@article{physicsinformedneuralnetworksneeda, title = {Physics-informed neural networks need a physicist to be accurate: the case of mass and heat transport in Fischer-Tropsch catalyst particles}, author = {Tymofii Nikolaienko and Harshil Patel and Aniruddha Panda and Subodh Madhav Joshi and Stanislav Jaso and Kaushic Kalyanaraman}, year = {2024}, eprint = {2411.10048}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2411.10048v1}, }