Difference between revisions of "Austin SAG model"

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[[category:Models]]
==Austin SAG model==
 
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[[category:Mill power draw models]]
The SAG mill model by proposed by [[Bibliography:_Mill_power_draw_models|Leonard Austin (1990)]] was largely based on modifications of earlier tumbling mill models by Hogg & Fuerstenau and F. Bond. The model uses a kinetic-potential energy balance to describe the power draw of a mill charge. Many geometric components of the model were fit to empirical relationships measured by Austin, resulting in a model for the mill cylinder of the following form:
 
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==History==
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The SAG mill model by proposed by [[Bibliography:_Mill_power_draw_models|Leonard Austin (1990)]] was largely based on modifications of earlier tumbling mill models by Hogg & Fuerstenau and F. Bond. The model uses a kinetic-potential energy balance to describe the power draw of a mill charge. Many geometric components of the earlier models were fit to empirical relationships measured by Austin.
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==Model Form==
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The power draw model for a SAG mill cylinder of the following form:
   
 
<math>P = K D^{2.5} L ( 1 - AJ_{total}) \left [ (1-\epsilon_{B}) \left( \frac{\rho_{solids}}{w_{C}} \right ) J_{total} + 0.6 J_{balls} \left( \rho_{balls} - \frac{\rho_{solids}}{w_C} \right) \right ] \phi_{C} \left( 1 - \frac{0.1}{2^{9-10\phi_C}} \right)</math>
 
<math>P = K D^{2.5} L ( 1 - AJ_{total}) \left [ (1-\epsilon_{B}) \left( \frac{\rho_{solids}}{w_{C}} \right ) J_{total} + 0.6 J_{balls} \left( \rho_{balls} - \frac{\rho_{solids}}{w_C} \right) \right ] \phi_{C} \left( 1 - \frac{0.1}{2^{9-10\phi_C}} \right)</math>
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* ''L'' is the mill effective grinding length (also referred to as the 'belly length), m
 
* ''L'' is the mill effective grinding length (also referred to as the 'belly length), m
 
* ''J<sub>total</sub>'' is the mill total volumetric filling as a fraction (eg. 0.30 for 30%)
 
* ''J<sub>total</sub>'' is the mill total volumetric filling as a fraction (eg. 0.30 for 30%)
* ''&epsilon;<sub>B</sub>'' is the rosity of the rock and ball load (use 0.3)
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* ''&epsilon;<sub>B</sub>'' is the porosity of the rock and ball load (use 0.3)
 
* ''w<sub>C</sub>'' is the charge %solids, fraction by weight (use 0.80 <sup>[[Bibliography:_Mill_power_draw_models|Doll, 2013]]</sup>)
 
* ''w<sub>C</sub>'' is the charge %solids, fraction by weight (use 0.80 <sup>[[Bibliography:_Mill_power_draw_models|Doll, 2013]]</sup>)
 
* ''J<sub>balls</sub>'' is the mill volumetric filling of balls as a fraction (eg. 0.10 for 10%)
 
* ''J<sub>balls</sub>'' is the mill volumetric filling of balls as a fraction (eg. 0.10 for 10%)
 
* ''&rho;<sub>X</sub>'' is the density of component ''X'', t/m<sup>3</sup>
 
* ''&rho;<sub>X</sub>'' is the density of component ''X'', t/m<sup>3</sup>
 
* ''&phi;<sub>C</sub>'' is the mill speed as a fraction of critical (eg. 0.75 for 75% of critical)
 
* ''&phi;<sub>C</sub>'' is the mill speed as a fraction of critical (eg. 0.75 for 75% of critical)
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=== Mill cone angles ===
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The model supports flat-ended mills (cone angle of 0°) or a cone angle of 15°. Any other value entered for the cone angle will be treated as 15°.
   
 
To account for cone ends of mills, an allowance of 5% is used <sup>[[Bibliography:_Mill_power_draw_models|Doll, 2013]]</sup> instead of the formula proposed by Austin.
 
