Flotation Cell (Savassi): Difference between revisions
imported>Scott.Munro m (→Entrainment) |
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:<math>S_{\rm b} = \dfrac{6 J_{\rm g}}{d_{\rm b}}</math> | :<math>S_{\rm b} = \dfrac{6 J_{\rm g}}{d_{\rm b}}</math> | ||
The Sauter mean bubble diameter may be determined from gas dispersion measurements. Where a measurement of <math>d_{\rm b}</math> is not available, <math>S_{\rm b}</math> may be estimated by the empirical relation of Gorain et al. ( | The Sauter mean bubble diameter may be determined from gas dispersion measurements. Where a measurement of <math>d_{\rm b}</math> is not available, <math>S_{\rm b}</math> may be estimated by the empirical relation of Gorain et al. (1999):{{Gorain et al. (1999)}} | ||
:<math>S_{\rm b} = 123 {N_{\rm s}}^{0.44} {J_{\rm g}}^{0.75} {A_{\rm s}}^{-0.10} {P_{80}}^{-0.42}</math> | :<math>S_{\rm b} = 123 {N_{\rm s}}^{0.44} {J_{\rm g}}^{0.75} {A_{\rm s}}^{-0.10} {P_{80}}^{-0.42}</math> |
Latest revision as of 01:50, 27 May 2024
Description
This article describes a model that estimates the recovery of ore and gangue from a mechanical flotation cell.
The approach is outlined by Savassi (2005), who proposed a compartment model that separates the mechanisms of true flotation, froth recovery, and entrainment.[1]
Savassi's original model was further extended over many years by subsequent researchers, and the resulting methodology is frequently referred to as the "P9 model" in reference to the AMIRA P9 project that has driven much of the development since.[2]
Model theory
Floatability classes
Much of the original literature underpinning the modelling approach described here refers to the notion of a floatability class, which groups all particles that exhibit similar floatability properties, without any particular reference to particle sizes or mineral compositions within the class.[3] In order to align the flotation modelling approach with the comminution, classification and concentration processes described in other articles, a distinction is made between particle size and floatability component.
The mathematical relations below are developed on the basis of a particle size class which is further subdivided into floatability components. This allows the definition of floatability rate groups (e.g. fast, slow, non-floating) within mineral types (e.g. chalcopyrite, pyrite, non-sulphide gangue), by size fraction.
Recovery
Savassi's compartment model describes the recovery of particles by the mechanisms of true flotation, froth mass transfer and entrainment.
The compartment model may be formulated for both batch/plug flow and continuous (perfectly mixed) flow patterns.[3][4]
Recovery is expressed as:
where:
- is the index of the size interval, , is the number of size intervals
- is the index of the floatability component, , is the number of floatability components (e.g. mineral types, fast/slow types etc.)
- is the fraction of particles of size fraction and floatability component type recovered to concentrate (frac)
- is the floatability of particles of size and floatability component type (frac)
- is the bubble surface area flux (m2/s/m2)
- is the fraction of particles of size and floatability component recovered by froth (frac)
- is a cell scale-up factor that relates flotation performance between cells of different sizes (e.g. laboratory versus industrial) (frac)
- is the residence time of slurry in the cell (min)
- is the fraction of particles of size and floatability component recovered by entrainment (frac)
- is the fraction of feed water recovered to concentrate (frac)
The cell scale-up factor, , allows for the simulation of industrial-scale cells using kinetic rates derived from laboratory cells.[5]
Pulp volume
Pulp volume, (m3), is related to cell paramters.
where:
- is the total volume of the cell
- is the volume of the impeller mechanism in the cell (m3)
- is the cross sectional area of the cell (m2)
- is the froth depth from the top of the cell (m)
- is the gas hold-up in the pulp (v/v)
Gas hold-up
Gas hold-up, (v/v), may be estimated from a linear relationship as suggested by the findings of Gorain et al. (1995):[6]
where and are the slope an intercept parameters, respectively, of the linear equation.
