动态变化条件下混合货物运输可靠性的数学建模

S. Kotenko, V. Kasianova
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The purpose of the work is to develop a mathematical model of mixed cargo transportation in the conditions of dynamic changes in risks to increase the reliability of the transportation process, analyze alternative options for transportation, and identify opportunities for changing the route even in the process of cargo transportation. Achieving the goal of the study made it necessary to set and solve the following tasks: to implement the possibility of analyzing alternative transportation options and proposing route changes in real time; prove the capabilities of the developed model on the example of specific enterprises; to ensure reliability forecasting of the next cargo transportation stages; implement the possibility of optimizing multi-purpose tasks to ensure reliability, minimize the cost and time of transportation; to stratify the reliability of cargo transportation according to the level of threats probability. \nMaterials and methods. Various general and special methods of knowledge were used in the work: the method of quantitative and qualitative comparison for the stratification of the cargo transportation reliability depending on the risks at individual stages; methods of vector analysis to take into account the probability of the cargo transportation risk at each stage of mixed transportation; the method of induction and deduction made it possible to consider the reliability of the transportation as the reciprocal of the transportation risk probability; the task fragmentation method allows to include probable stages of transportation in different transport routes; a method of mathematical formalization of the problem for the formation of a model of mixed cargo transportation using water transport in conditions of dynamic changes in risks. \nResearch results. A mathematical model of mixed cargo transportation in conditions of dynamic changes in risks was developed to increase the reliability of transportation, analyze alternative transportation options, and identify opportunities for changing the route during cargo transportation. To solve this, the following tasks were developed: a mathematical model capable of analyzing alternative transportation options and proposing route changes in real life was developed; proven possibilities of the model on the example of specific enterprises; forecasting of the reliability the next cargo transportation stages is ensured; the possibility of optimizing multi-purpose tasks to ensure reliability, minimizing the cost and time of transportation has been implemented; stratification of the reliability cargo transportation by the level of probability threats was carried out. \nConclusion. Using the model, the activities of enterprises that transported their products through the ports of the Sea of Azov were analyzed. Due to the decrease in the reliability of cargo transportation through the Kerch Strait, alternative routes for the transportation of mixed cargo are proposed, for the use of \"river-sea\" vessels at certain stages. Approbation of the model for increasing the efficiency of the transport and logistics process of enterprises proved its effectiveness. The use of the developed mathematical model for the analysis of enterprise activity indicated an implicit advantage of increasing the level of transportation reliability, in particular, in relation to identifying the possibility of reducing warehouse stocks with a significant saving of working capital at the same time. 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引用次数: 0

