In silico evaluation of manufacturing concepts for non-Newtonian products
Lead Research Organisation:
University of Manchester
Department Name: Mechanical Aerospace and Civil Eng
Abstract
The main aim of the work is to establish the optimal geometric configuration for a particular configuration of process mixer
(a Controlled Deformation Dynamic Mixer (CDDM)). The project will seek to understand the unique flow dynamics found
inside the mixer itself and, through that understanding, improve the quality of the mixture that the device produces. At the
same time, the work will establish changes to the mixer geometry such that the overall mixture is improved, while
simultaneously reducing the power required. The analysis of the mixer is made more complex because the flow within is
typically non-Newtonian, and demonstrates a viscosity that is dependent (in the first instance) on the shear rate and (in the
second instance) on the processing history of the fluid itself. The physics of the process material, coupled with the
competing influences of high angular velocities (the mixer typically runs at approximately 50000rpm), high pressure drops
and extremely small flow geometries preclude easy characterisation of the flow. In addition, the channels through the mixer
are sinuous and change with the mixer rotor position. In the light of these, the flow will be studied initially in the laminar
flow mode and static configuration; as understanding develops, increasingly complex dynamics will be introduced---either
through the mixer motion itself, through the action of the viscosity, through turbulent flow physics or some combination of all
three. The work is of considerable interest to the academic partner, as the evolving rheology represents an application of
multiphysics; it couples together CFD, rheology and (in the longer term) meso-scale modelling. The wider goal of the
project is to accelerate the introduction of new & better products into the market by the simulation of manufacturing
processes for complex multiphase liquid products for fast moving consumer goods (FMCG), and unifies computational fluid
dynamics (CFD), rapid prototyping (RP) and experimental evaluation.
(a Controlled Deformation Dynamic Mixer (CDDM)). The project will seek to understand the unique flow dynamics found
inside the mixer itself and, through that understanding, improve the quality of the mixture that the device produces. At the
same time, the work will establish changes to the mixer geometry such that the overall mixture is improved, while
simultaneously reducing the power required. The analysis of the mixer is made more complex because the flow within is
typically non-Newtonian, and demonstrates a viscosity that is dependent (in the first instance) on the shear rate and (in the
second instance) on the processing history of the fluid itself. The physics of the process material, coupled with the
competing influences of high angular velocities (the mixer typically runs at approximately 50000rpm), high pressure drops
and extremely small flow geometries preclude easy characterisation of the flow. In addition, the channels through the mixer
are sinuous and change with the mixer rotor position. In the light of these, the flow will be studied initially in the laminar
flow mode and static configuration; as understanding develops, increasingly complex dynamics will be introduced---either
through the mixer motion itself, through the action of the viscosity, through turbulent flow physics or some combination of all
three. The work is of considerable interest to the academic partner, as the evolving rheology represents an application of
multiphysics; it couples together CFD, rheology and (in the longer term) meso-scale modelling. The wider goal of the
project is to accelerate the introduction of new & better products into the market by the simulation of manufacturing
processes for complex multiphase liquid products for fast moving consumer goods (FMCG), and unifies computational fluid
dynamics (CFD), rapid prototyping (RP) and experimental evaluation.
Planned Impact
The work will increase the competitiveness of the UK by improving innovation and introducing shorter channels between
supply and demand. The work is estimated to have economic benefits of the order of £15-30M to the UK and to Europe.
The strategic goal of the project is directed towards on-site manufacture and distribution, which will also impact directly on
the general public through increased consumer choice and a more attractive pricing structure. In addition, by reducing the
length of the supply chain, the work will have an indirect effect on the quality of UK life. This will be achieved by the
reduction in carbon footprint resulting from reduced storage and -particularly-from reduced domestic transportation of end
product.
