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首页> 外文期刊>Archives of Computational Methods in Engineering >Nature Inspired Techniques and Applications in Intrusion Detection Systems: Recent Progress and Updated Perspective
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Nature Inspired Techniques and Applications in Intrusion Detection Systems: Recent Progress and Updated Perspective

机译：自然启发技术和入侵检测系统中的应用：最近进展和更新的视角

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摘要

Nowadays, it has become a necessity for operational and reliable operation of networks due to our increased dependency over the network services. However, intruders are continuously attempting to break into the networks and disturbing the network services using a variety of attack vectors and technologies. This motivates us to develop the techniques that ensure operational and reliable network, even in changing scenarios. Recently, most of the researchers have focused on the employment of techniques inspired by a natural phenomenon to detect the intrusions effectively. Nature-Inspired Techniques (NITs) have the ability to adapt to a constantly changing environment. Thus, they help to provide in-built resiliency to failures and damages, collaborative, survivable, self-organizing and self-healing capabilities to IDSs. The paper presents an analysis of NITs, and their classification based on the source of their inspiration. A comprehensive review of various NITs employed in intrusion detection is presented. Analysis of prominent research indicates that NITs based IDSs offers high detection rate and low false positive rate in comparison to the conventional IDSs. The NITs enables more flexibility in IDSs because of their employability into hybrid IDSs leading to detection on the basis of anomalies as well as signatures, leading in improving detection results of known and unknown attacks. The paper attempts to identify NITs' advantages, disadvantages and significant challenges to the successful implementation of NITs in the intrusion detection area. The main intention of this paper is to explore and present a comprehensive review of the application of NITs in intrusion detection, covering a variety of NITs, study of the techniques and architectures used and further the contribution of NITs in the field of intrusion detection. Finally, the paper ends with the conclusion and future aspects.
机译：如今，由于我们对网络服务的增加，它已成为网络运行和可靠运行的必要性。然而，入侵者连续尝试使用各种攻击向量和技术打破网络并扰乱网络服务。这使我们能够开发能够确保运营和可靠的网络的技术，即使在不断变化的情况下也是如此。最近，大多数研究人员都专注于通过自然现象的启发的技术的就业，以有效地检测入侵。自然启发技术（NITS）有能力适应不断变化的环境。因此，他们有助于为IDSS提供内置的故障和损失，协作，可生存，自我组织和自我修复能力。本文介绍了NITS的分析，并基于其灵感来源的分类。提出了对入侵检测中使用的各种NIT的全面审查。突出研究的分析表明，与传统IDS相比，基于NITS的IDS提供了高检测率和低误率。 NITS在IDS中可以灵活，因为它们进入混合IDS，导致基于异常的异常以及签名，导致改善已知和未知攻击的检测结果。该论文试图确定在入侵检测区域中成功实施NITS的NITS的优势，缺点和重大挑战。本文的主要目的是探讨并展示与NITS在入侵检测中的应用的全面审查，涵盖各种符号，研究中使用的技术和架构以及进一步贡献入侵检测领域的贡献。最后，本文以结论和未来的几个方面结束。

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