基于飞机性能影响的路径优化算法
作者:
作者单位:

中国民航大学空中交通管理学院,天津 300300

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通讯作者:

魏志强,男,教授, E-mail:weizhiqia@sina.com

中图分类号:

U8

基金项目:

民航航空公司人工智能重点实验室自主课题基金(CZAILAB-SELF-KJAI20002);中央高校基本科研业务费项目(KJZ53420210102,3122019128)。


ATrajectory Optimization Algorithm Based on Impact of Aircraft Performance
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School of Air Traffic Management, Civil Aviation University of China, Tianjin 300300, China

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    摘要:

    针对在最少油耗、最快时间和最低成本等目标下的巡航阶段路径优化中,出现的边权重与前续路径的选择密切相关、估值函数计算开销过大等问题,首先构建了GRIB2格式网格气象数据插值、飞机性能参数快速计算流程,然后通过对A*算法估值函数系数和性能计算步长进行改进,提高每步优化时的计算效率;之后针对典型飞行任务,对不同优化目标下的结果进行对比,分析了成本指数、飞机起始质量和飞行高度层等因素的影响。将飞行性能计算融入边权重的A*算法相对于传统最短路算法会增加计算时间,但同样以飞行性能最优为目标的情况下,相较于Dijkstra算法它可以更迅速地找到优化路线。

    Abstract:

    This paper aims to solve the problems in the trajectory optimization during the cruise phase that the edge weights are closely related to the selection of the preceding path, and the calculation cost of the evaluation function is too heavy under different objectives like the least fuel consumption, the shortest flight time, and the lowest cost. First, a process is built, involving the GRIB2-format grid meteorological data interpolation and calculation of aircraft performance parameters. Second, the efficiency is augmented by the improvement of the A* algorithm evaluation function coefficient and the step size of performance calculation. Results for typical flight tasks under different optimization objectives are compared and the effects of factors such as cost index, mass of aircraft and flight level are discussed. The A* algorithm that incorporates the flight performance calculation into the edge weights, requires more calculation time than the traditional shortest path algorithm. However, compared with the Dijkstra’s algorithm, it can find the optimal trajectory more quickly under the same performance-based optimization objective.

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引用本文

回忆,魏志强,魏路欢.基于飞机性能影响的路径优化算法[J].南京航空航天大学学报,2022,54(6):1145-1151

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  • 收稿日期:2021-06-16
  • 最后修改日期:2022-04-27
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  • 在线发布日期: 2022-12-16
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