Outside of the fast moving consumer goods envisage by the industrial partners, mixing is ubiquitous in many industries,
and the energy costs of mixing is increasingly studied (see, for example
http://www.grundfos.com/content/dam/Global%20Site/Industries%20%26%20solutions/waterutility/pdf/Energy_saving_potential_for_mixing_of_horizontal_flow_systems.pdf, http://mixing14.eu/p/mixing14eu_35.pdf or
http://www.chopperpumps.com/pdfs/brochure_rotamix.pdf for examples of how CFD and experiment are increasingly used
to reduce energy costs associated with mixing). Through CDDMtec, this project has a natural conduit to other industries
where mixer design development-refined by the work undertaken here- will be able to contribute to the overall reduction in
mixer power costs.
In terms of wider public engagement, non-Newtonian flows are of considerable general interest; blood flow is an important
application (see, for example
http://www2.imperial.ac.uk/ssherw/physflow/pfn/Meetings/Edinburgh/Presentations/Ieuan%20Owen.pdf). Also, there are
well known examples (such as the corn starch and water mixture commonly referred to as 'Oobleck') which provide an
excellent introduction to aspects of fluid dynamics for young scholars or the interested public (examples for the non expert
audience can be found, for example, at http://www.sciencelearn.org.nz/Science-Stories/Strange-Liquids/Non-Newtonianfluids).
We anticipate providing a number of examples of non-Newtonian flows (both simulated and experimental - refer to
the pathways to impact document), through which we will demonstrate the importance of the work to the wider audience.
supply and demand. The work is estimated to have economic benefits of the order of £15-30M to the UK and to Europe.
The strategic goal of the project is directed towards on-site manufacture and distribution, which will also impact directly on
the general public through increased consumer choice and a more attractive pricing structure. In addition, by reducing the
length of the supply chain, the work will have an indirect effect on the quality of UK life. This will be achieved by the
reduction in carbon footprint resulting from reduced storage and -particularly-from reduced domestic transportation of end
product.
Outside of the fast moving consumer goods envisage by the industrial partners, mixing is ubiquitous in many industries,
and the energy costs of mixing is increasingly studied (see, for example
http://www.grundfos.com/content/dam/Global%20Site/Industries%20%26%20solutions/waterutility/pdf/Energy_saving_potential_for_mixing_of_horizontal_flow_systems.pdf, http://mixing14.eu/p/mixing14eu_35.pdf or
http://www.chopperpumps.com/pdfs/brochure_rotamix.pdf for examples of how CFD and experiment are increasingly used
to reduce energy costs associated with mixing). Through CDDMtec, this project has a natural conduit to other industries
where mixer design development-refined by the work undertaken here- will be able to contribute to the overall reduction in
mixer power costs.
In terms of wider public engagement, non-Newtonian flows are of considerable general interest; blood flow is an important
application (see, for example
http://www2.imperial.ac.uk/ssherw/physflow/pfn/Meetings/Edinburgh/Presentations/Ieuan%20Owen.pdf). Also, there are
well known examples (such as the corn starch and water mixture commonly referred to as 'Oobleck') which provide an
excellent introduction to aspects of fluid dynamics for young scholars or the interested public (examples for the non expert
audience can be found, for example, at http://www.sciencelearn.org.nz/Science-Stories/Strange-Liquids/Non-Newtonianfluids).
We anticipate providing a number of examples of non-Newtonian flows (both simulated and experimental - refer to
the pathways to impact document), through which we will demonstrate the importance of the work to the wider audience.
