一个具有动态访问控制算法的新型IDS,用于检测和防御物联网节点的入侵
Moutaz Alazab1,2, Albara Awajan1, Hadeel Alazzam1
1Department of Intelligent Systems, Faculty of Artificial Intelligence, Al-Balqa Applied University, Al-Salt 19385, Jordan.
Sensors (Basel, Switzerland)
|April 13, 2024
概括
一个用于物联网 (IoT) 的新入侵检测系统 (IDS) 使用LSTM和动态访问控制 (DAC) 来检测和防御网络威胁. 这种先进的系统实现了超过97%的准确性,提高了物联网安全性.
科学领域:
- 网络安全 网络安全
- 计算机网络 计算机网络
- 人工智能的人工智能
背景情况:
- 物联网 (IoT) 正在迅速扩大,为网络犯罪分子创造了一个吸引人的大型市场.
- 资源有限的物联网设备往往缺乏强大的网络安全功能,导致入侵增加.
- 现有的入侵检测系统 (IDS) 难以跟上物联网环境中不断变化的威胁格局.
研究的目的:
- 开发和评估用于物联网 (IoT) 的新型入侵检测系统 (IDS).
- 通过有效检测和防御广泛的网络威胁,增强物联网安全.
- 在资源有限的物联网环境中提高入侵检测的准确性和效率.
主要方法:
- 基于长短期记忆 (LSTM) 的入侵检测系统 (IDS) 的实施.
- 集成动态访问控制 (DAC) 算法,以增强防御能力.
- 数学分析用于IDS的模型选择和优化.
主要成果:
- 拟议的基于LSTM的IDS实现了97.16%的验证准确性.
- 该系统展示了高性能指标,精度,回忆和F1得分约为97%.
- IDS成功识别了14种不同类型的威胁,检测率超过98%和响应时间低于1.2秒.
结论:
- 基于LSTM的IDS与DAC的新型IDS在物联网安全方面取得了重大进展.
- 该系统的高精度,广泛的威胁识别和快速响应时间使其成为保护物联网生态系统的可靠解决方案.
- 通过数学分析进行优化,这种IDS有效地平衡了威胁检测与最小化的错误报警,提高了整体物联网安全性.
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