Joint learning equation of state surfaces with uncertainty-aware physically regularized neural networks
D
Dongyang Kuang
S
Shiwei Li
B
Buxuan Wang
(School of Chemical Engineering and Technology, Key Laboratory for Green Chemical Technology of Ministry of Education, Tianjin University)
C
Chao Xiong
S
Shichang Zhang
Y
Yanyao Zhang
(Department of Earth and Planetary Sciences)
Article Details
Journal
Scientific Reports
Volume / Issue
Vol. 15, Issue 1
Published
July 25, 2025
ISSN
2045-2322
Publisher
Nature Portfolio
Authors (6)
D
Dongyang Kuang
S
Shiwei Li
B
Buxuan Wang
School of Chemical Engineering and Technology, Key Laboratory for Green Chemical Technology of Ministry of Education, Tianjin University
C
Chao Xiong
S
Shichang Zhang
Y
Yanyao Zhang
Department of Earth and Planetary Sciences
Related Articles from this Journal
AI models of unstable flow exhibit hallucination
Ramdhan Wibawa, Birendra Jha
Aug 2026
10.1038/s41598-026-64023-8
The MCAA-YOLO + XPBI integrated model provides a hybrid intelligent measurement method for predicting the body weight of Hu sheep
Hang Zhang, Yuang Cheng et al.
Aug 2026
10.1038/s41598-026-64075-w
Application of iron nano-biofertilizers as a sustainable approach to enhance growth and micronutrient uptake in soybean
Ava Mohrazi, Reza Ghasemi-Fasaei
Aug 2026
10.1038/s41598-026-66011-4
Adolescents’ status-dependent public and private conformity to prosocial and antisocial decisions in a public goods game
Niloofar Saeedi, Khatereh Borhani et al.
Aug 2026
10.1038/s41598-026-64831-y
An explainable hierarchical capsule network framework for supporting expert sensory evaluation of herbal medicines with natural language generation
Hyein Lee, Dae-Hyun Jung
Aug 2026
10.1038/s41598-026-64156-w