• Title/Summary/Keyword: Cyber ISR

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Hybrid Feature Selection Method Based on a Naïve Bayes Algorithm that Enhances the Learning Speed while Maintaining a Similar Error Rate in Cyber ISR

  • Shin, GyeongIl;Yooun, Hosang;Shin, DongIl;Shin, DongKyoo
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.12 no.12
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    • pp.5685-5700
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    • 2018
  • Cyber intelligence, surveillance, and reconnaissance (ISR) has become more important than traditional military ISR. An agent used in cyber ISR resides in an enemy's networks and continually collects valuable information. Thus, this agent should be able to determine what is, and is not, useful in a short amount of time. Moreover, the agent should maintain a classification rate that is high enough to select useful data from the enemy's network. Traditional feature selection algorithms cannot comply with these requirements. Consequently, in this paper, we propose an effective hybrid feature selection method derived from the filter and wrapper methods. We illustrate the design of the proposed model and the experimental results of the performance comparison between the proposed model and the existing model.

C4ISR Systems IDS Performance Enhancing Method (C4ISR 체계 IDS의 성능 향상 방안)

  • Choi, Junesung;Kook, Kwangho
    • Convergence Security Journal
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    • v.12 no.4
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    • pp.57-69
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    • 2012
  • C4ISR system is an important tool for military operational command and control. Therefore, it is frequently exposed to the cyber-terror attempt to paralyze the military command and control system. Generally, the information system uses IDS and firewall as major security computing tools. C4ISR system also uses them as major measures for the information protection. But the usefulness of IDS is reduced due to the frequent false-positives and false-negatives if the behavioral patterns are modified or new behavioral patterns appear. This paper presents new IDS structure which can create modified attack patterns and unexpected attack patterns automatically during IDS probing process. The proposed IDS structure is expected to enhance the information protection capability of the C4ISR system by reducing false-positives and false-negatives through the creation and verification of new attack patterns.

Future Cyber Information Warfare (사이버 정보전 준비 해야)

  • 오제상
    • Convergence Security Journal
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    • v.1 no.1
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    • pp.31-35
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    • 2001
  • Currently if we are to make a thought to depend on our fast developing information technology, a future war is necessarily to be made a situation of a cyber information warfare. A attacker in the cyber information warfare is able to make attack a military or a civil information and communication system, especially if a attack of a hacker, a virus or a electromagnetic pulse bomb at a military C4ISR system is able to make a confusion or a interruption in military operations, they are available to attack as a real time with non restrictions of physical distance, time, weather and space. While a expenditure of carrying out the cyber information warfares is the lowest expenditure, a effect of carrying out the cyber information warfares is the greatest effect in side of a interruption of information, a confusion, a terror, a pillage and crime of the people. This paper is to introduce "weapons of cyber information warfares", "offence capability of cyber information warfares about several nations" and to propose "a cyber information warfare organization" or the future knowledge warfare. the future knowledge warfare.

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Comparison of incremental learning method and batch learning method in Cyber ISR (사이버 ISR에서의 점진적 학습 방법과 일괄 학습 방법 비교)

  • Shin, Gyeong-Il;Yooun, Hosang;Shin, DongIl;Shin, DongKyoo
    • Proceedings of the Korea Information Processing Society Conference
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    • 2017.11a
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    • pp.861-864
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    • 2017
  • 사이버 ISR을 통하여 정보를 획득하는 과정에서 데이터를 추출하고 이를 스스로 가공하여 의사결정에 도움을 줄 수 있는 에이전트를 연구하는 과정에서 폐쇄망에 침투했을 경우 이를 효과적으로 감시 정찰할 수 있는 방법을 논의한다. 폐쇄망으로 인하여 침투한 컴퓨터에 심어진 에이전트는 C&C서버와 원활한 교류가 불가능하게 되는데, 이때 스스로 살아남아 지속적으로 데이터를 수집하며, 분석을 하기 위해서는 한정된 자원과 시간을 활용하여야 발각되지 않고 계속하여 임무를 수행할 수 있다. 특히 분석하는 과정에서 많은 자원과 시간을 활용하는 때 이를 해결하기 위해 본인은 점진적 학습방법을 이용하는 것을 제안하며, 일괄학습 방법과 함께 비교하는 실험을 해보았다.

A Research on Designing an Autonomic Control System Towards High-Reliable Cyber-Physical Systems (고신뢰 CPS를 위한 자율제어 시스템에 관한 연구)

  • Park, Jeongmin;Kang, Sungjoo;Chun, Ingeol;Kim, Wontae
    • IEMEK Journal of Embedded Systems and Applications
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    • v.8 no.6
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    • pp.347-357
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    • 2013
  • Cyber-Physical system(CPS) is characterized by collaborating computational elements controlling physical entities. In CPS, human desire to acquire useful information and control devices anytime and anywhere automatically has increased the necessity of a high reliable system. However, the physical world where CPS is deployed has management complexity and maintenance cost of 'CPS', so that it is impossible to make reliable systems. Thus, this paper presents an 'Autonomic Control System towards High-reliable Cyber-Physical Systems' that comprise 8-steps including 'fault analysis', 'fault event analysis', 'fault modeling', 'fault state interpretation', 'fault strategy decision', 'fault detection', 'diagnosis&reasoning' and 'maneuver execution'. Through these activities, we fascinate to design and implement 'Autonomic control system' than before. As a proof of the approach, we used a ISR(Intelligent Service Robot) for case study. The experimental results show that it achieves to detect a fault event for autonomic control of 'CPS'.

