作者
Shi Meng, Bin Tian, Xiaotong Zhang, Shuangying Qi, Caiji Zhang, Qiang Zhang
发表日期
2024/3/31
期刊
arXiv preprint arXiv:2404.00622
简介
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.
学术搜索中的文章
S Meng, B Tian, X Zhang, S Qi, C Zhang, Q Zhang - arXiv preprint arXiv:2404.00622, 2024