The superficial gas rate, (m/s), is approximated by:[7]
where is the air rate (m3/h).
Residence time
Residence time, (min), may be computed on the basis of the cell feed or tailing stream volumetric flow rates.[8]
where and are the volumetric flow rates of pulp in the feed and tail streams, respectively (m3/h).
The volumetric flow rate of the tailing stream is a function of the recoveries of solids computed by the Savassi equation and water. As such, an iterative procedure is required to estimate the tail-based residence time.
Bubble surface area flux
The bubble surface area flux, (m2/s/m2), is related to the superficial gas rate, , and Sauter mean bubble diameter, (m), by the equation:
The Sauter mean bubble diameter may be determined from gas dispersion measurements. Where a measurement of is not available, may be estimated by the empirical relation of Gorain et al. (1999):[7]
where:
- is impeller tip speed (m/s)
- is impeller aspect ratio (m/m), the ratio of impeller diameter (m) to impeller height (m)
- is the size that 80% of solid particles in the feed are finer than (µm)
The Gorain relation may be modified to suit alternative bubble surface area flux data sets with:
where and are a user-defined coefficient and set of exponents, respectively.
Froth recovery
Froth recovery, , may be estimated using the froth residence time model outlined by Harris et al. (2002).[9]
where is the probability of detachment of ore type (frac), computed as:
and is the detachment rate constant (min-1) for ore type .
The froth residence time, (min), is computed based on either air or slurry flow rates:
where is the gas hold-up fraction in the froth phase (v/v), and is the volumetric flow rate of concentrate from the cell.
The concentrate flow rate, , is a function of the recoveries of solids computed by the Savassi equation and water. As with the tail-based residence time (see above), an iterative procedure is required to estimate froth recovery via the froth residence time method (even if a feed-basis is used to estimate pulp residence time).
Entrainment
Entrainment may be estimated by two methods, the hyperbolic equation approach by Savassi et al. (1998), and the froth residence time approach described by Vera et al (2002).[10][11]
The hyperbolic equation for entrainment is:
where:
- is the geometric mean size of particles in size interval (µm)
- is the particle size at which is 0.2 (µm)
- is the froth drainage parameter
The froth residence time approach first computes the froth residence time () according to the method descibed for froth recovery above. Entrainment is then estimated by applying the following equation:
where is the froth drainage factor for particles in size interval (min-1).
When the effects of entrainment are ignored, the recovery equation reduces to:
Water recovery
Methods for estimating the recovery of water are described by Harris et al. (2002).[9]
The fixed concentrate percent solids method assumes the concentrate is always recovered at a fixed pulp density. The recovery of water, , is then computed to meet the fixed concentrate solids fraction requirement.
The solids dependent model assumes a power law relationship between the volumetric flow rate of water, (m3/h), and solids, (m3/h), in the concentrate stream:
where and are the coefficient and exponent of the power law relationship, respectively.
Finally, the water rate function adopts a first order kinetic relationship between water recovery and pulp residence time:
where is the kinetic rate parameter (min-1) for the recovery of water to the concentrate stream.
Excel
The Savassi flotation cell model may be invoked from the Excel formula bar with the following function call:
=mdUnit_Flotation_Savassi(Parameters as Range, Size as Range, Feed as Range, OreSG As Range, Floatability as Range, Optional CellScaleUp As Range = Nothing, Optional FrothRecovery as Range = Nothing, Optional Entrainment as Range = Nothing, Optional DetachRateConst as Range = Nothing, Optional DrainageFactor as Range = Nothing)
Several of the function input parameters are marked as Optional:
- If CellScaleUp is omitted, cell scale up ignored and for all and
- If FrothRecovery is omitted, froth recovery is ignored and for all and
- If Entrainment is omitted, recovery by entrainment is ignored and for all and
- If DetachRateConst is omitted, for all
- If DrainageFactor is omitted, for all
Invoking the function with no arguments will print Help text associated with the model, including a link to this page.
