Simultaneous stochastic optimization of mining complexes-mineral value chains: An overview of concepts, examples and comparisons

R Dimitrakopoulos, A Lamghari - International Journal of Mining …, 2022 - Taylor & Francis
This paper overviews the simultaneous stochastic optimisation of mining complexes or
mineral value chains where raw materials mined from mineral deposits in an area are …

Optimized open pit mine design, pushbacks and the gap problem—a review

C Meagher, R Dimitrakopoulos, D Avis - Journal of Mining Science, 2014 - Springer
Existing methods of pushback (phase) design are reviewed in the context of “gap” problems,
a term used to describe inconsistent sizes between successive pushbacks. Such gap …

Moving forward from traditional optimization: grade uncertainty and risk effects in open-pit design

R Dimitrakopoulos, CT Farrelly… - Mining Technology, 2002 - journals.sagepub.com
An economic argument is presented for the incorporation of quantitative modelling of the
uncertainty of grade, tonnage and geology into open-pit design and planning. Two new …

Production scheduling with uncertain supply: a new solution to the open pit mining problem

S Ramazan, R Dimitrakopoulos - Optimization and engineering, 2013 - Springer
The annual production scheduling of open pit mines determines an optimal sequence for
annually extracting the mineralized material from the ground. The objective of the …

[PDF][PDF] Managing risk and waste mining in long-term production scheduling of open-pit mines

M Godoy, R Dimitrakopoulos - SME transactions, 2004 - Citeseer
Open pit mine design and production scheduling deals with the quest for the most profitable
mining sequence over the life of a mine. The dynamics of mining ore and waste and the …

Stochastic optimisation of long-term production scheduling for open pit mines with a new integer programming formulation

S Ramazan, R Dimitrakopoulos - Advances in applied strategic mine …, 2018 - Springer
Conventional approaches to optimising open pit mine design and production scheduling are
based on a single estimated orebody model, which does not account for geological …

Joint stochastic short-term production scheduling and fleet management optimization for mining complexes

C Both, R Dimitrakopoulos - Optimization and Engineering, 2020 - Springer
This article presents a novel stochastic optimization model that simultaneously optimizes the
short-term extraction sequence, shovel relocation, scheduling of a heterogeneous hauling …

[PDF][PDF] Uncertainty based production scheduling in open pit mining

R Dimitrakopoulos, S Ramazan - SME transactions, 2004 - cosmo.mcgill.ca
Optimization of long-term production scheduling is important for managing the substantial
cash flows inherent in open pit mining ventures. In terms of ore grade, tons and quality …

Stochastic long-term production scheduling of iron ore deposits: Integrating joint multi-element geological uncertainty

J Benndorf, R Dimitrakopoulos - Journal of Mining Science, 2013 - Springer
Meeting production targets in terms of ore quantity and quality is critical for a successful
mining operation. In-situ grade variability and uncertainty about the spatial distribution of ore …

Stochastic optimisation model for open pit mine planning: application and risk analysis at copper deposit

A Leite, R Dimitrakopoulos - Mining Technology, 2007 - Taylor & Francis
Life of mine (LOM) production scheduling is a critically important part of open pit mining
ventures and deals with the efficient management of cash flows in the order of hundreds of …