@article{physicsconstraineddeepneuralnetwork,
  title = {Physics-constrained deep neural network method for estimating parameters in a redox flow battery},
  author = {Qizhi He and Panos Stinis and Alexandre Tartakovsky},
  year = {2021},
  eprint = {2106.11451},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2106.11451v2},
}