关于医疗保健入侵检测系统的全面调查5.0:概念,挑战和实际应用
Lucas P Siqueira1, Cassio L Batista2, Pedro H Lui1
1PPGCC, Universidade Federal de Santa Maria, Santa Maria 97105-900, Brazil.
医疗保健5.0系统需要强大的安全性. 这项研究回顾了入侵检测系统 (IDS),突出了AI,数据集和可解释AI (XAI) 以加强在联网医疗环境中的威胁检测.
科学领域:
- 网络安全 网络安全
- 医疗保健技术 技术 医疗保健 技术
- 人工智能的人工智能
背景情况:
- 医疗保健5.0集成AI和IoMT,用于先进的患者护理.
- 侵入检测系统 (IDS) 对于保护这些复杂的系统至关重要.
- 现有的研究缺乏对AI模型,数据集和XAI for Healthcare 5.0 IDS的统一评估.
研究的目的:
- 在医疗保健5.0的背景下,系统地审查入侵检测系统 (IDS).
- 分析最先进的AI模型,合适的数据集,以及可解释AI (XAI) 的作用.
- 为安全的医疗保健系统弥合网络安全和临床实践之间的差距.
主要方法:
- 对医疗保健的IDS进行全面的文献综述 5.0.0.
- 分析当前的人工智能方法和可用的数据集.
- 介绍了一个案例研究,将网络和生物医学特征融合为威胁检测.
主要成果:
- 网络和生物医学特征的融合显著提高了威胁检测能力.
- 生理信号对于识别复杂的攻击,如伪造,至关重要.
- 人工智能模型和适当的数据集是有效的IDS在医疗保健的关键.
结论:
- 对医疗保健5.0的IDS进行综合分析至关重要.
- 未来的系统需要安全,透明和以患者为中心的网络安全解决方案.
- 本调查指导研究人员和从业人员开发先进的医疗保健5.0安全.
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