Quantitative microstructure analysis for solid-state metal additive manufacturing via deep learning

Journal of Materials Research ◽

10.1557/jmr.2020.120 ◽

2020 ◽

Vol 35 (15) ◽

pp. 1936-1948

Author(s):

Yi Han ◽

R. Joey Griffiths ◽

Hang Z. Yu ◽

Yunhui Zhu

Keyword(s):

Deep Learning ◽

Additive Manufacturing ◽

Solid State ◽

Microstructure Analysis ◽

Metal Additive Manufacturing ◽

Image Position ◽

Abstract

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Morphological and microstructural investigation of the non-planar interface formed in solid-state metal additive manufacturing by additive friction stir deposition

Additive Manufacturing ◽

10.1016/j.addma.2020.101293 ◽

2020 ◽

Vol 35 ◽

pp. 101293 ◽

Author(s):

Mackenzie E.J. Perry ◽

R. Joey Griffiths ◽

David Garcia ◽

Jennifer M. Sietins ◽

Yunhui Zhu ◽

...

Keyword(s):

Additive Manufacturing ◽

Solid State ◽

Planar Interface ◽

Microstructural Investigation ◽

Metal Additive Manufacturing ◽

Friction Stir ◽

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A Review on Recent Progress in Solid State Friction Based Metal Additive Manufacturing: Friction Stir Additive Techniques

Critical Reviews in Solid State and Material Sciences ◽

10.1080/10408436.2018.1490250 ◽

2018 ◽

Vol 44 (5) ◽

pp. 345-377 ◽

Author(s):

Manu Srivastava ◽

Sandeep Rathee ◽

Sachin Maheshwari ◽

Arshad Noor Siddiquee ◽

T. K. Kundra

Keyword(s):

Additive Manufacturing ◽

Solid State ◽

Recent Progress ◽

Metal Additive Manufacturing ◽

Friction Stir ◽

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Quality analysis in metal additive manufacturing with deep learning

Journal of Intelligent Manufacturing ◽

10.1007/s10845-020-01549-2 ◽

2020 ◽

Vol 31 (8) ◽

pp. 2003-2017 ◽

Author(s):

Xiang Li ◽

Xiaodong Jia ◽

Qibo Yang ◽

Jay Lee

Keyword(s):

Deep Learning ◽

Additive Manufacturing ◽

Quality Analysis ◽

Metal Additive Manufacturing ◽

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Solid-State Metal Additive Manufacturing: A Review

JOM ◽

10.1007/s11837-020-04260-y ◽

2020 ◽

Vol 72 (9) ◽

pp. 3090-3111 ◽

Author(s):

Nihan Tuncer ◽

Animesh Bose

Keyword(s):

Additive Manufacturing ◽

Solid State ◽

Metal Additive Manufacturing ◽

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Solid-State Metal Additive Manufacturing for Structural Repair

Accounts of Materials Research ◽

10.1021/accountsmr.1c00098 ◽

2021 ◽

Author(s):

Ryan B. Gottwald ◽

R. Joey Griffiths ◽

Dylan T. Petersen ◽

Mackenzie E. J. Perry ◽

Hang Z. Yu

Keyword(s):

Additive Manufacturing ◽

Solid State ◽

Metal Additive Manufacturing ◽

Structural Repair ◽

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Control of residual stress in metal additive manufacturing by low-temperature solid-state phase transformation: An experimental and numerical study

Additive Manufacturing ◽

10.1016/j.addma.2021.102016 ◽

2021 ◽

Vol 42 ◽

pp. 102016

Author(s):

Wei Chen ◽

Lianyong Xu ◽

Yongdian Han ◽

Lei Zhao ◽

Hongyang Jing

Keyword(s):

Residual Stress ◽

Phase Transformation ◽

Additive Manufacturing ◽

Solid State ◽

Low Temperature ◽

Numerical Study ◽

Metal Additive Manufacturing ◽

Solid State Phase Transformation ◽

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Control of Microstructure and Atomic Arrangement by Laser-type Metal Additive Manufacturing; SIP (1st Stage, 2nd Stage) Projects and METI Regional New Growth Industry Creation Promotion Subsidy Project

JOURNAL OF THE JAPAN WELDING SOCIETY ◽

10.2207/jjws.89.27 ◽

2020 ◽

Vol 89 (1) ◽

pp. 27-37

Author(s):

Takayoshi NAKANO

Keyword(s):

Additive Manufacturing ◽

Metal Additive Manufacturing ◽

Atomic Arrangement ◽

Growth Industry ◽

Industry Creation ◽

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Automated inclusion and porosity analysis of metal additive manufacturing parts

Microscopy and Microanalysis ◽

10.1017/s1431927621010230 ◽

2021 ◽

Vol 27 (S1) ◽

pp. 2936-2936

Author(s):

Petrus Pistorius

Keyword(s):

Additive Manufacturing ◽

Metal Additive Manufacturing ◽

Porosity Analysis ◽

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Hybrid metal additive manufacturing: A state–of–the-art review

Advances in Industrial and Manufacturing Engineering ◽

10.1016/j.aime.2021.100032 ◽

2021 ◽

Vol 2 ◽

pp. 100032

Author(s):

J.P.M. Pragana ◽

R.F.V. Sampaio ◽

I.M.F. Bragança ◽

C.M.A. Silva ◽

P.A.F. Martins

Keyword(s):

Additive Manufacturing ◽

State Of The Art ◽

Metal Additive Manufacturing ◽

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Numerical analysis on thermo-fluid–structural performance of graded lattice channels produced by metal additive manufacturing

Applied Thermal Engineering ◽

10.1016/j.applthermaleng.2021.117024 ◽

2021 ◽

pp. 117024

Author(s):

Sungho Yun ◽

DongChan Lee ◽

Dong Soo Jang ◽

Minwoo Lee ◽

Yongchan Kim

Keyword(s):

Additive Manufacturing ◽

Numerical Analysis ◽

Structural Performance ◽

Metal Additive Manufacturing ◽

Graded Lattice ◽

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