Physics-Informed Neural Networks for Thermo-Responsive Hydrogel Swelling: Integrating Constitutive Models with Sparse Experimental Data.

Takmili SA, Choi E, Ostadrahimi A, Baghani M

Open source

DOI
10.3390/ma18235401
Published
2025 Nov 30
Container
Materials (Basel, Switzerland)
Publisher
Not recorded
Open access
yes

Credibility signals

limited evidence Score 45/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

Cite this work

BibTeX

@article{allodium:10.3390/ma18235401,
  title = {Physics-Informed Neural Networks for Thermo-Responsive Hydrogel Swelling: Integrating Constitutive Models with Sparse Experimental Data.},
  author = {Takmili SA and Choi E and Ostadrahimi A and Baghani M},
  year = {2025},
  journal = {Materials (Basel, Switzerland)},
  doi = {10.3390/ma18235401},
  url = {https://doi.org/10.3390/ma18235401}
}

RIS

TY  - JOUR
TI  - Physics-Informed Neural Networks for Thermo-Responsive Hydrogel Swelling: Integrating Constitutive Models with Sparse Experimental Data.
AU  - Takmili SA
AU  - Choi E
AU  - Ostadrahimi A
AU  - Baghani M
PY  - 2025
JO  - Materials (Basel, Switzerland)
DO  - 10.3390/ma18235401
UR  - https://doi.org/10.3390/ma18235401
ER  - 

APA

SA, T., E, C., A, O., & M, B. (2025). Physics-Informed Neural Networks for Thermo-Responsive Hydrogel Swelling: Integrating Constitutive Models with Sparse Experimental Data.. Materials (Basel, Switzerland). https://doi.org/10.3390/ma18235401

Source records