Inputs
The required inputs are defined below in matrix notation with elements corresponding to cells in Excel row () x column () format:
where:
- specifies the method used to determine the gas-hold up, 0 = No gas holdup, 1 = User defined, 2 = Jg dependent
- is the user-defined value of gas hold-up (v/v) if , ignored otherwise
- is the value of the slope coefficient if , ignored otherwise
- is the value of the slope coefficient if , ignored otherwise
- specifies the method used to determine the residence time, 0 = User defined, 1 = Calculated
- specifies the cell flow configuration, 0 = Batch or Plug flow, 1 = Perfect Mixing (Continuous)
- specifies the stream which is used to computed the residence time, 0 = Feed, 1 = Tail
- specifies the method used to determine the bubble surface area, 0 = User defined, 1 = Gorain, 2 = User equation
- is the user-defined value of bubble surface area flux (m2/s/m2) if , ignored otherwise
- indicates whether the for the Gorain equation () is user-defined or determined from the feed stream , 0 = User defined, 1 = Calculated P80
- is the user-defined value of (μm) if and , ignored otherwise
- is the user-defined value of impeller speed (m/s) if , ignored otherwise
- is the user-defined value of impeller aspect ratio (m/m) if , ignored otherwise
- is a user-defined coefficient of the Gorain relation if , ignored otherwise
- are user-defined exponents of the Gorain relation if , ignored otherwise
- specifies the method used to determine froth recovery, 0 = User defined, 1 = FRT
- specifies the phase which is used to computed the froth residence time, 0 = Air, 1 = Slurry, if , ignored otherwise
- is the value of the gas hold up fraction (v/v) if , ignored otherwise
- specifies the method used to determine entrainment, 0 = No entrainment, 1 = User defined, 2 = Hyperbolic, 3 = FRT dependent
- is the value of the hyperbolic equation particle size term (μm) if , ignored otherwise
- is the value of the hyperbolic equation drainage factor (-) if , ignored otherwise
- specifies the phase which is used to computed the froth residence time for entrainment, 0 = Air, 1 = Slurry, if , ignored otherwise
- specifies the method used to determine water recovery, 0 = Fixed % solids, 1 = Solid dependent, 2 = rate function, 3 = User defined
- is the user-defined value of concentrate pulp density (w/w) if , ignored otherwise
- is a user-defined coefficient if , ignored otherwise
- is a user-defined exponent if , ignored otherwise
- is a user-defined kinetic rate parameter if , ignored otherwise
- is a user-defined water split to concentrate if , ignored otherwise
- is the mass flow feed rate of liquids into the cell (t/h)
- is the Specific Gravity or density of liquids in the feed (- or t/m3)
- is the number of size intervals
- is the number of ore types (floatability classes)
- is the size of the square mesh interval that feed mass is retained on (mm)
- , i.e. descending size order from top size () to sub mesh ( mm)
- is the mass flow rate of particles in the feed (t/h)
- is the Specific Gravity or density of solids (- or t/m3)
Results
The results are displayed in Excel as an array corresponding to the matrix notation below:
where:
- is the number of iterations required to compute the tails-based residence time
- is the froth residence time (min) calculated for the entrainment method, which may be different to that calculated for froth recovery based on user air/slurry selections
- is the mass flow rate of liquids in the cell concentrate (t/h)
- is the mass flow rate of liquids in the cell tailing (t/h)
- is the overall recovery of all solids mass to concentrate (frac), i.e. the mass pull, computed as
- is the mass flow rate of particles in the concentrate stream (t/h)
- is the mass flow rate of particles in the tail stream (t/h)
- is the geometric mean size of the internal mesh series interval that mass is retained on (mm)
- is the recovery of all solids of ore type (frac), i.e. the unsized recovery of floatability components
Example
The images below show the selection of input arrays and output results in the Excel interface.
