中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
OpenMines: A Light and Comprehensive Mining Simulation Environment for Truck Dispatching

文献类型:会议论文

作者Shi Meng3,4; Bin Tian3,4; XiaotongZhang2025@ia.ac.cn3,4; Shuangying Qi2; Caiji Zhang3,4; Qiang Zhang1
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
DOI10.1109/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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