Determination of sublevel stoping layout using a network flow algorithm and the MRMR classification system

A Esmaeili, JK Hamidi, A Mousavi - Resources Policy, 2023 - Elsevier
Reduced access to shallow mineral resources, increased demand for minerals, and
advances in technology have led to the development of deep underground mines. The …

Optimization of underground mining production layouts considering geological uncertainty using deep reinforcement learning

R Noriega, J Boisvert - Engineering Applications of Artificial Intelligence, 2025 - Elsevier
Mineral extraction plays a key role in the global raw materials supply chain, however the
exhaustion of shallow deposits and typical scarcity of sampled data during exploration …

Insights and future research directions from a bibliometric mapping of studies in stope layout optimisation

B Mutandwa, C Musingwini - International Journal of Mining …, 2024 - Taylor & Francis
Stope layout optimisation is an important sub-problem of the generic underground mining
optimisation problem that contributes towards optimal ore extraction. It is a growing research …

Integrated Stochastic Underground Mine Planning with Long-Term Stockpiling: Method and Impacts of Using High-Order Sequential Simulations

L Carelos Andrade, R Dimitrakopoulos - Minerals, 2024 - mdpi.com
The integrated optimization of stope design and underground mine production scheduling is
an approach that has been shown to effectively leverage the synergies among these two …

[图书][B] A Binary Integer Linear Programming Model for Optimizing Underground Stope Layout

T Mensah - 2023 - search.proquest.com
Underground mine planning engineers face significant challenges when determining what
geometry provides the most profitable and safe stope for extraction. Several techniques and …