MAIDENS: MIL-STD-1553 Anomaly-Based Intrusion Detection System Using Time-Based Histogram Comparison

Genereux Sebastien J. J.; Lai Alvin K. H.; Fowles Craig O.; Roberge Vincent R.; Vigeant Guillaume P. M.; Paquet Jeremy R.

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MAIDENS: MIL-STD-1553 Anomaly-Based Intrusion Detection System Using Time-Based Histogram Comparison

机译：少女：MIL-STD-1553基于异常的入侵检测系统，使用基于时间的直方图比较

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Aircraft are becoming increasingly connected to other systems or networks, introducing attack vectors and posing a threat to their operational effectiveness. Many military aircraft function using the MIL-STD-1553 protocol in order to communicate information across its systems. Previous intrusion detection research on this type of data bus is unable to detect spoofing attacks where only data words are manipulated. This paper presents the design of a MIL-STD-1553 anomaly-based intrusion detection system able to identify those attacks through the use of a novel histogram comparison approach and time-based features. The approach includes optimizations for improved time resolution in threat identification. Results demonstrate the effectiveness of the approach in identifying threats quickly and accurately.

机译：飞机越来越多地连接到其他系统或网络，引入攻击向量并对他们的操作效率构成威胁。许多使用MIL-STD-1553协议的军用飞机功能，以便在其系统上传送信息。以前关于这种类型的数据总线的入侵检测研究无法检测欺骗攻击，只有数据字被操纵。本文介绍了一种MIL-STD-1553异常的入侵检测系统的设计，能够通过使用新的直方图比较方法和基于时间的特征来识别这些攻击。该方法包括用于改进威胁识别中的时间分辨率的优化。结果展示了这种方法在快速准确地识别威胁时的有效性。

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来源
《IEEE Transactions on Aerospace and Electronic Systems》 |2020年第1期|276-284|共9页
作者
Genereux Sebastien J. J.; Lai Alvin K. H.; Fowles Craig O.; Roberge Vincent R.; Vigeant Guillaume P. M.; Paquet Jeremy R.;
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作者单位

Natl Def Ottawa ON K1A 0K2 Canada;

Natl Def Ottawa ON K1A 0K2 Canada;

Natl Def Ottawa ON K1A 0K2 Canada;

Royal Mil Coll Canada Kingston ON K7K 7B4 Canada;

Natl Def Ottawa ON K1A 0K2 Canada;

Natl Def Ottawa ON K1A 0K2 Canada;

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原文格式 PDF
正文语种 eng
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关键词
Military standards; Intrusion detection; Histograms; Feature extraction; Protocols; Microsoft Windows; Windows; Anomaly detection; data buses; intrusion detection; military aircraft; MIL-STD-1553;

机译：军事标准;入侵检测;直方图;特征提取;协议;Microsoft Windows;Windows;异常检测;数据总线;入侵检测;军用飞机;MIL-STD-1553;

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1. Performance Analysis and Comparison of Anomaly-based Intrusion Detection in Vehicular Ad hoc Networks [J] . E. A. Shams, A. H. Ulusoy, A. Rizaner Radioengineering . 2020,第4期

机译：车辆临时网络中基于异常的入侵检测的性能分析与比较
2. Anomaly-Based Intrusion Detection Systems for Mobile Ad Hoc Networks: A Practical Comprehension [J] . Sharada Ramakrishna Valiveti, Anush Manglani, Tadrush Desai International journal of secure software engineering . 2021,第2期

机译：基于异常的移动临时网络的入侵检测系统：实际理解
3. Deep learning approaches for anomaly-based intrusion detection systems: A survey, taxonomy, and open issues [J] . Knowledge-Based Systems . 2020,第Feba15期

机译：基于异常的入侵检测系统的深度学习方法：调查，分类法和未解决的问题
4. Robust Multivariate Anomaly-Based Intrusion Detection System for Cyber-Physical Systems [C] . Aneet Kumar Dutta, Rohit Negi, Sandeep Kumar Shukla International Symposium on Cyber Security Cryptography and Machine Learning . 2021

机译：基于鲁棒的多元异常的网络 - 物理系统入侵检测系统
5. Low-rate false alarm anomaly-based intrusion detection system with one-class SVM [D] . Farnia, Fatemeh. 2017

机译：低速率误报异常的入侵检测系统，具有单级SVM
6. Fusion of Heterogeneous Intrusion Detection Systems for Network Attack Detection [O] . Jayakumar Kaliappan, Revathi Thiagarajan, Karpagam Sundararajan 2015

机译：融合用于网络攻击检测的异构入侵检测系统
7. Using pattern-of-life as contextual information for anomaly-based intrusion detection systems [O] . Aparicio-Navarro Francisco J., Kyriakopoulos Konstantinos G., Gong Yu, 2017

机译：将生活模式用作基于异常的入侵检测系统的上下文信息
8. Anomaly-Based Intrusion Detection Systems Utilizing System Call Data. [R] . Skormin, V. A. 2012

机译：基于异常的入侵检测系统利用系统调用数据。

MAIDENS: MIL-STD-1553 Anomaly-Based Intrusion Detection System Using Time-Based Histogram Comparison

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