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Mining AI & Optimization Article

Mill Performance KPIs: What to Track vs. Ignore

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Mill Performance KPIs: What to Track, What to Ignore

In mining operations, the performance of the mill is pivotal to overall productivity and profitability. However, with a plethora of Key Performance Indicators (KPIs) available, it's essential to discern which metrics truly reflect mill efficiency and which may lead to misinterpretation. This guide highlights the most impactful KPIs for mill performance and cautions against those that might be misleading (Entomo, 2023).


KPIs Worth Tracking

  • Throughput (Tons per Hour): Measures the amount of material processed by the mill over time. It's a direct indicator of mill productivity (InetSoft, n.d.).
  • Recovery Rate: Indicates the percentage of valuable material recovered from the ore. Higher recovery rates signify efficient processing (Unison Mining, 2024).
  • Energy Consumption per Ton: Tracks the energy used to process each ton of material, helping identify opportunities for energy efficiency (InetSoft, n.d.).
  • Overall Equipment Effectiveness (OEE): Combines availability, performance, and quality metrics to provide a comprehensive view of equipment efficiency (Entomo, 2023).
  • Mean Time Between Failures (MTBF): Measures the average time between equipment breakdowns, reflecting reliability (InetSoft, n.d.).
  • Mean Time to Repair (MTTR): Indicates the average time taken to repair equipment, affecting downtime and productivity (Entomo, 2023).

Focusing on these KPIs provides a balanced view of mill performance, encompassing productivity, efficiency, and equipment reliability.


KPIs to Approach with Caution

  • Utilization Rate: While it shows how much of the available time the equipment is in use, it doesn't account for whether the operation is efficient or producing quality output (Entomo, 2023).
  • Maintenance Cost per Hour: This metric can be misleading if not contextualized. A low maintenance cost might indicate under-maintenance, leading to unexpected failures (InetSoft, n.d.).
  • Labor Hours per Ton: Doesn't account for automation levels or labor efficiency, which can vary significantly between operations (Unison Mining, 2024).
  • Downtime Percentage: Without distinguishing between planned and unplanned downtime, this metric can misrepresent operational efficiency (Entomo, 2023).

While these KPIs can provide insights, they should be interpreted in context and in conjunction with more direct performance indicators.


Aligning KPIs with Operational Goals

It's crucial to align KPIs with the specific goals of the mining operation. For instance, if the objective is to maximize recovery, focusing on recovery rate and energy consumption per ton becomes paramount. Conversely, if the goal is to enhance equipment reliability, OEE, MTBF, and MTTR should be prioritized (InetSoft, n.d.; Unison Mining, 2024).

Moreover, integrating advanced analytics and real-time monitoring can enhance the accuracy and relevance of these KPIs, enabling proactive decision-making and continuous improvement (Entomo, 2023).


Conclusion

Effective mill performance monitoring hinges on selecting the right KPIs that align with operational goals and provide actionable insights. By focusing on metrics like throughput, recovery rate, energy efficiency, and equipment reliability, mining operations can drive productivity and profitability. Conversely, caution should be exercised with metrics that, without proper context, may lead to misinformed decisions.

References

Entomo. (2023). How to use KPIs to track performance in mining companies. Retrieved from https://entomo.co/blog/how-to-use-kpis-to-track-performance-in-mining-companies/

InetSoft. (n.d.). What KPIs and Analytics Does a Mining Production Analyst Use? Retrieved from https://www.inetsoft.com/info/analytic-kpis-for-mining-production-analysts/

Unison Mining. (2024). Align mine to mill KPIs to increase mine throughput. Retrieved from https://unisonmining.com/articles/develop-strategic-kpis-and-processes-for-mine-to-mill-for-aligned-fragmentation-strategy/

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