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Assessment of the application feasibility of the genetic algorithm for airports operations optimization based on the collaborative decision-making principles

机译:基于协作决策原理评估机场运营优化遗传算法的应用可行性

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摘要

The article proposes a formalization methodology of the basic characteristics of the production processes of the aviation industry major components, such as airlines, airports and air traffic control authorities. This technique is not exhaustive, but it is quite suitable as the basis for the formation of the initial data for decision-making optimization under the conditions of airport operations performance and air traffic management, based on the principles of work coordination of the airports operational units. It is proposed to use a genetic algorithm as a tool for optimizing collaborative decision-making, which allows for a smaller number of iterations in real time to obtain a suboptimal solution that meets the requirements of the process participants. The mathematical model in multiplicative form is presented in making an assessment of the application feasibility of the genetic algorithm, taking into account the interests of three stakeholders. Planning the use of aircraft for the airport flight schedule based on the formalized data of the airline fleet, the capabilities of the base airport apron, as well as the restrictions of permanent and temporary nature is accepted as the original product. The article demonstrates the potential advantage of the genetic algorithm, the point of which is that within each step of a suboptimal choice of priorities instead of brute-force options limited but effective direct search of a reduced number of those options that have been chosen as the "elite" by using multiplicative form is carried out.
机译:本文提出了航空行业主要组成部分生产过程的基本特征的正式化方法,例如航空公司,机场和空中交通管制当局。这种技术并非详尽无遗,但基于机场运营单位的工作协调原则,它非常适合在机场运营性能和空中交通管理的条件下形成决策优化的初始数据。 。建议使用遗传算法作为优化协作决策的工具,该工具可以实时获得较少数量的迭代,以获得满足过程参与者要求的次优解决方案。提出了乘法形式的数学模型,以评估遗传算法的应用可行性,考虑到三个利益攸关方的利益。根据航空公司舰队的正式数据,基于航空公司舰队的正式数据,基地机场围裙的能力以及永久性和临时性质的限制作为原始产品,计划使用飞机的使用。本文展示了遗传算法的潜在优势,这是在每个次优选择优先级选择的每个步骤中而不是蛮力选项有限但有效地直接搜索所选择的那些选项的减少数量通过使用乘法形式进行“Elite”。

著录项

  • 作者

    G. M. Lebedev; V. B. Malygin;

  • 作者单位
  • 年度 2019
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  • 原文格式 PDF
  • 正文语种 rus
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