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Neural-network based collision operators for the Boltzmann equation

Sean Miller, Nathan V. Roberts, Stephen Bond, Eric C. Cyr

2022Journal of Computational Physics19 citationsDOIOpen Access PDF

Topics & Concepts

Operator (biology)CollisionComputer scienceFidelityBoltzmann constantStatistical physicsBoltzmann equationOverhead (engineering)Applied mathematicsArtificial neural networkFokker–Planck equationBhatnagar–Gross–Krook operatorMonte Carlo methodAlgorithmMathematical optimizationDirect simulation Monte CarloPhysicsMathematicsMathematical analysisArtificial intelligencePartial differential equationQuantum mechanicsDynamic Monte Carlo methodOperating systemTelecommunicationsGeneTranscription factorChemistryBiochemistryStatisticsComputer securityRepressorGas Dynamics and Kinetic TheoryModel Reduction and Neural NetworksQuantum, superfluid, helium dynamics
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