Effectiveness evaluation of shipboard manned/unmanned aerial vehicle synergy based on CFP-miner

Q3 Earth and Planetary Sciences Aerospace Systems Pub Date : 2024-07-11 DOI:10.1007/s42401-024-00310-4

Gechen Wang, Ling Peng, Miao Wang, Guoqing Wang

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Abstract

With the development of artificial intelligence and information technology, drones working in tandem with manned aerial vehicle have become the new normal. Current paper focuses on the following theme: how to assess the effectiveness of manned/unmanned aerial vehicle systems under different formations. However, the analysis of the effectiveness of manned/unmanned aircraft cooperation faces the problem of unclear mechanisms and difficulty in tracing the key influencing factors. Therefore, in this paper, a closed frequent pattern mining method is used to analyze and design a new data structure based on cross-linked table improvement. In this paper, the units and capabilities in the manned/unmanned aerial vehicle system are mined and analyzed in a time-series manner to obtain the effectiveness of the patterns of manned/unmanned aircraft utilization in tandem under different formations. Finally, a typical maritime application scenario is used as an example to effectively compare the effectiveness of different manned/unmanned aircraft cooperative modes and to provide guidance for the subsequent development of manned/unmanned aircraft cooperative applications.

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基于 CFP-miner 的舰载有人/无人飞行器协同效应评估

随着人工智能和信息技术的发展，无人机与载人飞行器协同工作已成为新常态。本文主要研究的主题是：如何评估不同编队下有人/无人机系统的效能。然而，有人/无人飞机协同效能分析面临着机制不明确、关键影响因素难以追踪的问题。因此，本文采用封闭频繁模式挖掘方法，基于交联表改进分析设计了一种新的数据结构。本文对有人/无人机系统的单位和能力进行时序挖掘和分析，得出不同编队下有人/无人机串联利用模式的有效性。最后，以典型的海上应用场景为例，有效比较了不同有人/无人协同模式的有效性，为后续开发有人/无人协同应用提供指导。

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来源期刊

Aerospace Systems Social Sciences-Social Sciences (miscellaneous)

CiteScore

1.80

自引率

0.00%

发文量

期刊介绍： Aerospace Systems provides an international, peer-reviewed forum which focuses on system-level research and development regarding aeronautics and astronautics. The journal emphasizes the unique role and increasing importance of informatics on aerospace. It fills a gap in current publishing coverage from outer space vehicles to atmospheric vehicles by highlighting interdisciplinary science, technology and engineering. Potential topics include, but are not limited to: Trans-space vehicle systems design and integration Air vehicle systems Space vehicle systems Near-space vehicle systems Aerospace robotics and unmanned system Communication, navigation and surveillance Aerodynamics and aircraft design Dynamics and control Aerospace propulsion Avionics system Opto-electronic system Air traffic management Earth observation Deep space exploration Bionic micro-aircraft/spacecraft Intelligent sensing and Information fusion