The invention relates to the field of data processing, in particular to a flight trajectory prediction method, electronic equipment and a storage medium, the flight trajectory prediction method is realized based on a flight trajectory prediction model, and the model comprises a trajectory encoder, a horizontal perception context generator, a wavelet transform-based frequency learning machine, a differential prompt decoder and a predictor which are connected in sequence; the track encoder comprises a first track point embedding module, a time modeling module and a sequence aggregation module which are connected in sequence, and the horizontal sensing context generator comprises a one-hot vector encoding module, a horizontal embedding module, a feature aggregation module and a first feature mapping module. The frequency learning machine based on wavelet transformation comprises a domain transformation module, a second feature mapping module and an inverse wavelet transformation module. The differential prompt decoder comprises a differential sequence coding module, a second track point embedding module, a feature fusion module and a third feature mapping module. According to the method, error accumulation can be reduced, and the calculation efficiency of a multi-level flight path prediction task can be improved.
本发明涉及数据处理了领域,特别是涉及一种飞行轨迹预测方法、电子设备和存储介质,基于飞行轨迹预测模型实现,模型包括:依次连接的轨迹编码器、水平感知上下文生成器、基于小波变换的频率学习机、差分提示解码器和预测器;轨迹编码器包括依次连接的第一轨迹点嵌入模块、时间建模模块和序列聚合模块,水平感知上下文生成器包括独热向量编码模块、水平嵌入模块、特征聚合模块和第一特征映射模块,基于小波变换的频率学习机包括域转换模块、第二特征映射模块和逆小波变换模块,差分提示解码器包括差分序列编码模块、第二轨迹点嵌入模块、特征融合模块和第三特征映射模块。本发明能够减轻误差积累,并且可以提高多水平飞行轨迹预测任务的计算效率。
Flight trajectory prediction method, electronic equipment and storage medium
一种飞行轨迹预测方法、电子设备和存储介质
2025-02-18
Patent
Electronic Resource
Chinese
IPC: | G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G08G Anlagen zur Steuerung, Regelung oder Überwachung des Verkehrs , TRAFFIC CONTROL SYSTEMS |
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