BWhat changed
Represented particle dynamics as continuous fields with coupled primary and auxiliary neural-operator branches, modeling granular transport observables and coupled CFD-DEM cases.
Scientific scope
Represented particle dynamics as continuous fields with coupled primary and auxiliary neural-operator branches, modeling granular transport observables and coupled CFD-DEM cases. Inherits UPT and numerical training data. Individual-particle properties and out-of-distribution rollouts remain difficult. Largest reported fluidized-bed speed is11seconds for3physical seconds, not real time; faster hopper cases differ. Training/data costs and simplified industrial test settings remain material.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Inherits UPT and numerical training data. Individual-particle properties and out-of-distribution rollouts remain difficult. Largest reported fluidized-bed speed is11seconds for3physical seconds, not real time; faster hopper cases differ. Training/data costs and simplified industrial test settings remain material.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
- NeuralDEM -- Real-time Simulation of Industrial Particulate Flows
- Mistral research publications index
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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