Research on Emergency Mobile Launch Mission Planning Based on Dynamic Planning and Fuzzy Neural Network

Under the background of the high integration of space forces into joint operations and the increasingly fierce military struggle in space, emergency mobile launch capability, an important part of space forces, is a key supporting force for improving space combat capabilities. According to the research law of emergency mobile launch mission, the multivariable factory (warehouse) location and the number of satellites, rockets, and launch vehicles were included, and the constraint parameters were established and included in the model. T-SNE classifies the plane parameters through the SNE algorithm, then adjusts the continuity parameters and builds the evaluation model of dynamic planning to evaluate the distribution; the base model adjusts and analyzes the optimal emergency task constraint scheme, which has high loss performance and meets the value interval of the launch task constraint condition, and the construction cost is the lowest. Based on the heat relationship rule analysis of sensitivity and rationality, the experiment's comprehensive score is higher than all the established base models, then through the optimized emergency task constraints scheme, construction cost reduction of 15% to 20%, emergency motor launch mission loss compared to the basic model reduced by about 30%. This paper explores the characteristics, laws, and bottlenecks of constructing an emergency mobile launch force, and provides strong support for the performance of space missions.

Authors

Institutions

Publication Details

Journal
Highlights in Science Engineering and Technology
Published
2025-05-18
DOI
https://doi.org/10.54097/mar9fw98
Primary Topic
Robotic Path Planning Algorithms
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Research on Emergency Mobile Launch Mission Planning Based on Dynamic Planning and Fuzzy Neural Network

Xiao Zhiyuan
Highlights in Science Engineering and Technology
Robotic Path Planning Algorithms
article

Research on Emergency Mobile Launch Mission Planning Based on Dynamic Planning and Fuzzy Neural Network

Xiao Zhiyuan
article en

Abstract

Under the background of the high integration of space forces into joint operations and the increasingly fierce military struggle in space, emergency mobile launch capability, an important part of space forces, is a key supporting force for improving space combat capabilities. According to the research law of emergency mobile launch mission, the multivariable factory (warehouse) location and the number of satellites, rockets, and launch vehicles were included, and the constraint parameters were established and included in the model. T-SNE classifies the plane parameters through the SNE algorithm, then adjusts the continuity parameters and builds the evaluation model of dynamic planning to evaluate the distribution; the base model adjusts and analyzes the optimal emergency task constraint scheme, which has high loss performance and meets the value interval of the launch task constraint condition, and the construction cost is the lowest. Based on the heat relationship rule analysis of sensitivity and rationality, the experiment's comprehensive score is higher than all the established base models, then through the optimized emergency task constraints scheme, construction cost reduction of 15% to 20%, emergency motor launch mission loss compared to the basic model reduced by about 30%. This paper explores the characteristics, laws, and bottlenecks of constructing an emergency mobile launch force, and provides strong support for the performance of space missions.

Highlights in Science Engineering and TechnologyVol. 142
Dalian Institute of Chemical Physics (CN)
Openalex Percentile: Top 91%
Robotic Path Planning Algorithms
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.

Research on Emergency Mobile Launch Mission Planning Based on Dynamic Planning and Fuzzy Neural Network — Xiao Zhiyuan · Highlights in Science Engineering and Technology (2025) | TGRS Research Map | TGRS