SysCAD
The sections and variable names used in the SysCAD interface are described in detail in the following tables.
MD_Flotation page
The first tab page in the access window will have this name.
Tag (Long/Short) | Input / Display | Description/Calculated Variables/Options |
---|---|---|
Tag | Display | This name tag may be modified with the change tag option. |
Condition | Display | OK if no errors/warnings, otherwise lists errors/warnings. |
ConditionCount | Display | The current number of errors/warnings. If condition is OK, returns 0. |
GeneralDescription / GenDesc | Display | This is an automatically generated description for the unit. If the user has entered text in the 'EqpDesc' field on the Info tab (see below), this will be displayed here.
If this field is blank, then SysCAD will display the unit class ID. |
Requirements | ||
On | CheckBox | This enables the unit. If this box is not checked, then the MassFracToCon option appears below. |
MassFracToCon | Input | Only appears if the On field above is not checked. Specifies the fraction of feed mass that reports to the concentrate stream when the model is off. |
Method | User defined | The recovery to concentrate for each size interval is defined by the user. Different values can be used for different solids. |
Savassi | The Savassi model is used to determine the recovery of solids and liquids to concentrate. | |
Options | ||
ShowQFeed | CheckBox | QFeed and associated tab pages (eg Sp) will become visible, showing the properties of the combined feed stream. |
ShowQCon | CheckBox | QCon and associated tab pages (eg Sp) will become visible, showing the properties of the overflow stream. |
ShowQTail | CheckBox | QTail and associated tab pages (eg Sp) will become visible, showing the properties of the underflow stream. |
SizeForPassingFracCalc | Input | Size fraction for % Passing calculation. The size fraction input here will be shown in the Stream Summary section. |
FracForPassingSizeCalc | Input | Fraction passing for Size calculation. The fraction input here will be shown in the Stream Summary section. |
Stream Summary | ||
MassFlow / Qm | Display | The total mass flow in each stream. |
SolidMassFlow / SQm | Display | The Solids mass flow in each stream. |
LiquidMassFlow / LQm | Display | The Liquid mass flow in each stream. |
VolFlow / Qv | Display | The total Volume flow in each stream. |
Temperature / T | Display | The Temperature of each stream. |
Density / Rho | Display | The Density of each stream. |
SolidFrac / Sf | Display | The Solid Fraction in each stream. |
LiquidFrac / Lf | Display | The Liquid Fraction in each stream. |
Passing | Display | The mass fraction passing the user-specified size (in the field SizeForPassingFracCalc) in each stream. |
Passes | Display | The user-specified (in the field FracForPassesSizeCalc) fraction of material in each stream will pass this size fraction. |
Cell page
The Cell page is used to specify the input parameters for the flotation model.
CellScaleUp page
This page is used to specify the cell scale up input parameters.
Tag (Long/Short) | Input / Display | Description/Calculated Variables/Options |
---|---|---|
Distribution | ||
Name | Display | Shows the name of the SysCAD Size Distribution (PSD) quality associated with the feed stream. |
IntervalCount | Display | Shows the number of size intervals in the SysCAD Size Distribution (PSD) quality associated with the feed stream. |
SpWithPSDCount | Display | Shows the number of species in the feed stream assigned with the SysCAD Size Distribution (PSD) quality. |
CellScaleUp | ||
Selection | Stream | A single CellScaleUp value is specified for all species and sizes. |
Species | CellScaleUp values are specified per species, for all sizes of that species. | |
Size | CellScaleUp values are specified per size interval, for all species in that interval. | |
Species-Size | Individual CellScaleUp values are specified for each size interval of each species. | |
Size | Display | Size of each interval in internal mesh series. |
MeanSize | Display | Geometric mean size of each interval in internal mesh series. |
CellScaleUp | Input / Display | Cell scale-up factor (C) for each size interval, in each solid species. |
Froth page
This page is used to specify the froth recovery input parameters.
