Benchmarking chemical neural ordinary differential equations to obtain reaction network-constrained kinetic models from spectroscopic data

A Puliyanda, K Srinivasan, Z Li, V Prasad - Engineering Applications of …, 2023 - Elsevier
Kinetic model identification relies on accurate concentration measurements and physical
constraints to limit solution multiplicity. Not having these measurements and prior knowledge …

Benchmarking chemical neural ordinary differential equations to obtain reaction network-constrained kinetic models from spectroscopic data

A Puliyanda, K Srinivasan, Z Li, V Prasad - 2023 - dl.acm.org
Kinetic model identification relies on accurate concentration measurements and physical
constraints to limit solution multiplicity. Not having these measurements and prior knowledge …