@article{picardkkthpinnenforcingnonlinearenthalpy, title = {Picard-KKT-hPINN: Enforcing Nonlinear Enthalpy Balances for Physically Consistent Neural Networks}, author = {Giacomo Lastrucci and Tanuj Karia and Zoƫ Gromotka and Artur M. Schweidtmann}, year = {2025}, eprint = {2501.17782}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2501.17782v1}, }