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针对混合攻击的能源受限多传感器系统的安全融合估计
IEEE transactions on cybernetics
|July 31, 2025
概括
本研究介绍了一种安全的核聚变估计框架,用于面临混合攻击的受能源限制的多传感器系统. 拟议的方法确保了精确的数据融合,尽管存在双重能源传输模式和网络威胁,提高了系统安全性.
科学领域:
- 网络物理系统 网络物理系统
- 信息融合 信息融合
- 传感器网络 传感器网络
背景情况:
- 传感器节点中的能量限制限制了操作寿命.
- 双能量传输模式 (高/低) 影响数据的准确性和安全性.
- 多传感器系统易受不同传输级别的混合攻击 (欺骗,DoS) 的攻击.
研究的目的:
- 开发一个理论框架,用于在能源受限制的多传感器系统中安全估计核聚变.
- 在具有双重能量传输能力的系统中解决混合攻击.
- 增强在竞争条件下数据融合的稳定性和可靠性.
主要方法:
- 使用伯努利和三元随机变量来描述双能量模式和混合攻击的新型测量模型.
- 创新分析方法设计局部安全估计器,最大限度地减少估计错误.
- 一个最佳的安全的融合算法,以整合最终的融合值的本地估计.
主要成果:
- 拟议的框架有效地减少了当地估计错误.
- 最佳安全的融合算法提供了可靠的最终估计.
- 融合算法的稳定性和稳定性质被严格研究.
- 与现有方法相比,模拟显示出更高的性能.
结论:
- 开发的安全的核聚变估计框架提高了系统安全性和数据完整性.
- 这种方法有效地减轻了能源有限的多传感器系统中的混合攻击.
- 拟议的方法为可靠的信息融合提供了一个强大的解决方案.
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