Deep learning-based intrusion detection systems: A comprehensive survey of four main fields of cyber security
- سال انتشار: 1402
- محل انتشار: دوفصلنامه مرکز پژوهشی ریاضی ماهانی، دوره: 12، شماره: 2
- کد COI اختصاصی: JR_KJMMRC-12-2_020
- زبان مقاله: انگلیسی
- تعداد مشاهده: 144
نویسندگان
Department of Computer Science, Shahid Bahonar University of Kerman, Kerman, Iran
Department of Computer Science, Shahid Bahonar University of Kerman, Kerman, Iran
Department of Computer Science, Shahid Bahonar University of Kerman, Kerman, Iran
چکیده
The security flaws in cyber security have always put the users and organizations at risk, which as a result created catastrophic conditions in the network that could be either irreversible or sometimes too costly to recover. In order to detect these attacks, Intrusion Detection Systems (IDSs) were born to alert the network in case of any intrusions. Machine Learning (ML) and more prominently deep learning methods can be able to improve the performance of IDSs. This article focuses on IDS approaches whose functionalities rely on deep learning models to deal with the security issue in Internet of Things (IoT), wireless networks, Software Defined Networks (SDNs), and Industrial Control Systems (ICSs). To this, we examine each approach and provide a comprehensive comparison and discuss the main features and evaluation methods as well as IDS techniques that are applied along with deep learning models. Finally, we will provide a conclusion of what future studies are possibly going to focus on in regards to IDS, particularly when using deep learning models.کلیدواژه ها
Intrusion Detection System (IDS), Deep Learning, Internet of Things (IoT), Software Defined Network (SDN), Industrial Control System (ICS)اطلاعات بیشتر در مورد COI
COI مخفف عبارت CIVILICA Object Identifier به معنی شناسه سیویلیکا برای اسناد است. COI کدی است که مطابق محل انتشار، به مقالات کنفرانسها و ژورنالهای داخل کشور به هنگام نمایه سازی بر روی پایگاه استنادی سیویلیکا اختصاص می یابد.
کد COI به مفهوم کد ملی اسناد نمایه شده در سیویلیکا است و کدی یکتا و ثابت است و به همین دلیل همواره قابلیت استناد و پیگیری دارد.