A Physics-Informed Neural Network for Creep-Fatigue Life Prediction of Components at Elevated Temperatures

Engineering Fracture Mechanics ◽

10.1016/j.engfracmech.2021.108130 ◽

2021 ◽

pp. 108130

Author(s):

Zhang Xiao-Cheng ◽

Gong Jian-Guo ◽

Xuan Fu-Zhen

Keyword(s):

Neural Network ◽

Fatigue Life ◽

Life Prediction ◽

Elevated Temperatures ◽

Fatigue Life Prediction ◽

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A study of creep-fatigue life prediction using an artificial neural network

Metals and Materials International ◽

10.1007/bf03186074 ◽

2001 ◽

Vol 7 (4) ◽

pp. 311-317 ◽

Author(s):

Young Il Kwon ◽

Byeong Soo Lim

Keyword(s):

Neural Network ◽

Artificial Neural Network ◽

Fatigue Life ◽

Life Prediction ◽

Fatigue Life Prediction ◽

Creep Fatigue ◽

Artificial Neural

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Creep-fatigue life prediction—a ductility model Goswami, T. High Temp. Mater. Process. (1995) 14 (2), 101–114

International Journal of Fatigue ◽

10.1016/s0142-1123(97)87153-8 ◽

1996 ◽

Vol 18 (8) ◽

pp. 608 ◽

Keyword(s):

Fatigue Life ◽

Life Prediction ◽

Fatigue Life Prediction ◽

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Fatigue life prediction based on Artificial Neural Network

Safety and Reliability of Complex Engineered Systems ◽

10.1201/b19094-308 ◽

2015 ◽

pp. 2349-2357

Author(s):

Zhangmin Bao ◽

Wei Zhang ◽

Shan Jiang ◽

Fuqiang Sun

Keyword(s):

Neural Network ◽

Artificial Neural Network ◽

Fatigue Life ◽

Life Prediction ◽

Fatigue Life Prediction ◽

Artificial Neural

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A neural-network approach to fatigue-life prediction

Fatigue in Composite ◽

10.1201/9781439823255.ch21 ◽

2003 ◽

Author(s):

J Lee ◽

D Almond

Keyword(s):

Neural Network ◽

Fatigue Life ◽

Life Prediction ◽

Fatigue Life Prediction ◽

Network Approach ◽

Neural Network Approach

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Creep-fatigue life prediction of aged 13CrMo44 steel using the tensile plastic strain energy

European Structural Integrity Society - Temperature-fatigue Interaction, International Conference on Temperature-Fatigue Interaction, Ninth International Spring Meeting ◽

10.1016/s1566-1369(02)80063-2 ◽

2002 ◽

pp. 65-73

Author(s):

Geewook Song ◽

Jungseob Hyun ◽

Jeongsoo Ha

Keyword(s):

Fatigue Life ◽

Plastic Strain ◽

Strain Energy ◽

Life Prediction ◽

Fatigue Life Prediction ◽

Creep Fatigue ◽

Plastic Strain Energy

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A neural-network approach to fatigue-life prediction

Fatigue in Composites ◽

10.1533/9781855738577.4.569 ◽

2003 ◽

pp. 569-589 ◽

Author(s):

J.A. Lee ◽

D.P. Almond

Keyword(s):

Neural Network ◽

Fatigue Life ◽

Life Prediction ◽

Fatigue Life Prediction ◽

Network Approach ◽

Neural Network Approach

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Low Cycle Fatigue Life Prediction of Ceramic Matrix Composites at Elevated Temperatures

Proceedings of the 19th Annual Conference on Composites, Advanced Ceramics, Materials, and Structures—B: Ceramic Engineering and Science Proceedings, Volume 16, Issue 5 - Ceramic Engineering and Science Proceedings ◽

10.1002/9780470314784.ch9 ◽

2008 ◽

pp. 682-690

Author(s):

N. Iyengar ◽

K. L. Reifsnider

Keyword(s):

Fatigue Life ◽

Life Prediction ◽

Elevated Temperatures ◽

Low Cycle Fatigue ◽

Ceramic Matrix Composites ◽

Ceramic Matrix ◽

Fatigue Life Prediction ◽

Matrix Composites ◽

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Cyclic stress-strain behavior and creep-fatigue life prediction of perforated plates

Mechanical Behaviour of Materials VI ◽

10.1016/b978-0-08-037890-9.50169-1 ◽

1992 ◽

pp. 317-322

Author(s):

Toshihide IGARI ◽

Masafumi YAMAUCHI ◽

Toshiro Matsubara ◽

Shinichi NOMURA

Keyword(s):

Fatigue Life ◽

Life Prediction ◽

Cyclic Stress ◽

Fatigue Life Prediction ◽

Stress Strain ◽

Perforated Plates ◽

Strain Behavior ◽

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Low-Cycle Fatigue Life Prediction in GTD-111 Superalloy at Elevated Temperatures

Transactions of the Korean Society of Mechanical Engineers A ◽

10.3795/ksme-a.2011.35.7.753 ◽

2011 ◽

Vol 35 (7) ◽

pp. 753-758 ◽

Author(s):

Ho-Young Yang ◽

Jae-Hoon Kim ◽

Keun-Bong Yoo ◽

Han-Sang Lee ◽

Young-Soo You

Keyword(s):

Fatigue Life ◽

Life Prediction ◽

Elevated Temperatures ◽

Low Cycle Fatigue ◽

Fatigue Life Prediction ◽

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Multi-axial creep-fatigue life prediction considering history-dependent damage evolution: A new numerical procedure and experimental validation

Journal of the Mechanics and Physics of Solids ◽

10.1016/j.jmps.2019.04.016 ◽

2019 ◽

Vol 131 ◽

pp. 313-336 ◽

Author(s):

Run-Zi Wang ◽

Su-Juan Guo ◽

Haofeng Chen ◽

Jian-Feng Wen ◽

Xian-Cheng Zhang ◽

...

Keyword(s):

Fatigue Life ◽

Damage Evolution ◽

Life Prediction ◽

Experimental Validation ◽

Numerical Procedure ◽

Fatigue Life Prediction ◽

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