Tag (Long/Short) | Input / Display | Description/Calculated Variables/Options |
---|---|---|
Distribution | ||
Name | Display | Shows the name of the SysCAD Size Distribution (PSD) quality associated with the feed stream. |
IntervalCount | Display | Shows the number of size intervals in the SysCAD Size Distribution (PSD) quality associated with the feed stream. |
SpWithPSDCount | Display | Shows the number of species in the feed stream assigned with the SysCAD Size Distribution (PSD) quality. |
Froth | ||
Method | User Defined | The user specifies fractional froth recovery. |
Froth Residence Time | The froth residence time model is used to determine fractional froth recovery values. | |
Selection | Stream | Only visible if User Defined Method is selected. A single froth recovery value is specified for all species and sizes. |
Species | Only visible if User Defined Method is selected. Froth recovery values are specified per species, for all sizes of that species. | |
Size | Only visible if User Defined Method is selected. Froth recovery values are specified per size interval, for all species in that interval. | |
Species-Size | Only visible if User Defined Method is selected. Individual froth recovery values are specified for each size interval of each species. | |
FrothVoidage / Efroth | Input | Only visible if Froth Residence Time Method is selected. Volumetric fraction of void space in the froth. |
FrothResTimeBasis | Air | Only visible if Froth Residence Time Method is selected. Froth residence time is determined based on the superficial gas velocity (Jg). |
Slurry | Only visible if Froth Residence Time Method is selected. Froth residence time is determined based on the volumetric flow rate of concentrate. | |
FrothResidenceTime / FRT | Input / Display | Only visible if Froth Residence Time Method is selected. Residence time in froth. |
Beta | Input | Only visible if Froth Residence Time Method is selected. Detachment rate constant per solid species. |
Size | Display | Size of each interval in internal mesh series. |
MeanSize | Display | Geometric mean size of each interval in internal mesh series. |
FrothRecovery | Input / Display | Fractional recovery in froth (Rf) for each size interval, in each solid species. |
Entrainment page
This page is used to specify the entrainment input parameters.
Tag (Long/Short) | Input / Display | Description/Calculated Variables/Options |
---|---|---|
Distribution | ||
Name | Display | Shows the name of the SysCAD Size Distribution (PSD) quality associated with the feed stream. |
IntervalCount | Display | Shows the number of size intervals in the SysCAD Size Distribution (PSD) quality associated with the feed stream. |
SpWithPSDCount | Display | Shows the number of species in the feed stream assigned with the SysCAD Size Distribution (PSD) quality. |
Entrainment | ||
Method | No Entrainment. | No entrainment, all values of ENTp are zero. |
User Defined | The user specifies fractional recovery by entrainment. | |
Hyperbolic | The Hyperbolic model is used to determine fractional recovery by entrainment values. | |
FRT Dependent | The froth residence time approach is used to determine fractional recovery by entrainment values. | |
Selection | Stream | Only visible if User Defined Method is selected. A single recovery by entrainment value is specified for all species and sizes. |
Species | Only visible if User Defined Method is selected. Recovery by entrainment values are specified per species, for all sizes of that species. | |
Size | Only visible if User Defined Method is selected. Recovery by entrainment values are specified per size interval, for all species in that interval. | |
Species-Size | Only visible if User Defined Method is selected. Individual recovery by entrainment values are specified for each size interval of each species. | |
E20 | Input | Only visible if Hyperbolic Method is selected. Parameter of the Hyperbolic entrainment equation. |
DrainageParameter / Delta | Input | Only visible if Hyperbolic Method is selected. Parameter of the Hyperbolic entrainment equation. |
FrothVoidage / Efroth | Input / Display | Only visible if FRT Dependent Method is selected. Volumetric fraction of void space in the froth.
