露天煤矿多干线运输系统无人卡车实时调度策略

Real-Time autonomous truck dispatch strategy for multi-arterial haulage systems in open-pit coal mines

  • 摘要: 运输效率与经济性制约了中国无人卡车在露天矿山的大规模应用,高效的实时调度是助力无人驾驶技术推广的重要技术。为解决高频率卡车调度容易影响露天煤矿多干线运输系统效率的问题,提出了间断式实时卡车调度策略。策略采用由调度系统主动触发、全局调度的模式,固定时间间隔监测实时货流量,预测不同运输路径生产能力是否满足计划需求,判断所有电铲富车与欠车状态,基于调度次数创建卡车分配计划,建立产能损失模型判定卡车分配合理性,目标减少非必要调度,降低频繁调度引起生产能力损失,提升单斗−无人卡车工艺在多干线运输系统中的生产效率。以伊敏露天煤矿生产数据为基础,搭建多智能体−离散事件联合仿真系统开展随机试验。结果表明:50次随机试验中,策略在多干线运输系统下生产能力表现明显优于DISPATCH策略;以固定配车策略为参照,策略以78%的概率提升了总生产能力或改善路径生产设计完成度,表明策略具备生产不稳定条件下的鲁棒性;分析随机种子为1时的仿真结果,相比与DISPATCH策略,间断式策略调度频率较低,实时货流量围绕计划货流量变化幅度较小,呈现了更高的调度准确性,表明间断式策略理论上可适用于近水平露天煤矿多干线运输系统,为无人驾驶技术大规模推广与未来自动化调度奠定了一定的理论基础。

     

    Abstract: The hualage efficiency and economic feasibility constrain the large-scale application of autonomous trucks in open-pit mines in China. Efficient real-time dispatch is a key technology to facilitate the promotion of autonomous driving technology. To address the issue of high-frequency truck dispatch negatively affecting the efficiency of multi-arterial transportation systems in open-pit coal mines, a fixed interval control based real-time truck dispatch strategy (FC strategy) is proposed. The strategy adopts a globally coordinated dispatch mode triggered actively by the dispatch system, monitoring real-time flow-rate at fixed time intervals, predicting whether the production capacity of different hualage routes meets planned demand, and assessing the status of all shovels regarding rich or lack trucks. A truck allocation plan is created based on the number of dispatch, and a capacity loss model is established to evaluate the rationality of truck allocation. The objective is to reduce unnecessary dispatch, minimize the productivity loss caused by frequent dispatch, and improve the production efficiency of the shovel-autonomous truck process in multi-arterial hualage systems. Based on the production data from the Yimin open-pit coal mine, a multi-agent discrete-event simulation system was built for conducting random tests. The results show that, in 50 random trials, the proposed strategy significantly outperforms the DISPATCH strategy in terms of production capacity under multi-arterial hualage systems. Compared to the fixed truck allocation strategy, the proposed strategy improves total production capacity or enhances the path production design completion with a probability of 78%, demonstrating its robustness under unstable production conditions. An analysis of the simulation results with a random seed of 1 shows that, compared to the DISPATCH strategy, the FC strategy has a lower dispatch frequency, with real-time flow-rate fluctuating less around the planned flow-rate, exhibiting higher dispatch accuracy. This indicates that the FC strategy is theoretically applicable to multi-arterial haulage systems in near-horizontal open-pit coal mines and lays a theoretical foundation for the large-scale promotion of autonomous driving technology and future automated dispatch.

     

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