4D trajectory lightweight prediction algorithm based on knowledge distillation technique

The proposed method effectively balances high-precision modeling of spatiotemporal dependencies with lightweight deployment requirements, enabling real-time air-traffic monitoring and early warning on standard CPUs and embedded devices. This framework offers a scalable solution for enhancing the operational safety and efficiency of modern air-traffic control systems.

Authors

Weizhen Tang (ORCID: https://orcid.org/0009-0004-4925-712X)
Weiliang Xie (ORCID: https://orcid.org/0009-0008-2542-8050)
Zhihui Huang
Jiyan Dai (ORCID: https://orcid.org/0000-0002-7720-8032)
Boyang Hao

Institutions

Civil Aviation Flight University of China (CN)

Publication Details

Journal: Frontiers in Neurorobotics
Published: 2025-08-22
DOI: https://doi.org/10.3389/fnbot.2025.1643919
Primary Topic: Traffic Prediction and Management Techniques
Type: article
Field-Weighted Citation Impact: 0.00

Funders

Civil Aviation Administration of China

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article

4D trajectory lightweight prediction algorithm based on knowledge distillation technique

Weizhen Tang, Weiliang Xie, Zhihui Huang, Jiyan Dai et al.

Aug 22, 2025

1 links

Frontiers in Neurorobotics

Traffic Prediction and Management Techniques

article

4D trajectory lightweight prediction algorithm based on knowledge distillation technique

Weizhen Tang, Weiliang Xie, Zhihui Huang, Jiyan Dai, Boyang Hao

August 22, 2025article en

Abstract

The proposed method effectively balances high-precision modeling of spatiotemporal dependencies with lightweight deployment requirements, enabling real-time air-traffic monitoring and early warning on standard CPUs and embedded devices. This framework offers a scalable solution for enhancing the operational safety and efficiency of modern air-traffic control systems.

Frontiers in NeuroroboticsVol. 19

Civil Aviation Flight University of China (CN)

Civil Aviation Administration of China

Openalex Percentile: Top 77%

Traffic Prediction and Management Techniques

DOI Open Access PDF OpenAlex

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4D trajectory lightweight prediction algorithm based on knowledge distillation technique — Weizhen Tang, Weiliang Xie, et al. · Frontiers in Neurorobotics (2025) | TGRS Research Map | TGRS