• Home
  • Search
  • Optimized structure design for binary particle mixing in rotating drums using a combined DEM and gaussian process-based model
  • Cite Icon8
  • https://doi.org/10.1016/j.dche.2024.100175Copy DOI Icon

Optimized structure design for binary particle mixing in rotating drums using a combined DEM and gaussian process-based model

Show More
  • Abstract
  • Literature Map
  • References
  • Citations
  • Similar Papers
Abstract

Particle mixing is a crucial operation in various industrial production processes. However, phenomena like segregation or local accumulation can arise, especially when particles differ in properties like radius and density. Numerical simulation of particles using Discrete Element Method (DEM) allows for the manipulation of control variables in batches, generating a large amount of data and facilitating quantitative research. In this study, the mixing behaviors of binary particles in rotating drums are systematically investigated. The DEM model is first validated with experimental data and then rotating drums with varying obstacles, rotation speeds, particle radii, and densities are simulated. Moreover, a Gaussian process-based optimization is conducted by correlating Lacey mixing index (MI) and parameterized shape of obstacle to find the optimized mixing condition. Experimental validations are further performed on the optimized condition to verify the design. It is shown that this integrated approach holds significant potential for enhancing the efficiency, effectiveness of industrial mixing processes and the consideration of energy consumption when balancing the mixing efficiency and optimal rotating speed.

Similar Papers
  • Research Article
  • Citations16

Multicomponent granular mixing in a Bohle bin Blender-Experiments and simulation.

  • Feb 11, 2020
  • International Journal of Pharmaceutics
  • Koyel Sen +5
  • Research Article
  • Citations10

Investigation of strain-sensitive properties of porous media through micro-CT imaging and numerical modelling

  • Jul 11, 2024
  • Computers and Geotechnics
  • Shan Zhong +3
  • Conference Article
  • Citations3

Modeling Macro-Scale Clay Secondary Compression at Micro-Scale Clay Particle Interfaces

  • Mar 11, 2011
  • Laura Kosoglu +1
  • Research Article
  • Citations17

Simulation of Motion Behavior of Concrete in Pump Pipe by DEM

  • Jan 01, 2021
  • Advances in Civil Engineering
  • Ji Hao +5
  • PDF
  • Research Article

Contribution to micromechanical modeling of the shear wave propagation in a sand deposit

  • Jun 29, 2024
  • Technology audit and production reserves
  • Said Derbane +2
  • Research Article
  • Citations19

DEM simulations on the influence of carbonate precipitation on liquefaction mitigation of sand

  • Jul 21, 2023
  • Computers and Geotechnics
  • Pu Yang +2
  • PDF
  • Research Article
  • Citations35

Simulation of the Flowability of Fresh Concrete by Discrete Element Method

  • Feb 08, 2021
  • Frontiers in Materials
  • Yue Li +4
  • Research Article
  • Citations78

Particulate mixing in a plough share mixer using DEM with realistic shaped particles

  • Jun 15, 2013
  • Powder Technology
  • Paul W Cleary
  • Research Article
  • Citations2

Multi-scale modeling of the progressive damage in cross-ply laminates under thermal and mechanical loading

  • Sep 13, 2012
  • IOP Conference Series: Materials Science and Engineering
  • D Yang +3
  • Research Article
  • Citations34

Numerical CFD simulation of 1 MWth circulating fluidized bed using the coarse grain discrete element method with homogenous drag models and particle size distribution

  • Sep 28, 2017
  • Fuel Processing Technology
  • Alexander Stroh +4
  • Research Article
  • Citations62

Discrete element model for performance analysis of cutterhead excavation system of EPB machine

  • Apr 18, 2013
  • Tunnelling and Underground Space Technology
  • Li Wu +2
  • Research Article
  • Citations10

Discrete element method simulation of segregation pattern in a sinter cooler charging chute system

  • Sep 25, 2020
  • Particuology
  • Edouard Izard +2
  • Research Article
  • Citations9

Modeling the Propagation of Salmonella within Bulk Almond Using Discrete Element Method Particle Simulation Technique

  • Oct 05, 2020
  • Journal of Food Engineering
  • Quincy J Suehr +3
  • Research Article
  • Citations46

Discrete element simulations of granular pile formation

  • Apr 05, 2011
  • Engineering Computations
  • Andrew Phillip Grima +1
  • Research Article
  • Citations12

DEM analysis of heat generation and transfer during granular flow in a rotating drum

  • Sep 18, 2024
  • Chemical Engineering Journal
  • Jiawei Hu +5
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.