OpenMines: A Light and Comprehensive Mining Simulation Environment for Truck Dispatching
文献类型:会议论文
作者 | Shi Meng3,4![]() ![]() ![]() |
出版日期 | 2024-04 |
会议日期 | 2024-06 |
会议地点 | 38 Sinhwayeoksa-ro 304 beon-gil, Andeok-myeon Seogwipo-si, Jeju Island, Korea |
关键词 | Truck Dispatching simulation environment |
DOI | 10.1109/IV55156.2024.10588764 |
页码 | 3043-3049 |
英文摘要 | 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 at https://github.com/370025263/openmines. |
源文献作者 | IEEE Intelligent Transportation Systems Society (ITSS) |
会议录出版者 | Institute of Electrical and Electronics Engineers Inc. |
语种 | 英语 |
URL标识 | 查看原文 |
源URL | [http://ir.ia.ac.cn/handle/173211/59480] ![]() |
专题 | 自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队 |
通讯作者 | Bin Tian |
作者单位 | 1.The Waytous Inc., Qingdao; 266109, China 2.Chongqing Iron And Steel Group Mining Co., Ltd., Chongqing; 400050, China 3.The School Of Artificial Intelligence, University Of Chinese Academy Of Sciences, Beijing; 100190, China 4.The National Key Laboratory For Multi-modal Artificial Intelligence Systems, Institute Of Automation, Chinese Academy Of Sciences, Beijing |
推荐引用方式 GB/T 7714 | Shi Meng,Bin Tian,XiaotongZhang2025@ia.ac.cn,et al. OpenMines: A Light and Comprehensive Mining Simulation Environment for Truck Dispatching[C]. 见:. 38 Sinhwayeoksa-ro 304 beon-gil, Andeok-myeon Seogwipo-si, Jeju Island, Korea. 2024-06. |
入库方式: OAI收割
来源:自动化研究所
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