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一个新的入侵检测框架,用于优化物联网安全
Abdul Qaddos1, Muhammad Usman Yaseen1, Ahmad Sami Al-Shamayleh2
1Department of Computer Science, COMSATS University Islamabad (CUI), Islamabad, 45550, Pakistan.
Scientific reports
|September 18, 2024
概括
本研究介绍了物联网 (IoT) 入侵检测系统 (IDS) 的混合CNN-GRU模型,实现了高精度. 这种新的方法有效地处理不平衡的数据,并增强对不断变化的威胁的物联网安全性.
科学领域:
- 网络安全 网络安全
- 人工智能的人工智能
- 网络安全 网络安全
背景情况:
- 不断扩大的物联网 (IoT) 生态系统需要先进的安全措施.
- 现有的入侵检测系统 (IDS) 面临着适应性和物联网特定复杂性的挑战.
- 不平衡的数据集是开发有效的IDS的一个常见问题.
研究的目的:
- 为物联网入侵检测提出一种新的混合深度学习模型.
- 提高物联网环境中入侵检测的适应性和准确性.
- 为了应对物联网安全中的不平衡数据集的挑战.
主要方法:
- 卷积神经网络 (CNN) 和门式循环单元 (GRU) 架构的混合化.
- 整合特征加权合成少数超采样技术 (FW-SMOTE) 进行数据平衡.
- 对IoTID20和UNSW-NB15数据集进行验证.
主要成果:
- 在IoTID20数据集上的攻击检测中实现了99.60%的准确性.
- 在多样化的UNSW-NB15网络数据集上显示了99.16%的准确性.
- 在物联网入侵检测方面表现优于现有的基准.
结论:
- 拟议的混合CNN-GRU模型为物联网安全提供了强大而适应性的解决方案.
- 该方法有效地处理复杂的物联网数据和不平衡的数据集.
- 这项研究为保护物联网生态系统的准确性和多功能性设定了新的基准.
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