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Computational Modeling

Explore all resources, research, and insights associated with "Computational Modeling" at the SMILE Lab.

Research Projects

AI and machine learning for process modelling
Jan 2024

AI and machine learning for process modelling

Combining data-driven and hybrid models with first-principles and CFD modelling for chemical processes, and teaching the methods through short courses and collaboration.

Bubble dynamics and tomography of bubbling beds
Jan 2016

Bubble dynamics and tomography of bubbling beds

Simulations of single and interacting bubbles in liquids and thin columns, and electrical capacitance volume tomography (ECVT) to measure bubbles in fluidized beds.

Circular economy testbed and anaerobic digestion modelling
Jan 2018

Circular economy testbed and anaerobic digestion modelling

Scoping an anaerobic digestion testbed for organic waste at Curtin, supported by a MATLAB model that fits batch methane data and simulates batch and continuous digesters.

Droplet impact and evaporation on hot surfaces
Dec 2010

Droplet impact and evaporation on hot surfaces

Experiments and simulations of droplets hitting, spreading on and evaporating from hot surfaces and particles, including film boiling above the Leidenfrost temperature.

Jan 2004

Modelling fluidized bed polymerization reactors

Reactor models linking polymerization kinetics, particle size distribution and condensed-mode operation in fluidized bed polypropylene reactors, plus jet fluidization experiments and CFD.

Multiscale modelling of gas-solid flow and drag
Jan 2011

Multiscale modelling of gas-solid flow and drag

Lattice Boltzmann simulations of particle clusters, energy-minimisation multiscale (EMMS) drag models and closure studies that make CFD of risers and fluidized beds more predictive.

Phase-field modelling of dendrites in lithium-metal batteries
Jan 2022

Phase-field modelling of dendrites in lithium-metal batteries

Open-source finite element phase-field models of lithium electrodeposition, from planar interfaces to three-dimensional dendrites at experimental scale.

LNG ambient air vaporizers: heat transfer, fog and frost
Jan 2013

LNG ambient air vaporizers: heat transfer, fog and frost

CFD models of how ambient air vaporizers warm cryogenic LNG, how they make fog and frost, and how LNG vapour disperses, to support safer design and siting.

A novel settling tank for produced water treatment
Jan 2019

A novel settling tank for produced water treatment

A settling tank with no moving parts that uses a swirling inlet flow to separate fine particles from produced water, developed with CFD and validated by PIV.

Solid oxide fuel cell modelling from cell to system
Jan 2014

Solid oxide fuel cell modelling from cell to system

Multi-scale and dynamic tank-in-series models of solid oxide fuel cells, plus observer design to estimate internal states, built for process simulators.

Kafirin from sorghum: continuous purification and biomaterials
Jan 2013

Kafirin from sorghum: continuous purification and biomaterials

Purifying kafirin, the main sorghum seed protein, in a continuous fluidized-bed ion-exchange system, and characterising kafirin from grain and from distillers grain for food-grade biomaterials.

Gas-liquid and solid-liquid stirred tanks
Jan 2012

Gas-liquid and solid-liquid stirred tanks

CFD and optical-probe measurements of how stirred tanks suspend solids and disperse gas, from dilute to dense slurries, and from baffled tanks to unbaffled vortices.

SpiroPak: 3D-printed structured packing
Jan 2021

SpiroPak: 3D-printed structured packing

A spiral structured packing designed for additive manufacturing, with CFD and experiments on how packing geometry sets pressure drop and liquid distribution.

Courses

Publications