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Aiming at the problems of poor scheduling scheme, low utilization rate and high cost of unmanned trucks in large open-pit coal mines, an optimization method based on digital twin simulation was proposed, and a digital twin system framework for unmanned trucks was constructed. The digital twin simulation model was built by AnyLogic software to realize the real-time mapping of physical and virtual space. A mathematical model aiming at minimizing transportation cost, minimizing total transportation time and maximizing truck utilization was established, and a Quantum Enhanced Particle Swarm Optimization (QEPSO) algorithm was designed to solve the model. The verification results of an open-pit coal mine in Xinjiang show that compared with the traditional particle swarm optimization algorithm, the improved particle swarm optimization algorithm and the genetic algorithm, the maximum completion time of the QEPSO algorithm is reduced by 5.84%-11.34%, the total transportation cost is reduced by 5.12%-10.49%, and the truck utilization rate is increased by 4.32%-9.14%, with a faster convergence speed and better stability. The digital twin scheduling scheme shortens the task completion time by 73 min compared with the traditional scheme, effectively improves the transportation efficiency. The study provides a feasible technical path and method support for the intelligent scheduling of unmanned trucks in open-pit coal mines.

, authors=Xiongwei Ruan1, Yiping Yuan1, Lijie Yu1, 2, authorsList=Xiongwei Ruan, Yiping Yuan, Lijie Yu, authorCompany=null, correspAuthors=Yiping Yuan, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1321893303625302719, articleId=1321893302169879229, tenantId=1146029695717560320, journalId=1225396423026438145, language=CN, title=基于数字孪生仿真的大型露天煤矿无人卡车调度优化研究, columnId=1226462295946085268, journalTitle=矿业研究与开发, columnName=矿山机电与矿业智能化, runingTitle=null, highlight=null, articleAbstract=

针对大型露天煤矿无人卡车调度方案差、利用率低以及成本高等难题,提出了基于数字孪生仿真的优化方法,构建了无人卡车数字孪生系统框架。利用AnyLogic软件搭建数字孪生仿真模型,实现物理与虚拟空间的实时映射。建立以运输成本最小化、总运输时间最短化及卡车利用率最大化为目标的数学模型,并设计量子增强粒子群优化算法(Quantum Enhanced Particle Swarm Optinization, QEPSO)进行求解。新疆某露天煤矿实例验证结果表明:相较于传统粒子群算法、改进粒子群算法和遗传算法,QEPSO算法的最大完工时间降低了5.84%~11.34%、总运输成本降低了5.12%~10.49%、卡车利用率提升了4.32%~9.14%,且其收敛速度更快、稳定性更好;数字孪生调度方案较传统方案任务完成时间缩短了73 min,有效提高了运输效率,为露天煤矿无人卡车的智能化调度提供了可行的技术路径和方法支持。

, authors=阮雄威1, 袁逸萍1, 於立杰1, 2, authorsList=阮雄威, 袁逸萍, 於立杰, authorCompany=null, correspAuthors=袁逸萍, authorNote=

阮雄威(1998—),男,湖北咸宁人,硕士研究生,主要研究方向为露天煤矿无人卡车调度优化。E-mail:

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袁逸萍(1973—),女,新疆乌鲁木齐人,博士,教授,主要从事智能制造、数字孪生等领域的研究。E-mail:
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阮雄威(1998—),男,湖北咸宁人,硕士研究生,主要研究方向为露天煤矿无人卡车调度优化。E-mail:

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阮雄威(1998—),男,湖北咸宁人,硕士研究生,主要研究方向为露天煤矿无人卡车调度优化。E-mail:

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基于数字孪生仿真的大型露天煤矿无人卡车调度优化研究
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阮雄威 1 , 袁逸萍 1 , 於立杰 1, 2
矿业研究与开发 | 矿山机电与矿业智能化 2026,46(6): 191-199
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矿业研究与开发 |矿山机电与矿业智能化 2026 , 46 (6) : 191 -199
基于数字孪生仿真的大型露天煤矿无人卡车调度优化研究
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阮雄威1 , 袁逸萍1 , 於立杰1, 2
作者信息
  • 1.新疆大学 智能制造现代产业学院,新疆 乌鲁木齐 830017
  • 2.新疆工程学院 机电工程学院,新疆 乌鲁木齐 830023
通讯作者:
袁逸萍(1973—),女,新疆乌鲁木齐人,博士,教授,主要从事智能制造、数字孪生等领域的研究。E-mail:
作者简介:

