对电池驱动物联网 (IoT) 设备的能量耗尽过程和电池耗尽攻击的建模
Godlove Suila Kuaban1, Erol Gelenbe1, Tadeusz Czachórski1
1Institute of Theoretical and Applied Informatics, Polish Academy of Sciences, Bałtycka 5, 44-100 Gliwice, Poland.
这项研究使用扩散近似模型模拟物联网 (IoT) 电池耗尽. 该研究提供了对设备寿命,电池容量以及耗尽攻击的影响的见解.
科学领域:
- 电气工程 电气工程
- 计算机科学 计算机科学
- 应用数学 应用数学 应用数学
背景情况:
- 物联网 (IoT) 设备依赖于具有有限能量容量的小型电池.
- 物联网设备对电池耗尽攻击的脆弱性,这些攻击可能会导致快速的能量耗尽和设备关闭.
- 需要强大的电池和设备规格,以确保延长物联网设备的寿命.
研究的目的:
- 提出扩散近似作为模拟物联网电池能量耗尽的数学框架.
- 分析各种因素,包括功耗,睡眠时间和电池容量,对物联网设备寿命的影响.
- 建模和评估幽灵能量耗尽攻击对物联网设备寿命的影响.
主要方法:
- 应用扩散或布朗运动过程来模拟物联网设备中的电池能量耗尽.
- 概率密度函数的推导,物联网设备寿命的平均值,方差和概率.
- 数字示例来调查电池耗尽攻击对寿命分布的影响.
主要成果:
- 扩散近似模型为理解物联网电池能量耗尽提供了一个框架.
- 主动功耗,休眠时间和电池容量显著影响概率密度函数,平均值和设备寿命概率.
- 电池耗尽攻击明显影响物联网设备寿命的分布.
结论:
- 扩散近似为分析物联网电池寿命和漏洞提供了有价值的数学工具.
- 了解操作参数和攻击向量的相互作用对于提高物联网设备弹性至关重要.
- 建议在更换电池时实施能量值,以防止电池完全耗尽并确保设备的可操作性.
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