Equal to the FrothVoidage input on the Froth page if the Froth Residence Time froth recovery method is selected, otherwise a user defined value. |
FrothResTimeBasis | Air | Only visible if FRT Dependent Method is selected. Froth residence time for recovery by entrainment is determined based on the superficial gas velocity (Jg). |
Slurry | Only visible if FRT Dependent Method is selected. Froth residence time for recovery by entrainment is determined based on the volumetric flow rate of concentrate. | |
FrothResidenceTime / FRT | Input / Display | Only visible if FRT Dependent Method is selected. Residence time in froth for recovery by entrainment determination.
May be different to FrothResidenceTime on Froth page if different FrothResTimeBasis (Air/Slurry) is selected for each. |
Size | Display | Size of each interval in internal mesh series. |
MeanSize | Display | Geometric mean size of each interval in internal mesh series. |
DrainageFactor | Input | Only visible if FRT Dependent Method is selected. Drainage factors () for the FRT entrainment equation, for each size interval. |
Entrainment | Input / Display | Recovery by entrainment (ENTp) values for each size interval, in each solid species. |
Floatability page
This page is used to specify the floatability input parameters.
Tag (Long/Short) | Input / Display | Description/Calculated Variables/Options |
---|---|---|
Distribution | ||
Name | Display | Shows the name of the SysCAD Size Distribution (PSD) quality associated with the feed stream. |
IntervalCount | Display | Shows the number of size intervals in the SysCAD Size Distribution (PSD) quality associated with the feed stream. |
SpWithPSDCount | Display | Shows the number of species in the feed stream assigned with the SysCAD Size Distribution (PSD) quality. |
Floatability | ||
Selection | Stream | A single floatability value is specified for all species and sizes. |
Species | Floatability values are specified per species, for all sizes of that species. | |
Size | Floatability values are specified per size interval, for all species in that interval. | |
Species-Size | Individual floatability values are specified for each size interval of each species. | |
Size | Display | Size of each interval in internal mesh series. |
MeanSize | Display | Geometric mean size of each interval in internal mesh series. |
Floatability | Input | Floatability parameters for each size interval, in each solid species. |
Recovery page
The Recovery page is used to specify or display the recovery by species and size values.
Tag (Long/Short) | Input / Display | Description/Calculated Variables/Options |
---|---|---|
Distribution | ||
Name | Display | Shows the name of the SysCAD Size Distribution (PSD) quality associated with the feed stream. |
IntervalCount | Display | Shows the number of size intervals in the SysCAD Size Distribution (PSD) quality associated with the feed stream. |
SpWithPSDCount | Display | Shows the number of species in the feed stream assigned with the SysCAD Size Distribution (PSD) quality. |
Recovery | ||
Method | Model/User | Select model-calculated or user-defined recovery to separate each solids species type. |
Density | Display | Density of each solid species. |
Size | Display | Size of each interval in mesh series. |
MeanSize | Display | Geometric mean size of each interval in mesh series. |
All (All column) | Display |
|
Recovery | Display |
|
All (All row, All column) | Display |
|
All (All row, per species) | Display |
|
About page
This page is provides product and licensing information about the Met Dynamics Models SysCAD Add-On.
Tag (Long/Short) | Input / Display | Description/Calculated Variables/Options |
---|---|---|
About | ||
HelpLink | Opens a link to the Installation and Licensing page using the system default web browser. Note: Internet access is required. | |
Information | Copies Product and License information to the Windows clipboard. | |
Product | ||
Name | Display | Met Dynamics software product name |
Version | Display | Met Dynamics software product version number. |
BuildDate | Display | Build date and time of the Met Dynamics Models SysCAD Add-On. |
License | ||
File | This is used to locate a Met Dynamics software license file. | |
Location | Display | Type of Met Dynamics software license or file name and path of license file. |
SiteCode | Display | Unique machine identifier for license authorisation. |
ReqdAuth | Display | Authorisation level required, MD-SysCAD Full or MD-SysCAD Runtime. |
Status | Display | License status, LICENSE_OK indicates a valid license, other messages report licensing errors. |
IssuedTo | Display | Only visible if Met Dynamics license file is used. Name of organisation/seat the license is authorised to. |
ExpiryDate | Display | Only visible if Met Dynamics license file is used. License expiry date. |
DaysLeft | Display | Only visible if Met Dynamics license file is used. Days left before the license expires. |
Additional notes
- Solid species that do not possess a particle size distribution property are split according to the overall mass split of the default particle size distribution species selected in the SysCAD Project Configuration.
