-V) Micro Alloyed Steel. Fracture and Structural Integrity, 13(49), 350–359. https://doi.org/10.3221/IGF-ESIS.49.35

IEEE

A. ALLAOUI, A. GUEDRI, L. DARSOUNI, and A. DARSOUNI, “ANN Approach to Predict the Flow Stress of CMn (Nb-Ti-V) Micro Alloyed Steel,” Fracture and Structural Integrity, vol. 13, no. 49, pp. 350–359, 2019, doi: 10.3221/IGF-ESIS.49.35.

MLA

ALLAOUI, Abdelhalim, et al. “ANN Approach to Predict the Flow Stress of CMn (Nb-Ti-V) Micro Alloyed Steel.” Fracture and Structural Integrity, vol. 13, no. 49, 2019, pp. 350–359. https://doi.org/10.3221/IGF-ESIS.49.35.

Chicago

ALLAOUI, Abdelhalim, Abdelmoumene GUEDRI, Lamia DARSOUNI, and Abderrazek DARSOUNI. 2019. “ANN Approach to Predict the Flow Stress of CMn (Nb-Ti-V) Micro Alloyed Steel.” Fracture and Structural Integrity 13 (49): 350–359. https://doi.org/10.3221/IGF-ESIS.49.35.

Harvard

ALLAOUI, A., GUEDRI, A., DARSOUNI, L. and DARSOUNI, A. (2019) ‘ANN Approach to Predict the Flow Stress of CMn (Nb-Ti-V) Micro Alloyed Steel’, Fracture and Structural Integrity, 13(49), pp. 350–359. doi: 10.3221/IGF-ESIS.49.35.

Vancouver

ALLAOUI A, GUEDRI A, DARSOUNI L, DARSOUNI A. ANN Approach to Predict the Flow Stress of CMn (Nb-Ti-V) Micro Alloyed Steel. Fracture and Structural Integrity. 2019;13(49):350-359. doi:10.3221/IGF-ESIS.49.35

BibTeX

@article{allaoui2019, author = {ALLAOUI, Abdelhalim and GUEDRI, Abdelmoumene and DARSOUNI, Lamia and DARSOUNI, Abderrazek}, title = {ANN Approach to Predict the Flow Stress of CMn (Nb-Ti-V) Micro Alloyed Steel}, journal = {Fracture and Structural Integrity}, year = {2019}, volume = {13}, number = {49}, pages = {350--359}, doi = {10.3221/IGF-ESIS.49.35}, url = {https://doi.org/10.3221/IGF-ESIS.49.35}, issn = {1971-8993} }

RIS

TY - JOUR AU - ALLAOUI, Abdelhalim AU - GUEDRI, Abdelmoumene AU - DARSOUNI, Lamia AU - DARSOUNI, Abderrazek TI - ANN Approach to Predict the Flow Stress of CMn (Nb-Ti-V) Micro Alloyed Steel JO - Fracture and Structural Integrity T2 - Fracture and Structural Integrity PY - 2019 DA - 2019/06/10 VL - 13 IS - 49 SP - 350 EP - 359 DO - 10.3221/IGF-ESIS.49.35 UR - https://doi.org/10.3221/IGF-ESIS.49.35 SN - 1971-8993 ER -

Licence

Copyright © 2019 Abdelhalim ALLAOUI, Abdelmoumene GUEDRI, Lamia DARSOUNI, Abderrazek DARSOUNI.

Copyright 
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