云环境下基于多智能体的分布式入侵检测系统

O. Achbarou
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引用次数: 23

摘要

与任何分布式计算系统一样,云计算不断地暴露于各种来源的许多威胁和攻击之下。因此,云安全现在对提供商和用户来说都是一个非常重要的问题。入侵检测系统(ids)用于检测这种环境下的攻击。安全管理员(对于客户和提供商)的目标是防止和检测攻击,同时避免中断云的平稳运行。在云这样的分布式环境中,使ids高效并不是一件容易的事。这个问题仍然存在,据我们所知,对于云安全的自动评估和分析,还没有令人满意的解决方案。多代理系统范例的特性(如适应性、协作和分布)使得以一种有效和可控的方式处理云计算的这种演变成为可能。因此,多代理系统非常适合于云安全的有效管理。在本文中,我们提出了一种高效、可靠、安全的基于多代理方法的分布式入侵检测系统(DIDS)来识别和防止这种环境下新的和复杂的恶意攻击。并通过实验对模型的性能进行了验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A New Distributed Intrusion Detection System Based on Multi-Agent System for Cloud Environment
Cloud computing, like any distributed computing system, is continually exposed to many threats and attacks of various origins. Thus, cloud security is now a very important concern for both providers and users. Intrusion detection systems (IDSs) are used to detect attacks in this environment. The goal of security administrators (for both customers and providers) is to prevent and detect attacks while avoiding disruption of the smooth operation of the cloud. Making IDSs efficient is not an easy task in a distributed environment such as the cloud. This problem remains open, and to our knowledge, there are no satisfactory solutions for the automated evaluation and analysis of cloud security. The features of the multi-agent system paradigm, such as adaptability, collaboration, and distribution, make it possible to handle this evolution of cloud computing in an efficient and controlled manner. As a result, multi-agent systems are well suited to the effective management of cloud security. In this paper, we propose an efficient, reliable and secure distributed IDS (DIDS) based on a multi-agent approach to identify and prevent new and complex malicious attacks in this environment. Moreover, some experiments were conducted to evaluate the performance of our model.
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