摘要

时事性。军事威胁决定了混合货物运输风险的重大变化速度,并证明需要新的方法来确保运输的可靠性。首先,有一个问题是评估沿个别路线的运输可靠性水平,并模拟可能的路线变化与选择更安全的选择和运输方式。由于风险变化的速度很快,这种模型的一个特别重要的功能是它在实时条件下实际应用的可能性。目标和任务。本工作的目的是建立风险动态变化条件下的混合货物运输数学模型,以提高运输过程的可靠性,分析运输的备选方案,甚至在货物运输过程中也能发现改变路线的机会。为了实现研究的目标,有必要设置和解决以下任务:实现实时分析替代交通选择并提出路线变更的可能性;以具体企业为例,验证所开发模型的能力;确保下一阶段货物运输预测的可靠性;实现多用途任务的可能性优化,确保可靠性,最小化运输成本和时间;根据威胁概率的高低对货物运输的可靠性进行分层。材料和方法。在工作中运用了各种通用的和特殊的知识方法:根据各个阶段的风险对货物运输可靠性进行定量和定性比较的分层方法;考虑混合运输各阶段货物运输风险概率的矢量分析方法;通过归纳演绎的方法,可以将运输的可靠性考虑为运输风险概率的倒数;任务分段方法允许在不同的运输路线中包括可能的运输阶段;一种建立风险动态变化条件下水运混合货物运输模型的数学形式化方法。研究的结果。建立了风险动态变化条件下的混合货物运输数学模型,以提高运输可靠性,分析运输备选方案,识别货物运输过程中改变路线的机会。为了解决这个问题,开发了以下任务:开发了一个能够分析替代交通选择并提出现实生活中路线变化的数学模型;以具体企业为例验证了该模型的可行性;保证了下一阶段货物运输的可靠性预测;优化多用途任务以确保可靠性、最小化运输成本和时间的可能性已经实现;通过概率威胁等级对货物运输可靠性进行分层。结论。利用该模型,分析了通过亚速海港口运输其产品的企业的活动。由于通过刻赤海峡货物运输的可靠性下降,提出了在某些阶段使用“河海”船运输混合货物的替代路线。该模式的认可对提高企业运输和物流过程的效率证明了其有效性。使用已开发的数学模型来分析企业活动表明,提高运输可靠性水平有一个隐含的好处,特别是在确定减少仓库库存的可能性的同时,又大大节省了周转资金方面。所提出的研究结果使确保混合货物运输的适当可靠性成为可能,即使在运输路线上的威胁程度发生重大动态变化的情况下也是如此。
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MATHEMATICAL MODELING OF THE RELIABILITY OF MIXED CARGO TRANSPORTATION UNDER DYNAMIC CHANGE OF CONDITIONS
Topicality. Military threats determined the significant pace of changes in the risks of mixed cargoes transportation and proved the need for new methods of ensuring the reliability of transportation. First of all, there was the problem of assessing the levels of transportation reliability along individual routes and modeling a possible change of routes with the choice of safer options and ways of transportation. A particularly important function of such a model, due to the rapid pace of changes in risks, is the possibility of its practical application in real-time conditions.Aim and tasks. The purpose of the work is to develop a mathematical model of mixed cargo transportation in the conditions of dynamic changes in risks to increase the reliability of the transportation process, analyze alternative options for transportation, and identify opportunities for changing the route even in the process of cargo transportation. Achieving the goal of the study made it necessary to set and solve the following tasks: to implement the possibility of analyzing alternative transportation options and proposing route changes in real time; prove the capabilities of the developed model on the example of specific enterprises; to ensure reliability forecasting of the next cargo transportation stages; implement the possibility of optimizing multi-purpose tasks to ensure reliability, minimize the cost and time of transportation; to stratify the reliability of cargo transportation according to the level of threats probability. Materials and methods. Various general and special methods of knowledge were used in the work: the method of quantitative and qualitative comparison for the stratification of the cargo transportation reliability depending on the risks at individual stages; methods of vector analysis to take into account the probability of the cargo transportation risk at each stage of mixed transportation; the method of induction and deduction made it possible to consider the reliability of the transportation as the reciprocal of the transportation risk probability; the task fragmentation method allows to include probable stages of transportation in different transport routes; a method of mathematical formalization of the problem for the formation of a model of mixed cargo transportation using water transport in conditions of dynamic changes in risks. Research results. A mathematical model of mixed cargo transportation in conditions of dynamic changes in risks was developed to increase the reliability of transportation, analyze alternative transportation options, and identify opportunities for changing the route during cargo transportation. To solve this, the following tasks were developed: a mathematical model capable of analyzing alternative transportation options and proposing route changes in real life was developed; proven possibilities of the model on the example of specific enterprises; forecasting of the reliability the next cargo transportation stages is ensured; the possibility of optimizing multi-purpose tasks to ensure reliability, minimizing the cost and time of transportation has been implemented; stratification of the reliability cargo transportation by the level of probability threats was carried out. Conclusion. Using the model, the activities of enterprises that transported their products through the ports of the Sea of Azov were analyzed. Due to the decrease in the reliability of cargo transportation through the Kerch Strait, alternative routes for the transportation of mixed cargo are proposed, for the use of "river-sea" vessels at certain stages. Approbation of the model for increasing the efficiency of the transport and logistics process of enterprises proved its effectiveness. The use of the developed mathematical model for the analysis of enterprise activity indicated an implicit advantage of increasing the level of transportation reliability, in particular, in relation to identifying the possibility of reducing warehouse stocks with a significant saving of working capital at the same time. The presented results of the research make it possible to ensure the proper reliability of transportation of mixed cargoes, even in conditions of significant dynamic changes in the level of threats on transportation routes.
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