- If the default particle size distribution species is not present in the unit feed, the overall split of all other species with particle size distributions combined is used, as determined by the model.
- Gas phase species report directly to the tailings stream without split.
References
- ↑ Savassi, O.N., 2005. A compartment model for the mass transfer inside a conventional flotation cell. International Journal of Mineral Processing, 77(2), pp.65-79.
- ↑ Coleman, R.G., Franzidis, J.P. and Manlapig, E., 2007. Validation of the AMIRA P9 flotation model using the floatability characterisation test rig (FCTR). Ninth Mill Operators’ Conference, Fremantle, WA, 19 - 21 March 2007.
- ↑ 3.0 3.1 Runge, K.C., Alexander, D.J., Franzidis, J.P., 'Morrison, R.D. and Manlapig, E., 1998. JKSimFloat-a tool for flotation modelling', AusIMM ‘98 - The Mining Cycle, Mount Isa, 19 - 23 April 1998, pp 361 - 370.
- ↑ Schwarz, S., Alexander, D., Whiten, W.J., Franzidis, J.P. and Harris, M.C., 2006, January. JKSimFloat V6: improving flotation circuit performance and understanding. In XXIII International Mineral Processing Congress Proceedings, Istanbul, Turkey.
- ↑ Runge, K. C., Franzidis, J., and Manlapig, E. (2003). Structuring a flotation model for robust prediction of flotation circuit performance. IMPC 2003, Cape Town, South Africa, 29 Sept - 3 Oct, 2003. Marshalltown, South Africa: SAIMM.
- ↑ Gorain, B.K., Franzidis, J.P. and Manlapig, E.V., 1995. Studies on impeller type, impeller speed and air flow rate in an industrial scale flotation cell part 2: Effect on gas holdup. Minerals Engineering, 8(12), pp.1557-1570.
- ↑ 7.0 7.1 Gorain, B.K., Franzidis, J.P. and Manlapig, E.V., 1999. The empirical prediction of bubble surface area flux in mechanical flotation cells from cell design and operating data. Minerals Engineering, 12(3), pp.309-322.
- ↑ Schwarz, S. and Alexander, D., 2006. JKSimFloat V6.1 Plus: Improving flotation circuit performance by simulation. In Mineral Process Modelling, Simulation and Control - Conference Proceedings, Laurentian University, Sudbury, Ontario, Canada, June 6-7, 2006.
- ↑ 9.0 9.1 Harris, M., Runge, K., Whiten, W. and Morrison, R., 2002. JK–SimFloat as a practical tool for flotation process design and optimization. Mineral processing plant design, practice and control: Proceedings, Society for mining, metallurgy and exploration. Society of Mining Engineers.
- ↑ Savassi, O.N., Alexander, D.J., Franzidis, J.P. and Manlapig, E.V., 1998. An empirical model for entrainment in industrial flotation plants. Minerals Engineering, 11(3), pp.243-256.
- ↑ Vera, M.A., Mathe, Z.T., Franzidis, J.P., Harris, M.C., Manlapig, E.V. and O'Connor, C.T., 2002. The modelling of froth zone recovery in batch and continuously operated laboratory flotation cells. International Journal of Mineral Processing, 64(2-3), pp.135-151.