用随机发生的非线性对随机复杂网络的固定同步:解决比特速率约束和配置问题
IEEE transactions on cybernetics
|October 9, 2024
概括
这项研究涉及使用固定控制的离散时间随机复杂网络的边界同步. 一个优化算法平衡了比特速率分配和控制器收益,以实现有效的同步.
科学领域:
- 控制系统工程 控制系统工程
- 网络科学 网络科学
- 随机系统 随机系统 随机系统
背景情况:
- 复杂的网络在各个领域都至关重要,但在沟通有限等现实的限制下实现同步是具有挑战性的.
- 离散时间系统中的随机性和非线性引入了控制设计的复杂性.
- 绑定控制提供了一种策略,通过控制几个节点来同步大型网络.
研究的目的:
- 为了研究离散时间随机复杂网络的最终边界同步问题.
- 根据无线通信中的比特速率限制,制定一个固定控制策略.
- 分析随机发生的非线性对网络同步的影响.
主要方法:
- 固定控制策略是使用部分选择节点的信息来设计的.
- 引入了编码解码传输机制,以在位率约束下建模数字通信.
- 随机分析方法用于导出同步错误的平均平方边界性条件.
主要成果:
- 导出了同步错误系统的平均平方边界度的足够条件.
- 为联合比特速率分配和控制器增益设计提供了一个优化算法.
- 分析了同步性能和比特速率分配之间的相关性.
结论:
- 拟议的固定控制方法有效地实现了离散时间随机复杂网络的最终边界同步.
- 开发的方法提供了一个框架,用于在通信限制下设计控制器.
- 模拟结果验证了固定控制策略和优化算法的有效性.
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