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Designed for Metallurgists, Operators and Lower Level Control Systems

IntelliSense.io’s Grinding Optimization Application guides metallurgists, operators and lower level control systems on how to achieve optimal performance from the circuit.

The Problems Faced by Grinding Circuits

Grinding circuits reduce ore to sub-millimeter sizes, an extremely energy intensive process. As a result, the majority of a plant’s energy cost is normally spent here. They are also asset intensive. The high impact, abrasive environment is challenging to equipment making maintenance costs and mill stoppages a big factor.

Operators are often unsure how to achieve the best performance due to a lack of transparency on what is happening inside the mills and variable feed conditions. Contributors to this uncertainty are: 

  • Lack of insight into ball charge levels requiring frequent mill stoppages
  • Limited visibility of the state of mill liners prompting frequent inspections
  • Variability of mill feed properties causing unexpected overloads and maintenance
  • Limited data on the composition of the mill content, making it challenging to feed the mill to maximize throughput and efficiency

Optimizing your Grinding Circuit increases throughput and reduces energy consumption

The IntelliSense.io Solution

IntelliSense.io’s Grinding Optimization Application directly addresses these challenges:

  1. Ball Charge Virtual Sensor: Shows the current ball charge in real-time, alerting operators when new balls need to be added
  2. Liner Wear Virtual Sensor: Displays the current state of the mill liner, its wear rate and an estimate of the best time to replace each section
  3. Overload Predictions: Predicts and alerts operators of potential mill overload events long before they happen allowing for corrective action
  4. Mill Charge Virtual Sensors: Provides real-time values of key properties inside the mill (charge volume, slurry density, charge trajectory & particle size distribution)

Fig 1: A Solution Panel in the Grinding Application showing an overview of the process in real-time

The Added Chemistry from our Partnership with BASF

By partnering with BASF, our Grinding Optimization Application is able to incorporate first principal influences on downstream processes based on the conditions and outputs of the grinding circuit.

The material properties and P80 predictions will impact the performance of the flotation and thickening processes, both in terms of the chemistry and the underlying process.

By embedding BASF’s extensive domain knowledge into our products, we can anticipate these effects and enhance the optimisation of each process.

BASF and IntelliSense.io Partnership

Fig 2: A Solution Panel in the Grinding Application showing monitoring of a Ball Mill in a gold mine.

The Value Gained from Optimization

The IntelliSense Grinding Optimization Application will:

  • Increase throughput by preventing costly mill stoppages to check ball charge levels and improve grind performance  by consistently maintaining the optimal ball charge
  • Decrease unplanned liner replacements and unnecessary maintenance checks
  • Achieve more stable Grinding Circuit performance by eliminating mill overload events
  • Increase throughput and reduce energy cost by safely pushing the mill to its optimal operating point for the current feed conditions

Altynalmas Aktogay Gold Mine is achieving $1.3M in value generation per year optimizing their grinding circuit

1%

Throughput improvement

1.3m USD

in value generation per year

The IntelliSense.io Grinding Optimization application has been developed and refined over several years at multiple customer sites, creating an ‘out-of-the-box’ product that can be rapidly deployed to deliver value within weeks.

”by maintaining productivity and reducing shutdowns the economic benefit achieved a 1% throughput improvement or $1.3M””

Zhanar Amanzholova

VP of IT & Corporate Development, Altynalmas

Mine to Market: Value Chain Optimization

Powered and connected together by the brains.app platform, the Grinding Optimization Application is one of a suite of real-time decision-making applications that uses Artificial Intelligence (AI) to optimize each process, from mine-to-market.

Our Material flow model connects these applications together to drive even greater efficiency gains.

The IntelliSense.io Application Portfolio