A novel approach to determine residual stress field during FSW of AZ91 Mg alloy using combined smoothed particle hydrodynamics/neuro-fuzzy computations and ultrasonic testing
The faults in welding design and process every so often yield defective parts during friction stir welding (FSW). The development of numerical approaches including the finite element method (FEM) provides a way to draw a process paradigm before any physical implementation. It is not practical to sim...
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KeAi Communications Co., Ltd.
2021-07-01
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doaj-b3f3fcd715944e2aad97c41fb21e60352021-07-05T04:14:10ZengKeAi Communications Co., Ltd.Journal of Magnesium and Alloys2213-95672021-07-019413041328A novel approach to determine residual stress field during FSW of AZ91 Mg alloy using combined smoothed particle hydrodynamics/neuro-fuzzy computations and ultrasonic testingA.R. Eivani0H. Vafaeenezhad1H.R. Jafarian2J. Zhou3School of Metallurgy and Materials Engineering, Iran University of Science and Technology, Narmak, Tehran, Iran; Corresponding author.School of Metallurgy and Materials Engineering, Iran University of Science and Technology, Narmak, Tehran, IranSchool of Metallurgy and Materials Engineering, Iran University of Science and Technology, Narmak, Tehran, IranDepartment of Biomechanical Engineering, Delft University of Technology, Mekelweg 2, 2628 CD Delft, the NetherlandsThe faults in welding design and process every so often yield defective parts during friction stir welding (FSW). The development of numerical approaches including the finite element method (FEM) provides a way to draw a process paradigm before any physical implementation. It is not practical to simulate all possible designs to identify the optimal FSW practice due to the inefficiency associated with concurrent modeling of material flow and heat dissipation throughout the FSW. This study intends to develop a computational workflow based on the mesh-free FEM framework named smoothed particle hydrodynamics (SPH) which was integrated with adaptive neuro-fuzzy inference system (ANFIS) to evaluate the residual stress in the FSW process. An integrated SPH and ANFIS methodology was established and the well-trained ANIS was then used to predict how the FSW process depends on its parameters. To verify the SPH calculation, an itemized FSW case was performed on AZ91 Mg alloy and the induced residual stress was measured by ultrasonic testing. The suggested methodology can efficiently predict the residual stress distribution throughout friction stir welding of AZ91 alloy.http://www.sciencedirect.com/science/article/pii/S2213956720302607Friction stir welding (FSW)Smoothed particle hydrodynamics (SPH)Adaptive neuro-fuzzy inference system (ANFIS)UltrasonicResidual stress |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
A.R. Eivani H. Vafaeenezhad H.R. Jafarian J. Zhou |
spellingShingle |
A.R. Eivani H. Vafaeenezhad H.R. Jafarian J. Zhou A novel approach to determine residual stress field during FSW of AZ91 Mg alloy using combined smoothed particle hydrodynamics/neuro-fuzzy computations and ultrasonic testing Journal of Magnesium and Alloys Friction stir welding (FSW) Smoothed particle hydrodynamics (SPH) Adaptive neuro-fuzzy inference system (ANFIS) Ultrasonic Residual stress |
author_facet |
A.R. Eivani H. Vafaeenezhad H.R. Jafarian J. Zhou |
author_sort |
A.R. Eivani |
title |
A novel approach to determine residual stress field during FSW of AZ91 Mg alloy using combined smoothed particle hydrodynamics/neuro-fuzzy computations and ultrasonic testing |
title_short |
A novel approach to determine residual stress field during FSW of AZ91 Mg alloy using combined smoothed particle hydrodynamics/neuro-fuzzy computations and ultrasonic testing |
title_full |
A novel approach to determine residual stress field during FSW of AZ91 Mg alloy using combined smoothed particle hydrodynamics/neuro-fuzzy computations and ultrasonic testing |
title_fullStr |
A novel approach to determine residual stress field during FSW of AZ91 Mg alloy using combined smoothed particle hydrodynamics/neuro-fuzzy computations and ultrasonic testing |
title_full_unstemmed |
A novel approach to determine residual stress field during FSW of AZ91 Mg alloy using combined smoothed particle hydrodynamics/neuro-fuzzy computations and ultrasonic testing |
title_sort |
novel approach to determine residual stress field during fsw of az91 mg alloy using combined smoothed particle hydrodynamics/neuro-fuzzy computations and ultrasonic testing |
publisher |
KeAi Communications Co., Ltd. |
series |
Journal of Magnesium and Alloys |
issn |
2213-9567 |
publishDate |
2021-07-01 |
description |
The faults in welding design and process every so often yield defective parts during friction stir welding (FSW). The development of numerical approaches including the finite element method (FEM) provides a way to draw a process paradigm before any physical implementation. It is not practical to simulate all possible designs to identify the optimal FSW practice due to the inefficiency associated with concurrent modeling of material flow and heat dissipation throughout the FSW. This study intends to develop a computational workflow based on the mesh-free FEM framework named smoothed particle hydrodynamics (SPH) which was integrated with adaptive neuro-fuzzy inference system (ANFIS) to evaluate the residual stress in the FSW process. An integrated SPH and ANFIS methodology was established and the well-trained ANIS was then used to predict how the FSW process depends on its parameters. To verify the SPH calculation, an itemized FSW case was performed on AZ91 Mg alloy and the induced residual stress was measured by ultrasonic testing. The suggested methodology can efficiently predict the residual stress distribution throughout friction stir welding of AZ91 alloy. |
topic |
Friction stir welding (FSW) Smoothed particle hydrodynamics (SPH) Adaptive neuro-fuzzy inference system (ANFIS) Ultrasonic Residual stress |
url |
http://www.sciencedirect.com/science/article/pii/S2213956720302607 |
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