Ziad Saliba, Roussos Dimitrakopoulos
This paper addresses the challenges of optimizing complex mining operations, which often face suboptimal solutions due to traditional sequential optimization methods that do not account for uncertainty in key inputs. The objective of the study is to present a stochastic framework that enables simultaneous optimization of various components, including mining, destination, and processing decisions, in a multi-pit, multi-resource open-pit gold mining complex. The methodology involves using stochastic simulations of orebody and commodity prices to inform a comprehensive optimization model. A case study illustrates the significant impact of integrating market uncertainty into the production schedule, allowing for more informed decision-making regarding cut-off grades, material variability, and operational constraints. This integrated approach minimizes prior assumptions and enhances the ability to exploit synergies among extraction sequencing, blending, and processing. The results indicate that the model leads to increased metal production and improved net present values by effectively managing risk through strategic planning. The findings highlight the importance of adopting holistic optimization strategies in the mining sector to maximize economic outcomes while addressing uncertainties.
@article{026d5639-b431-42b7-a8c6-99b3e481c81f,
title={Simultaneous stochastic optimization of},
author={Ziad Saliba and Roussos Dimitrakopoulos},
year={2026},
language={en}
}TY - JOUR TI - Simultaneous stochastic optimization of AU - Ziad Saliba AU - Roussos Dimitrakopoulos PY - 2026 LA - en ER -
Unknown, Unknown
This chapter discusses metal casting processes, highlighting the diversity and common characteristics among them. The objective is to elucidate the fu
Unknown, Unknown
This study focuses on the fundamental characteristics of solid iron, which is predominantly composed of iron atoms and provides a basis for understand
Ir. Méshac KIME ILUNGA
Ce document traite des procédés métallurgiques spéciaux, en mettant particulièrement l'accent sur l'extraction liquide-liquide, un processus mis au po
Copper solvent extraction units at large hydrometallurgical plants face constraints in metal recovery, phase disengagement, and reagent consumption, d
Non spécifié
L'hydrométallurgie du cuivre, principalement axée sur les minerais oxydés facilement solubles, s'applique également aux minerais sulfurés ou mixtes ap