Sophisticated cyber attacks present significant challenges for organizations in detecting and preventing such threats. To address this critical need for advanced defense mechanisms, we propose an Ensemble Defense System (EDS). An EDS is a cybersecurity framework aggregating multiple security tools designed to monitor and alert an organization during cyber attacks. The proposed EDS leverages a comprehensive range of Intrusion Detection System (IDS) capabilities by introducing a hybrid of signature-based IDS and anomaly-based IDS tools. It also incorporates Elasticsearch, an open-source Security Information and Event Management (SIEM) tool, to facilitate data analysis and interactive visualization of alerts generated from IDSs. The effectiveness of the EDS is evaluated through a payload from a bash script that executes various attacks, including port scanning, privilege escalation, and Denial-of-Service (DoS). The evaluation demonstrates the EDS's ability to detect diverse cyber attacks.
翻译:复杂的网络攻击给组织在检测和防范此类威胁方面带来了重大挑战。为满足对先进防御机制的迫切需求,我们提出了一种集成防御系统(EDS)。EDS是一种聚合多种安全工具的网络安全框架,旨在网络攻击期间监控并提醒组织。所提出的EDS通过引入基于签名的入侵检测系统(IDS)与基于异常的IDS工具的混合方法,利用了全面的入侵检测系统功能。它还集成了开源安全信息和事件管理(SIEM)工具Elasticsearch,以促进数据分析和来自IDS告警的交互式可视化。通过一个执行多种攻击(包括端口扫描、权限提升和拒绝服务(DoS)攻击)的bash脚本的有效负载,对EDS的有效性进行了评估。评估结果表明EDS能够检测多样化的网络攻击。