To account for cone ends of mills, an allowance of 5% is used <sup>[[Bibliography:_Mill_power_draw_models|Doll, 2013]]</sup> instead of the formula proposed by Austin.
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=== Percent solids ===
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The model is run with a fixed 80% solids by weight <sup>[[Bibliography:_Mill_power_draw_models|Doll, 2013]]</sup>. This is because the form of the equation proposed by Austin appears to have the %solids term in the wrong place (denominator of the expression rather than the numerator where other models put it). The calibration presented at IMPC 2016 suggests the fixed %solids term is reasonably valid over the range of 60% to 80% solids.
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== Model Inputs==
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<b>the Austin model</b> requests the following mill data:
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* mill nominal diameter inside shell
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* mill effective grinding length
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* ball load as vol percentage (eg. 10)
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* [[Media density|ball density]]
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* total charge load as vol percentage (eg. 30)
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* pulp percent solids
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* mill speed
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* liner effective thickness
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* cone end angle (only values 0-5 or >5 matter, minor angle changes have no effect)
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<b>Motor characteristics</b> are also requested:
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* Motor rated power (output shaft)
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* Mechanical efficiency of downstream drive (pinions, gearboxes)
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* Motor efficiency and any other efficiency factors to the DCS measurement position in the network.
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* Motor rated speed, in units of mill RPM (not motor RPM, must multiply by gear ratios).
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* Quantity of pinions (and motors)
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==Model output==
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The Austin model outputs the mechanical power of the cylindrical section of a tumbling mill. The software adds an extra 5% for cone ends for situations where the mill has a cone angle greater than 1%. The default mill cone angle is 15%, so entering an angle of 0° will trigger the default of 15% (so use a fake cone angle of 0.5° for flat-ended mills).
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==Model calibration==
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Alex Doll did a model calibration check of several SAG mill power draw models (including the Austin model) in Procemin 2013 and IMPC 2016. The model deviation from measurements has a standard deviation of 9% and average/median of 1.1%/1.5% (meaning there is a minor bias high).
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These works are available from:
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<li>[https://www.sagmilling.com/articles/20/view/Procemin2013-AlexDoll-SAGPowerModels.pdf?s=1 Technical paper for Procemin 2013]
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<li>[https://www.sagmilling.com/articles/29/view/IMPC2016-AlexDoll-SAG%20data%20set.pdf?s=1 Technical paper for IMPC 2016] (supersedes the Procemin 2013 paper)
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<li>[https://www.sagmilling.com/articles/25/view/SurveyTabulation-IMPC2016-v6.ods?s=1 Data set for IMPC 2016]

Latest revision as of 15:44, 15 September 2025

History

The SAG mill model by proposed by Leonard Austin (1990) was largely based on modifications of earlier tumbling mill models by Hogg & Fuerstenau and F. Bond. The model uses a kinetic-potential energy balance to describe the power draw of a mill charge. Many geometric components of the earlier models were fit to empirical relationships measured by Austin.

Model Form

The power draw model for a SAG mill cylinder of the following form:

P = K D^{2.5} L ( 1 - AJ_{total}) \left [ (1-\epsilon_{B}) \left( \frac{\rho_{solids}}{w_{C}} \right ) J_{total} + 0.6 J_{balls} \left( \rho_{balls} - \frac{\rho_{solids}}{w_C} \right)  \right ] \phi_{C} \left( 1 - \frac{0.1}{2^{9-10\phi_C}} \right)

Where:

  • P is the power evolved at the mill shell, kW
  • K and A are empirical fitting factors (use 10.6 and 1.03, respectively)
  • D is the mill effective diameter (inside the effective liner thickness), m
  • L is the mill effective grinding length (also referred to as the 'belly length), m
  • Jtotal is the mill total volumetric filling as a fraction (eg. 0.30 for 30%)
  • εB is the porosity of the rock and ball load (use 0.3)
  • wC is the charge %solids, fraction by weight (use 0.80 Doll, 2013)
  • Jballs is the mill volumetric filling of balls as a fraction (eg. 0.10 for 10%)
  • ρX is the density of component X, t/m3
  • φC is the mill speed as a fraction of critical (eg. 0.75 for 75% of critical)

Mill cone angles

The model supports flat-ended mills (cone angle of 0°) or a cone angle of 15°. Any other value entered for the cone angle will be treated as 15°.

To account for cone ends of mills, an allowance of 5% is used Doll, 2013 instead of the formula proposed by Austin.

Percent solids

The model is run with a fixed 80% solids by weight Doll, 2013. This is because the form of the equation proposed by Austin appears to have the %solids term in the wrong place (denominator of the expression rather than the numerator where other models put it). The calibration presented at IMPC 2016 suggests the fixed %solids term is reasonably valid over the range of 60% to 80% solids.

Model Inputs

the Austin model requests the following mill data:

  • mill nominal diameter inside shell
  • mill effective grinding length
  • ball load as vol percentage (eg. 10)
  • ball density
  • total charge load as vol percentage (eg. 30)
  • pulp percent solids
  • mill speed
  • liner effective thickness
  • cone end angle (only values 0-5 or >5 matter, minor angle changes have no effect)

Motor characteristics are also requested:

  • Motor rated power (output shaft)
  • Mechanical efficiency of downstream drive (pinions, gearboxes)
  • Motor efficiency and any other efficiency factors to the DCS measurement position in the network.
  • Motor rated speed, in units of mill RPM (not motor RPM, must multiply by gear ratios).
  • Quantity of pinions (and motors)

Model output

The Austin model outputs the mechanical power of the cylindrical section of a tumbling mill. The software adds an extra 5% for cone ends for situations where the mill has a cone angle greater than 1%. The default mill cone angle is 15%, so entering an angle of 0° will trigger the default of 15% (so use a fake cone angle of 0.5° for flat-ended mills).

Model calibration

Alex Doll did a model calibration check of several SAG mill power draw models (including the Austin model) in Procemin 2013 and IMPC 2016. The model deviation from measurements has a standard deviation of 9% and average/median of 1.1%/1.5% (meaning there is a minor bias high).

These works are available from:

  • Technical paper for Procemin 2013
  • Technical paper for IMPC 2016 (supersedes the Procemin 2013 paper)
  • Data set for IMPC 2016