People |
ORCID iD |
Robert Prosser (Principal Investigator) |
Publications
Ahmed U
(2018)
An energy transport based evolving rheology in high-shear rotor-stator mixers
in Chemical Engineering Research and Design
Michael V
(2017)
CFD-PBM simulation of dense emulsion flows in a high-shear rotor-stator mixer
in Chemical Engineering Research and Design
Description | The principle output thus far has been the application of Computational Fluid Dynamics with moving meshes to simulate high speed rotating mixer applications. These mixers have complex internal geometry, mixed turbulent and laminar flow modes, and non-Newtonian rheology. The rheology refers particularly to the viscous behaviour of the fluid emulsions typically encountered (i.e. paint, or mayonnaise). Through our work on population balance modelling, we have shed light on the detailed fluid mechanics undergone within core design mixers, and have looked at the important issue of scaling; this is a problem unique to complex rheologies, where the (normally) universal scaling rules linking laboratory scale (where new products are developed) to industrial scale processes (where new products are manufactured) are no longer valid. We have identified key bottlenecks in the simulation of structured fluids, and started on more complex visco-elastic fluids. |
Exploitation Route | Although originally developed for personal care products, mixers are ubiquitous throughout the process engineering and manufacturing sectors. Any industry within these areas could potentially benefit from the work undertaken here. |
Sectors | Agriculture, Food and Drink,Chemicals,Digital/Communication/Information Technologies (including Software),Healthcare,Manufacturing, including Industrial Biotechology,Pharmaceuticals and Medical Biotechnology |
Description | This project developed and applied computational models to the simulation and validation of so-called structured fluids during industrial processing. Constitutive models and techniques were developed for: (1) Relatively simple fluids in complex rotating geometries (e.g. backflushing in high shear mixers). (2) More complex structured fluids, particularly emulsions (for example, mayonnaise and sauces) and micellar systems (i.e. shampoos). These have been simulated in high shear rotary and static mixers where turbulence, cavitation and other physical processes simultaneously take place. The outputs of these models predominantly take the form of scaling rules, mixing times, power consumption and other process-relevant quantities such as pressure drop. Both the specific outputs and the capabilities themselves have been taken up by a number of industrial collaborators and incorporated into their workflows. The ability of Computational Fluid Dynamics to complement experimental characterisation of industrial mixers has thus been demonstrated. The capabilities demonstrated in this project are now being taken up by other industrial partners, through follow up grants in the UK (CAFE4DM) and the EU (VIMMP). The capability is also being extended to other classes of constitutive behaviour, such as nematodynamic (liquid crystal) flows. |
First Year Of Impact | 2017 |
Sector | Agriculture, Food and Drink,Manufacturing, including Industrial Biotechology |
Impact Types | Economic |
Description | CFD simulation of in-line high speed Rotor stator mixer incorporating an evolving rheology |
Amount | £234,000 (GBP) |
Organisation | Unilever |
Department | Unilever UK R&D Centre Port Sunlight |
Sector | Private |
Country | United Kingdom |
Start | 05/2016 |
End | 04/2018 |
Description | Magnetic Bead Mixing Evaluation |
Amount | £62,249 (GBP) |
Funding ID | IAA 159 |
Organisation | Engineering and Physical Sciences Research Council (EPSRC) |
Sector | Public |
Country | United Kingdom |
Start | 01/2017 |
End | 06/2017 |
Description | Parametric sonolator simulation |
Amount | £32,000 (GBP) |
Organisation | Unilever |
Department | Unilever UK R&D Centre Port Sunlight |
Sector | Private |
Country | United Kingdom |
Start | 06/2016 |
End | 09/2016 |
Description | Silverson mixer simulation |
Amount | £29,000 (GBP) |
Organisation | Unilever |
Department | Unilever UK R&D Centre Port Sunlight |
Sector | Private |
Country | United Kingdom |
Start | 05/2016 |
End | 08/2016 |
Description | The Centre in Advanced Fluid Engineering for Digital Manufacturing (CAFE4DM) |
Amount | £3,097,928 (GBP) |
Funding ID | EP/R00482X/1 |
Organisation | Engineering and Physical Sciences Research Council (EPSRC) |
Sector | Public |
Country | United Kingdom |
Start | 10/2017 |
End | 09/2022 |
Description | Virtual Materials Market Place |
Amount | € 9,458,651 (EUR) |
Funding ID | DLV-760907 |
Organisation | European Commission |
Sector | Public |
Country | European Union (EU) |
Start | 11/2017 |
End | 10/2021 |
Description | population balance methods for emulsion simulation |
Amount | £80,000 (GBP) |
Organisation | Unilever |
Department | Unilever UK R&D Centre Port Sunlight |
Sector | Private |
Country | United Kingdom |
Start | 04/2017 |
End | 11/2017 |
