Aircraft Trajectory Prediction Based on Genetic Programming

Caikun Zhang, Chuang Shi, Wenfu Liu, Xuan Zhang
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引用次数: 4

Abstract

Because the traditional aircraft trajectory prediction methods are difficult to solve the complex trajectory fitting function and the accuracy of predicted trajectory is not high enough, aircraft trajectory prediction based on genetic programming is proposed in this paper. First of all, aircraft flight trajectory data is normalized processing. And then the reasonable set of function and fitting evaluation standard are established. Finally the flight trajectory is predicted by using genetic programming algorithm. The simulation results show that the prediction accuracy of this algorithm is fairly high, and fitting trajectory using this algorithm accords with the actual flight trajectory.
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基于遗传规划的飞机轨迹预测
针对传统的飞机轨迹预测方法难以求解复杂的轨迹拟合函数和预测轨迹精度不够高的问题,提出了基于遗传规划的飞机轨迹预测方法。首先,对飞机飞行轨迹数据进行归一化处理。然后建立了合理的功能集和拟合的评价标准。最后利用遗传规划算法对飞行轨迹进行预测。仿真结果表明,该算法的预测精度较高,使用该算法拟合的弹道符合实际飞行轨迹。
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