Enhancing Material Characterization: Multi-Fidelity Deep Neural Network for Stress-Strain Curve Prediction from Small Punch Test Data

Zhengni Yang; Rui Yang; Weijian Han; Wenyuan Kang; Xiaohan Chen; Ruihan Dong; Jingyi Zhang; Chao Tong; Jingyu Kong

Enhancing Material Characterization: Multi-Fidelity Deep Neural Network for Stress-Strain Curve Prediction from Small Punch Test Data

Zhengni Yang, Rui Yang^*, Weijian Han, Wenyuan Kang, Xiaohan Chen, Ruihan Dong, Jingyi Zhang, Chao Tong, Jingyu Kong

^*Corresponding author for this work

Research output: Contribution to conference › Paper › peer-review

Original language	English
Publication status	Accepted/In press - Jun 2025
Event	2025 International Joint Conference on Neural Networks: IJCNN 2025 - Rome, Italy, Rome, Italy Duration: 30 Jun 2025 → 5 Jul 2025 https://2025.ijcnn.org/

Conference

Conference	2025 International Joint Conference on Neural Networks
Country/Territory	Italy
City	Rome
Period	30/06/25 → 5/07/25
Internet address	https://2025.ijcnn.org/

Cite this

@conference{c45d6aef0ee84807993df635b8f77e6a,

title = "Enhancing Material Characterization: Multi-Fidelity Deep Neural Network for Stress-Strain Curve Prediction from Small Punch Test Data",

author = "Zhengni Yang and Rui Yang and Weijian Han and Wenyuan Kang and Xiaohan Chen and Ruihan Dong and Jingyi Zhang and Chao Tong and Jingyu Kong",

year = "2025",

month = jun,

language = "English",

note = "2025 International Joint Conference on Neural Networks : IJCNN 2025 ; Conference date: 30-06-2025 Through 05-07-2025",

url = "https://2025.ijcnn.org/",

}

TY - CONF

T1 - Enhancing Material Characterization: Multi-Fidelity Deep Neural Network for Stress-Strain Curve Prediction from Small Punch Test Data

AU - Yang, Zhengni

AU - Yang, Rui

AU - Han, Weijian

AU - Kang, Wenyuan

AU - Chen, Xiaohan

AU - Dong, Ruihan

AU - Zhang, Jingyi

AU - Tong, Chao

AU - Kong, Jingyu

PY - 2025/6

Y1 - 2025/6

M3 - Paper

T2 - 2025 International Joint Conference on Neural Networks

Y2 - 30 June 2025 through 5 July 2025

ER -