Multi-modal framework to model wet milling through numerical simulations and artificial intelligence (part 2)

Christoph Thon,Ann-Christin Böttcher,Felix Möhlen,Minghui Yu,Arno Kwade,Carsten Schilde

Chemical Engineering Journal（2022）

引用 4|浏览2

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摘要

•Multi-modal framework combining experiments, simulations, and AI techniques.•Predictive modelling of relative velocity distribution and spatial distribution via heatmaps.•Novel AI training technique combining neural nets and genetic algorithms – “GRL”.•Fast and easy to apply predictive models for the simulation of large parameter studies.•Genetic programming for autonomous derivation of transparent equations.

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关键词

Wet stirred media mills,Genetic reinforcement learning,Genetic programming,CFD-DEM simulation,Predictive mill models

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