Production scheduling optimisation for sublevel stoping mines using mathematical programming: A review of literature and future directions

F Sotoudeh, M Nehring, M Kizil, P Knights, A Mousavi - Resources Policy, 2020 - Elsevier
The mining industry continues to face the problem of depleting grades and the subsequent
significant variation in economic, environmental and technological characteristics have been …

[HTML][HTML] Integrated stochastic optimization of stope design and long-term underground mine production scheduling

MF e Faria, R Dimitrakopoulos, CLL Pinto - Resources Policy, 2022 - Elsevier
In the commonly used underground mine planning framework, mine design is first
established and is the main input for the subsequent long-term mine production scheduling …

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 …

Clustering-based iterative approach to stope layout optimization for sublevel stoping

YA Sari, M Kumral - Journal of the Southern African Institute of Mining …, 2021 - scielo.org.za
Underground mining operations tend to have higher operating costs than surface mines.
When metal prices decrease, profitability is jeopardized due to the high costs. Therefore …

Pattern search method for accelerating Stope boundary optimization problem in underground mining operations

V Nikbin, E Mardaneh, MWA Asad… - Engineering …, 2022 - Taylor & Francis
The Stope Boundary Optimization (SBO) problem refers to the layout design of production
areas (stopes) in an underground mining operation. It falls within the domain of strategic …

Integrating Mathews Stability Chart into the Stope Layout Determination Algorithm

D Putra, T Karian, B Sulistianto… - Mining, Metallurgy & …, 2024 - Springer
Stope layout optimization is an important feature of underground mining that maximizes the
economic value of the project while taking mining limits into account. The large number of …

Stope Sequencing Optimization for Underground Mines Through Chance-Constrained Programming

YA Sari, M Kumral - Mining, Metallurgy & Exploration, 2023 - Springer
Underground mining operations are sensitive to price fluctuations because they usually
perform with a narrow profit margin compared to open-pit mining. Furthermore, the economic …

Integration of stability factors A, B and C on the Mathews Stability Graph into a mining-level optimization algorithm.

D Putra, T Karian, B Sulistianto… - Mining of Mineral …, 2024 - search.ebscohost.com
Purpose. This study aims to enhance the optimization approach by integrating stability
analysis using Mathews Stability Graph into stope mining-level optimization algorithm …