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An Application of Simultaneous Stochastic Optimization at a Large Open-Pit Gold Mining Complex under Supply Uncertainty

Mélanie LaRoche-Boisvert, Roussos Dimitrakopoulos

2021Minerals10 citationsDOIOpen Access PDF

Abstract

The simultaneous stochastic optimization of mining complexes optimizes various components of the related mineral value chain jointly while considering material supply (geological) uncertainty. As a result, the optimization process capitalizes on the synergies between the components of the system while not only quantifying and considering geological uncertainty, but also producing strategic mine plans, maximizing the net present value. This paper presents an application of simultaneous stochastic optimization at a large gold mining complex. The complex contains three open-pit mines, three stockpiles, a waste dump, and a processing facility. Material hardness management is integrated at the processing facility. The case study generated production schedules for each mineral deposit considered, as well as an overall assessment of the project and related forecasts. It resulted in an 18 year life-of-asset and identified the semi-autogenous grinder (SAG) mill as the bottleneck of the operation.

Topics & Concepts

BottleneckOpen-pit miningNet present valueComputer scienceMining engineeringProduction (economics)Supply chainAsset (computer security)Stochastic optimizationMineral depositEnvironmental scienceMathematical optimizationEngineeringGeologyBusinessMathematicsEconomicsMarketingGeochemistryMacroeconomicsEmbedded systemComputer securityMining Techniques and EconomicsMineral Processing and GrindingReservoir Engineering and Simulation Methods