OpenMines: A Light and Comprehensive Mining Simulation Environment for Truck Dispatching
Mine fleet management algorithms can significantly reduce operational costs and enhance productivity in mining systems. Most current fleet management algorithms are evaluated based on self-implemented or proprietary simulation environments, posing challenges for replication and comparison. This pape...
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Zusammenfassung: | Mine fleet management algorithms can significantly reduce operational costs
and enhance productivity in mining systems. Most current fleet management
algorithms are evaluated based on self-implemented or proprietary simulation
environments, posing challenges for replication and comparison. This paper
models the simulation environment for mine fleet management from a complex
systems perspective. Building upon previous work, we introduce probabilistic,
user-defined events for random event simulation and implement various
evaluation metrics and baselines, effectively reflecting the robustness of
fleet management algorithms against unforeseen incidents. We present
``OpenMines'', an open-source framework encompassing the entire process of mine
system modeling, algorithm development, and evaluation, facilitating future
algorithm comparison and replication in the field. Code is available in
https://github.com/370025263/openmines. |
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DOI: | 10.48550/arxiv.2404.00622 |