Machine learning accelerated discrete element modeling of granular flows

Coarse-Grain DEM Modelling in Fluidized Bed Simulation: A Review

(2021) Alberto Di Renzo et al.   Processes

Machine learning–accelerated computational fluid dynamics

(2021) Dmitrii Kochkov et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Machine learning to assist filtered two‐fluid model development for dense gas–particle flows

(2020) Li‐Tao Zhu et al.   AICHE JOURNAL

Modeling of the filtered drag force in gas–solid flows via a deep learning approach

(2020) Yu Zhang et al.   CHEMICAL ENGINEERING SCIENCE

A supervised machine learning approach for predicting variable drag forces on spherical particles in suspension

(2019) Long He et al.   POWDER TECHNOLOGY

Latent Space Physics: Towards Learning the Temporal Evolution of Fluid Flow

(2019) S. Wiewel et al.   COMPUTER GRAPHICS FORUM

Neural-network-based filtered drag model for gas-particle flows

(2018) Yundi Jiang et al.   POWDER TECHNOLOGY

Influences of operating parameters on the fluidized bed coal gasification process: A coarse-grained CFD-DEM study

(2018) Chenshu Hu et al.   CHEMICAL ENGINEERING SCIENCE

Assessment of Different Discrete Particle Methods Ability To Predict Gas-Particle Flow in a Small-Scale Fluidized Bed

(2017) Liqiang Lu et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Computer virtual experiment on fluidized beds using a coarse-grained discrete particle method—EMMS-DPM

(2016) Liqiang Lu et al.   CHEMICAL ENGINEERING SCIENCE

Reynolds averaged turbulence modelling using deep neural networks with embedded invariance

(2016) Julia Ling et al.   JOURNAL OF FLUID MECHANICS

A GPU-based DEM approach for modelling of particulate systems

(2016) J.Q. Gan et al.   POWDER TECHNOLOGY

Data-driven fluid simulations using regression forests

(2015) L'ubor Ladický et al.   ACM TRANSACTIONS ON GRAPHICS

Deep learning

(2015) Yann LeCun et al.   NATURE

Verification and validation of a coarse grain model of the DEM in a bubbling fluidized bed

(2014) Mikio Sakai et al.   CHEMICAL ENGINEERING JOURNAL

Quasi-real-time simulation of rotating drum using discrete element method with parallel GPU computing

(2011) Ji Xu et al.   Particuology

Open-source MFIX-DEM software for gas–solids flows: Part I—Verification studies

(2011) Rahul Garg et al.   POWDER TECHNOLOGY

Open-source MFIX-DEM software for gas-solids flows: Part II — Validation studies

(2011) Tingwen Li et al.   POWDER TECHNOLOGY

Parallel-vector algorithms for particle simulations on shared-memory multiprocessors

(2010) Daisuke Nishiura et al.   JOURNAL OF COMPUTATIONAL PHYSICS