提高物流效率的并行物流网络模拟方法和系统

IF 2.3 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE journal of radio frequency identification Pub Date : 2024-04-24 DOI:10.1109/JRFID.2024.3392943
Sheng Liu;Xiaotian Zhuang;Liang Yan;Yu Wang;Shengnan Wu;Yisheng Lv;Fenghua Zhu;Fei-Yue Wang
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引用次数: 0

摘要

为解决 "11.11"、"6.18 "等大型促销活动期间因包裹运输需求骤增而导致的包裹投递延迟和包裹丢失等问题,本文提出了一种并行物流网络方法,针对大型物流企业的物流网络,建立其等效的虚拟物流网络,感知实际物流网络的包裹运输需求和网络状态,并根据网络状态对包裹投递延迟和包裹丢失进行预测。18,本文提出了一种并行物流网络方法,针对大型物流企业的物流网络,建立其等效的虚拟物流网络,感知实际物流网络的包裹运输需求和网络状态,提前循环模拟运行,发现延误和丢失的包裹,分析原因,调整网络节点和运输线路的参数,确保包裹低成本准时送达。然后将调整后的虚拟网络参数反馈给实际物流网络,从而实现物流企业的高效运营。仿真引擎可确保在个人电脑上半小时内完成 30 天内 4 亿个包裹配送的仿真。应用结果表明,并行物流网络使包裹运输时间缩短了约 10%。运输距离缩短 7%。运输成本降低 15%。
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A Parallel Logistic Network Simulation Method and System to Improve Logistics Efficiency
In order to solve the problems of package delivery delay and package loss caused by the sudden increase of package transportation demand during large-scale promotion activities such as 11.11 and 6.18, this paper proposes a parallel logistic network method, aiming at the logistic network of large logistic enterprises, establishes its equivalent virtual logistic network, senses the package transportation demand and network state of the actual logistic network, circularly simulates the operation in advance, finds the delayed and lost packages, analyzes the reasons, and adjust the parameters of network nodes and transportation lines to ensure that packages are delivered on time at low cost. Then the adjusted virtual network parameters are fed back to the actual logistic network, so as to realize the efficient operation of logistic enterprises. A simulation engine ensures that the simulation of 400 million package distribution in 30 days can be completed in half an hour on a personal computer. The application results show that the parallel logistic network reduces the package transportation time by about 10%. The transportation distance is reduced by 7%. Reduce transportation costs by 15%.
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