FMEnets couples three physics-informed networks, in MLP or KAN form, to predict velocity, concentration, and temperature in non-ideal plug flow reactors and to infer activation energy from sparse data.
Fundamentals of green chemistry: efficiency in reaction design
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
FMEnets: Flow, Material, and Energy networks for non-ideal plug flow reactor design
FMEnets couples three physics-informed networks, in MLP or KAN form, to predict velocity, concentration, and temperature in non-ideal plug flow reactors and to infer activation energy from sparse data.