Description | CAFE4DM |
Organisation | Science and Technologies Facilities Council (STFC) |
Country | United Kingdom |
Sector | Public |
PI Contribution | My Group's contribution will be to develop and incorporate viscoelastic constitutive equations into open source Computational Fluid Dynamics (CFD) software. |
Collaborator Contribution | The University of Manchester has a number of groups working on this collaboration. The school of Chemical Engineering and Analytical Sciences (CEAS) will be: (1) Performing mesoscopic simulations of discrete systems to predict emergent rheology from (for example) wormlike micellar systems (Carbone, Masters); (2) CEAS will work with the school of Mechanical, aerospace and Civil Engineering (MACE) to link macroscopic CFD simulations to process analytics, thereby provide industrial scale validation and control of structured fluid processing (Martin); (3) CEAS also will develop structure property relationships VIA NMR, X-ray and Neutron Scattering to inform the development of the mesoscale modelling component (Hardacre) and the development of the constitutive equations themselves (Cates, University of Cambridge). The Manchester Business school will work on innovation management, identifying the determining factors required to drive behavioural change and the adoption of the results / technologies emerging from the CAFE4DM project. |
Impact | No outputs have yet been reported |
Start Year | 2017 |
Description | CAFE4DM |
Organisation | Unilever |
Department | Unilever UK R&D Centre Port Sunlight |
Country | United Kingdom |
Sector | Private |
PI Contribution | My Group's contribution will be to develop and incorporate viscoelastic constitutive equations into open source Computational Fluid Dynamics (CFD) software. |
Collaborator Contribution | The University of Manchester has a number of groups working on this collaboration. The school of Chemical Engineering and Analytical Sciences (CEAS) will be: (1) Performing mesoscopic simulations of discrete systems to predict emergent rheology from (for example) wormlike micellar systems (Carbone, Masters); (2) CEAS will work with the school of Mechanical, aerospace and Civil Engineering (MACE) to link macroscopic CFD simulations to process analytics, thereby provide industrial scale validation and control of structured fluid processing (Martin); (3) CEAS also will develop structure property relationships VIA NMR, X-ray and Neutron Scattering to inform the development of the mesoscale modelling component (Hardacre) and the development of the constitutive equations themselves (Cates, University of Cambridge). The Manchester Business school will work on innovation management, identifying the determining factors required to drive behavioural change and the adoption of the results / technologies emerging from the CAFE4DM project. |
Impact | No outputs have yet been reported |
Start Year | 2017 |
Description | CAFE4DM |
Organisation | University of Cambridge |
Department | Department of Pure Mathematics and Mathematical Statistics |
Country | United Kingdom |
Sector | Academic/University |
PI Contribution | My Group's contribution will be to develop and incorporate viscoelastic constitutive equations into open source Computational Fluid Dynamics (CFD) software. |
Collaborator Contribution | The University of Manchester has a number of groups working on this collaboration. The school of Chemical Engineering and Analytical Sciences (CEAS) will be: (1) Performing mesoscopic simulations of discrete systems to predict emergent rheology from (for example) wormlike micellar systems (Carbone, Masters); (2) CEAS will work with the school of Mechanical, aerospace and Civil Engineering (MACE) to link macroscopic CFD simulations to process analytics, thereby provide industrial scale validation and control of structured fluid processing (Martin); (3) CEAS also will develop structure property relationships VIA NMR, X-ray and Neutron Scattering to inform the development of the mesoscale modelling component (Hardacre) and the development of the constitutive equations themselves (Cates, University of Cambridge). The Manchester Business school will work on innovation management, identifying the determining factors required to drive behavioural change and the adoption of the results / technologies emerging from the CAFE4DM project. |
Impact | No outputs have yet been reported |
Start Year | 2017 |
Title | coupled rheological models for fluid flow and materials processing |
Description | Subroutines have been developed for: (1) the solution of population balance coupled with constitutive equations and fluid flow simulation for both low and high internal phase emulsions: (2) A continuum damage like treatment for the coupled evolution of structured liquids and processing. These models have been implemented in the open software CFD package CODE-SATURNE |
Type Of Technology | Software |
Year Produced | 2017 |
Impact | These subroutines are very recent, and are not yet widely used in the structured fluids processing community. |