Autonomous Prediction of UAV Launch Parameters Based on SSA-BP Model

The coupling of key parameters such as launch angle, booster pinch angle, booster thrust, etc. affects the trajectory of the rocket boosted zero-length launch, and there exists a difficult problem of optimal selection of launch parameters. In this paper, a UAV is taken as the research object, dynamics and kinematics modeling of its launching stage is carried out, and parametric simulation software for UAV launching trajectory is designed based on QT/C++. Meanwhile, the UAV launch parameter prediction method based on SSA-BP model is proposed, and the superiority of SSA-BP for launch parameter prediction is comprehensively evaluated based on MAE, MAPE, and RMSE evaluation methods. The results show that the UAV launching trajectory simulation and launch parameter prediction model in this paper are effective and credible, and can provide a basis for the design of UAV launch system.

Authors

Institutions

Publication Details

Published
2024-08-23
DOI
https://doi.org/10.1109/wrcsara64167.2024.10685834
Citations
1
Primary Topic
Advanced Algorithms and Applications
Type
article
Field-Weighted Citation Impact
0.33
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Autonomous Prediction of UAV Launch Parameters Based on SSA-BP Model

Huayu Jia, Hong Zhou, Samantha Huo, Huilong Zheng et al.
1 citations
Advanced Algorithms and Applications
0.33
article

Autonomous Prediction of UAV Launch Parameters Based on SSA-BP Model

Huayu Jia, Hong Zhou, Samantha Huo, Huilong Zheng, Qian Zhang
article en
1 citations

Abstract

The coupling of key parameters such as launch angle, booster pinch angle, booster thrust, etc. affects the trajectory of the rocket boosted zero-length launch, and there exists a difficult problem of optimal selection of launch parameters. In this paper, a UAV is taken as the research object, dynamics and kinematics modeling of its launching stage is carried out, and parametric simulation software for UAV launching trajectory is designed based on QT/C++. Meanwhile, the UAV launch parameter prediction method based on SSA-BP model is proposed, and the superiority of SSA-BP for launch parameter prediction is comprehensively evaluated based on MAE, MAPE, and RMSE evaluation methods. The results show that the UAV launching trajectory simulation and launch parameter prediction model in this paper are effective and credible, and can provide a basis for the design of UAV launch system.

Institute of Engineering Thermophysics (CN), University of Chinese Academy of Sciences (CN)
Affordable and clean energy
Openalex Percentile: Top 42%
Advanced Algorithms and Applications
0.33
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Autonomous Prediction of UAV Launch Parameters Based on SSA-BP Model — Huayu Jia, Hong Zhou, et al. · (2024) | TGRS Research Map | TGRS