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相关概念视频

One-Degree-of-Freedom System01:24

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In mechanical engineering, one-degree-of-freedom systems form the basis of a wide range of electrical and mechanical components. Using these models, engineers can predict the behavior of various parts in a larger system, which gives them insight into how different forces interact with each other.
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A system is linear if it displays the characteristics of homogeneity and additivity, together termed the superposition property. This principle is fundamental in all linear systems. Linear time-invariant (LTI) systems include systems with linear elements and constant parameters.
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基于神经网络的固定时间实用态度同步控制,用于不确定的网络航天器系统.

Runlong Peng1, Jinchen Ji2, Bin Zheng1

  • 1Shanghai Institute of Applied Mathematics and Mechanics, School of Mechanics and Engineering Science, Shanghai University, Shanghai, 200072, PR China.

ISA transactions
|August 20, 2025
PubMed
概括
此摘要是机器生成的。

本研究提出了一种使用神经网络 (NN) 为网络航天器系统 (NSS) 的新型固定时间控制方案,以实现实际的态度同步,尽管存在不确定性. 该方法确保了NSS态度控制的更快的融合和稳定性.

关键词:
固定时间的固定时间.网络化航天器系统 (NSSs) 是一个神经网络 (NN) 是一个神经网络.实用态度同步的实用态度同步

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科学领域:

  • 航天器的动态和控制控制.
  • 网络系统 网络系统是网络系统.
  • 控制系统中的人工智能

背景情况:

  • 航天器态度同步对于协调任务至关重要.
  • 现有的方法与模型不确定性和外部干扰作斗争.
  • 固定时间控制提供了有限时间的融合,并提高了稳定性.

研究的目的:

  • 为网络航天器系统 (NSSs) 开发一个固定时间的实用态度同步方案.
  • 使用神经网络 (NN) 来解决模型不确定性和外部干扰.
  • 为同步错误和结算时间提供分析界限.

主要方法:

  • 运用拉格朗日表示法用于航天器态度动态.
  • 实施通过神经网络增强的固定时间控制策略.
  • 采用利亚普诺夫稳定性分析进行理论验证.
  • 导出用于同步错误和结算时间限制的分析表达式.

主要成果:

  • 提出了一个基于NN的新型分布式固定时间控制方案.
  • 该计划确保了无领导和领导追随者NSS的实际态度同步.
  • 分析推导证实了固定时间稳定性,并提供了错误/时间限制.
  • 模拟验证了拟议方法的有效性和可行性.

结论:

  • 拟议的控制方案有效地实现了NSS中固定时间的实际态度同步.
  • 国家网络的整合增强了对不确定性的适应性和稳定性.
  • 分析框架为NSS控制提供了理论保障和实际设计见解.