Comparison of Performance Between Incremental and Batch Learning Method for Information Analysis of Cyber Surveillance and Reconnaissance (사이버 감시정찰의 정보 분석에 적용되는 점진적 학습 방법과 일괄 학습 방법의 성능 비교)

  • Shin, Gyeong-Il;Yooun, Hosang;Shin, DongIl;Shin, DongKyoo
    • KIPS Transactions on Software and Data Engineering
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    • v.7 no.3
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    • pp.99-106
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    • 2018
  • In the process of acquiring information through the cyber ISR (Intelligence Surveillance Reconnaissance) and research into the agent to help decision-making, periodic communication between the C&C (Command and Control) server and the agent may not be possible. In this case, we have studied how to effectively surveillance and reconnaissance. Due to the network configuration, agents planted on infiltrated computers can not communicate seamlessly with C&C servers. In this case, the agent continues to collect data continuously, and in order to analyze the collected data within a short time in When communication is possible with the C&C server, it can utilize limited resources and time to continue its mission without being discovered. This research shows the superiority of incremental learning method over batch method through experiments. At an experiment with the restricted memory of 500 mega bytes, incremental learning method shows 10 times decrease in learning time. But at an experiment with the reuse of incorrectly classified data, the required time for relearn takes twice more.

A Design of Electronic Evidence-seizure Mechanism for the Response of Information-warfare (정보전 대응을 위한 전자적 증거포착 메커니즘 설계1))

  • Park, Myeong-Chan;Lee, Jong-Seop;Choe, Yong-Rak
    • Journal of National Security and Military Science
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    • s.2
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    • pp.285-314
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    • 2004
  • The forms of current war are diversified over the pan-national industry. Among these, one kind of threats which has permeated the cyber space based on the advanced information technology causes a new type of war. C4ISR, the military IT revolution, as a integrated technology innovation of Command, Control, Communications, Computer, Intelligence, Surveillance and Reconnaissance suggests that the aspect of the future war hereafter is changing much. In this paper, we design the virtual decoy system and intrusion trace marking mechanism which can capture various attempts and evidence of intrusion by hackers in cyber space, trace the penetration path and protect a system. By the suggested technique, we can identify and traceback the traces of intrusion in cyber space, or take a legal action with the seized evidence.

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Analysis of Cyber Crime and Its Characteristics (사이버범죄 유형별 특징 분석 연구)

  • So-Hyun Lee;Ilwoong Kang;Yoonhyuk Jung;Hee-Woong Kim
    • Information Systems Review
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    • v.21 no.3
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    • pp.1-26
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    • 2019
  • Now we are facing with a possibility of having crimes, which have been only possible offline, in cyber spaces as well.Especially, a recent growth in the use of SNS, promoted by popularization of smart phones, also has led an abrupt increase in cyber crime. It would be important to have a understanding of cyber crime and its characteristics by type as well as factors associated with each type of cyber crime in order to devise appropriate preventive measures against cyber crime. However, most of the previous studies on cyber crimesolely made through literature review or indirect approaches. Therefore, this study has been designed to conduct the interview with actual suspects(criminals) of cyber crime to address factors of cyber crime and to devise specific preventive measures and countermeasures against cyber crime. Especially, among various types of cyber crime, this study aims at addressing the 'trades' and 'financial transaction' of crimes committed using the information and communication network and the 'cyber libel/insult'of crimes committed using unlicensed contents, which have been soared recently and become significant issues. The findings of this study could be beneficial for the society since it has managed to conduct the interview and reveal relationships among major factors of cyber crime. The findings of this study could be used for devising and developing proper preventive and countermeasures against cyber crime, in turn reducing and preventing its damage.

Analysis of Improving Requirement on Military Security Regulations for Future Command Control System (미래 지휘통제체계를 위한 보안 규정 개선 요구사항 분석)

  • Kang, Jiwon;Moon, Jae Woong;Lee, Sang Hoon
    • Convergence Security Journal
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    • v.20 no.1
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    • pp.69-75
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    • 2020
  • The command control system, like the human brain and nervous system, is a linker that connects the Precision Guided Missile(PGR) in information surveillance and reconnaissance (ISR) and is the center of combat power. In establishing the future command and control system, the ROK military should consider not only technical but also institutional issues. The US Department of Defense establishes security policies, refines them, and organizes them into architectural documents prior to the development of the command and control system. This study examines the security architecture applied to the US military command control system and analyzes the current ROK military-related policies (regulations) to identify security requirements for the future control system. By grouping the identified security requirements, this study identifies and presents field-specific enhancements to existing security regulations.

Development of Information Technology for Smart Defense (Smart Defense 를 위한 IT 기술 개발)

  • Chung, Kyo-Il;Lee, So Yeon;Park, Sangjoon;Park, Jonghyun;Han, Sang-Cheol
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.38 no.3
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    • pp.323-328
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    • 2014
  • Recently, there has been demand for the convergence of IT (Information and communication Technologies, ICT) with defense, as has already been achieved in civilian fields such as healthcare and construction. It is expected that completely new and common requirements would emerge from the civilian and military domains and that the shape of war field would change rapidly. Many military scientists forecast that future wars would be network-centric and be based on C4I(Command, Control, Communication & Computer, Intelligence), ISR(Intelligence, Surveillance & Reconnaissance), and PGM(Precision Guided Munitions). For realizing the smart defense concept, IT should act as a baseline technology even for simulating a real combat field using virtual reality. In this paper, we propose the concept of IT-based smart defense with a focus on accurate detection in real and cyber wars, effective data communication, automated and unmanned operation, and modeling and simulation.