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OpenMines: A Light and Comprehensive Mining Simulation Environment for Truck Dispatching

arXiv 2404.00622 ↗First posted 31 Mar 2024cs.MA cs.SY eess.SYcited by 2

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Abstract (arXiv)

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.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). First posted on arXiv 31 Mar 2024.

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