阮雄威(1998—),男,湖北咸宁人,硕士研究生,主要研究方向为露天煤矿无人卡车调度优化。E-mail:

Research on Unmanned Truck Scheduling Optimization in Large Open-Pit Coal Mine Based on Digital Twin Simulation
Xiongwei Ruan1 , Yiping Yuan1 , Lijie Yu1, 2
Affiliations
  • 1.College of Intelligent Manufacturing Modern Industry, Xinjiang University, Urumqi, Xinjiang 830017, China
  • 2.College of Mechanical and Electrical Engineering, Xinjiang Institute of Engineering, Urumqi, Xinjiang 830023, China
出版时间: 2026-06-18
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针对大型露天煤矿无人卡车调度方案差、利用率低以及成本高等难题,提出了基于数字孪生仿真的优化方法,构建了无人卡车数字孪生系统框架。利用AnyLogic软件搭建数字孪生仿真模型,实现物理与虚拟空间的实时映射。建立以运输成本最小化、总运输时间最短化及卡车利用率最大化为目标的数学模型,并设计量子增强粒子群优化算法(Quantum Enhanced Particle Swarm Optinization, QEPSO)进行求解。新疆某露天煤矿实例验证结果表明:相较于传统粒子群算法、改进粒子群算法和遗传算法,QEPSO算法的最大完工时间降低了5.84%~11.34%、总运输成本降低了5.12%~10.49%、卡车利用率提升了4.32%~9.14%,且其收敛速度更快、稳定性更好;数字孪生调度方案较传统方案任务完成时间缩短了73 min,有效提高了运输效率,为露天煤矿无人卡车的智能化调度提供了可行的技术路径和方法支持。

数字孪生  /  AnyLogic软件  /  露天煤矿  /  无人卡车  /  调度优化

Aiming at the problems of poor scheduling scheme, low utilization rate and high cost of unmanned trucks in large open-pit coal mines, an optimization method based on digital twin simulation was proposed, and a digital twin system framework for unmanned trucks was constructed. The digital twin simulation model was built by AnyLogic software to realize the real-time mapping of physical and virtual space. A mathematical model aiming at minimizing transportation cost, minimizing total transportation time and maximizing truck utilization was established, and a Quantum Enhanced Particle Swarm Optimization (QEPSO) algorithm was designed to solve the model. The verification results of an open-pit coal mine in Xinjiang show that compared with the traditional particle swarm optimization algorithm, the improved particle swarm optimization algorithm and the genetic algorithm, the maximum completion time of the QEPSO algorithm is reduced by 5.84%-11.34%, the total transportation cost is reduced by 5.12%-10.49%, and the truck utilization rate is increased by 4.32%-9.14%, with a faster convergence speed and better stability. The digital twin scheduling scheme shortens the task completion time by 73 min compared with the traditional scheme, effectively improves the transportation efficiency. The study provides a feasible technical path and method support for the intelligent scheduling of unmanned trucks in open-pit coal mines.

Digital twin  /  AnyLogic software  /  Open-pit coal mine  /  Unmanned truck  /  Scheduling optimization
阮雄威, 袁逸萍, 於立杰. 基于数字孪生仿真的大型露天煤矿无人卡车调度优化研究. 矿业研究与开发, 2026 , 46 (6) : 191 -199 .
Xiongwei Ruan, Yiping Yuan, Lijie Yu. Research on Unmanned Truck Scheduling Optimization in Large Open-Pit Coal Mine Based on Digital Twin Simulation[J]. Mining Research and Development, 2026 , 46 (6) : 191 -199 .
  • 国家自然科学基金资助项目(7236010178)
  • 科技创新领军人才项目(2024TSYCLJ0010)
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2026年第46卷第6期
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  • 接收时间:2025-06-27
  • 首发时间:2026-10-27
  • 出版时间:2026-06-18
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  • 收稿日期:2025-06-27
基金
国家自然科学基金资助项目(7236010178)
科技创新领军人才项目(2024TSYCLJ0010)
作者信息
    1.新疆大学 智能制造现代产业学院,新疆 乌鲁木齐 830017
    2.新疆工程学院 机电工程学院,新疆 乌鲁木齐 830023

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袁逸萍(1973—),女,新疆乌鲁木齐人,博士,教授,主要从事智能制造、数字孪生等领域的研究。E-mail:
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2种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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