PROCESSING

Sibanye-Stillwater doing more with data

Sibanye-Stillwater, DataProphet add AI to plant

This article is 5 years old. Images might not display.

The South Africa-based miner said the partner will use Omni, which was designed to use its AI platform to better the manufacturing process by predicting defects, faults and quality errors, to extract value from historical data to optimise the miner's system.

DataProphet managing director and co-founder Frans Cronje said its Omni technology was built upon machine learning models to help clients make the best decisions for the current plant state while also being aware of the up- and down-stream processes.

Once the data is ingested, and before being unified and provided to an operator or engineer, Omni creates a learnt digital twin of the plant.

"Often in mineral processing and manufacturing plants, an innately human combination of experience and gut-feel guide operators in their decisions when they can't process an understanding of the intricate and complex interdependencies of the process in real time," he said.

"The [digital twin] can inductively discover the entire process from hundreds of man-years' worth of institutional knowledge embedded in the data," he added.

Patterns can then be found and applied to an action plan that considers the current operating characteristics of a plant. Then, Cronje said, a plant is left with a reduction in variation and improved plant metrics through optimised, unified processes.

Sibanye-Stillwater technology and innovation lead Alex Fenn said that its research, development and prior implementation of similar - yet less technologically advanced - initiatives lead it to take the AI avenue for its processing facilities.

"As the initiative deals with the backend of our value chain, the primary returns are almost wholly reflected in our bottom line and, at the scale at which we operate, are generally several orders of magnitude larger than the investment required to achieve them. We elected to partner with DataProphet based on their globally competitive capabilities in this space as well as their agility and professionalism."

Sibanye-Stillwater is the largest individual producer of gold in South Africa and is a top 10 global producer of gold, according to the miner's data. In addition to gold, the company also mines palladium and platinum.

A growing series of reports, each focused on a key discussion point for the mining sector, brought to you by the Mining Magazine Intelligence team.

A growing series of reports, each focused on a key discussion point for the mining sector, brought to you by the Mining Magazine Intelligence team.

editions

Mining Magazine Intelligence: Automation and Digitalisation Report 2024

Exclusive research for Mining Magazine Intelligence Automation and Digitalisation Report 2024 shows mining companies are embracing cutting-edge tech

editions

ESG Mining Company Index: Benchmarking the Future of Sustainable Mining

The ESG Mining Company Index report provides an in-depth evaluation of ESG performance of 61 of the world's largest mining companies. Using a robust framework, it assesses each company across 9 meticulously weighted indicators within 6 essential pillars.

editions

Mining Magazine Intelligence Exploration Report 2024 (feat. Opaxe data)

A comprehensive review of exploration trends and technologies, highlighting the best intercepts and discoveries and the latest initial resource estimates.

editions

Mining Magazine Intelligence Future Fleets Report 2024

The report paints a picture of the equipment landscape and includes detailed profiles of mines that are employing these fleets