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Distributed intrusion detection using mobile agents in wireless body area networks

机译:无线体域网中使用移动代理的分布式入侵检测

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Technological advances in wearable and implanted medical devices are enabling wireless body area networks to alter the current landscape of medical and healthcare applications. These systems have the potential to significantly improve real time patient monitoring, provide accurate diagnosis and deliver faster treatment. In spite of their growth, securing the sensitive medical and patient data relayed in these networks to protect patients' privacy and safety still remains an open challenge. The resource constraints of wireless medical sensors limit the adoption of traditional security measures in this domain. In this work, we propose a distributed mobile agent based intrusion detection system to secure these networks. Specifically, our autonomous mobile agents use machine learning algorithms to perform local and network level anomaly detection to detect various security attacks targeted on healthcare systems. Simulation results show that our system performs efficiently with high detection accuracy and low energy consumption.
机译:可穿戴和植入式医疗设备的技术进步使无线人体局域网能够改变医疗和保健应用的当前格局。这些系统有可能显着改善实时患者监测,提供准确的诊断并提供更快的治疗。尽管它们不断增长,但是保护这些网络中中继的敏感医疗和患者数据以保护患者的隐私和安全仍然是一个开放的挑战。无线医疗传感器的资源限制限制了这一领域传统安全措施的采用。在这项工作中,我们提出了一种基于分布式移动代理的入侵检测系统来保护这些网络。具体来说,我们的自主移动代理使用机器学习算法来执行本地和网络级别的异常检测,以检测针对医疗保健系统的各种安全攻击。仿真结果表明,我们的系统能够以较高的检测精度和较低的能耗高效运行。

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