• 제목/요약/키워드: Cyber world

검색결과 372건 처리시간 0.021초

Study On Masked Face Detection And Recognition using transfer learning

  • Kwak, NaeJoung;Kim, DongJu
    • International Journal of Advanced Culture Technology
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    • 제10권1호
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    • pp.294-301
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    • 2022
  • COVID-19 is a crisis with numerous casualties. The World Health Organization (WHO) has declared the use of masks as an essential safety measure during the COVID-19 pandemic. Therefore, whether or not to wear a mask is an important issue when entering and exiting public places and institutions. However, this makes face recognition a very difficult task because certain parts of the face are hidden. As a result, face identification and identity verification in the access system became difficult. In this paper, we propose a system that can detect masked face using transfer learning of Yolov5s and recognize the user using transfer learning of Facenet. Transfer learning preforms by changing the learning rate, epoch, and batch size, their results are evaluated, and the best model is selected as representative model. It has been confirmed that the proposed model is good at detecting masked face and masked face recognition.

State Management of the Development of National Cybersecurity Systems

  • Kryshtanovych, Myroslav;Storozhev, Roman;Malyshev, Kostiantyn;Munko, Anna;Khokhba, Olena
    • International Journal of Computer Science & Network Security
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    • 제22권5호
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    • pp.11-16
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    • 2022
  • The main purpose of the study is to determine the main elements of the state management of the development of national cybersecurity. Cybersecurity ensures the protection of the properties of information resources and the operability of technical and software users and is directed against relevant cyber incidents. Therefore, today it is impossible to ignore the importance of public administration of the processes taking place in it. The methodological support of our study is determined by its goals and objectives and is based on the use of a combination of general scientific and special methods of scientific knowledge, which ensured the completeness and reliability of the results obtained. The article has limitations and concerns the lack of practical implementation of the research results. The study is purely theoretical to reflect the main aspects of the modern system of state management of the development of national cybersecurity. Further research requires an analysis of the world experience of state management of the development of national cybersecurity.

Securing SCADA Systems: A Comprehensive Machine Learning Approach for Detecting Reconnaissance Attacks

  • Ezaz Aldahasi;Talal Alkharobi
    • International Journal of Computer Science & Network Security
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    • 제23권12호
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    • pp.1-12
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    • 2023
  • Ensuring the security of Supervisory Control and Data Acquisition (SCADA) and Industrial Control Systems (ICS) is paramount to safeguarding the reliability and safety of critical infrastructure. This paper addresses the significant threat posed by reconnaissance attacks on SCADA/ICS networks and presents an innovative methodology for enhancing their protection. The proposed approach strategically employs imbalance dataset handling techniques, ensemble methods, and feature engineering to enhance the resilience of SCADA/ICS systems. Experimentation and analysis demonstrate the compelling efficacy of our strategy, as evidenced by excellent model performance characterized by good precision, recall, and a commendably low false negative (FN). The practical utility of our approach is underscored through the evaluation of real-world SCADA/ICS datasets, showcasing superior performance compared to existing methods in a comparative analysis. Moreover, the integration of feature augmentation is revealed to significantly enhance detection capabilities. This research contributes to advancing the security posture of SCADA/ICS environments, addressing a critical imperative in the face of evolving cyber threats.

Fish 군중행동 모델러 (Fish Schooling Behavior Modeler)

  • 김종찬;반경진;김응곤
    • 한국콘텐츠학회:학술대회논문집
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    • 한국콘텐츠학회 2006년도 춘계 종합학술대회 논문집
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    • pp.517-520
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    • 2006
  • 가상 해저 환경 속에서 군중 행동 장면은 영화, 게임 등의 엔터테인멘트 산업 속에서 많은 장면으로 연출된다. 컴퓨터 그래픽스 기술의 발달로 인한 디지털 영화나 애니메이션이 점차 증가함에 따라 이러한 장면이 등장하는 가상캐릭터를 쉽게 접할 수 있다. 컴퓨터 애니메이션에서 등장하는 캐릭터는 가상공간의 생기를 불어넣는 역할을 한다. 이러한 가상캐릭터의 객체수가 증가함에 따라 가상세계에 대한 몰입감을 증대하여 표현해야한다. 국내에서는 가상 환경을 구축하여 실감 체험을 할 수 있는 VR 콘텐츠 기술 개발에 관련하여 군중 장면 처리 및 군중 행동 시스템의 설계 및 구현 등의 연구가 있었으나 군중 행동 모델러 기술 개발을 실용화 할 단계까지는 미치지 못하고 있다. 본 논문에서는 해저환경에서 사실적이고 효율적인 표현을 위해 3D 객체에 행동양식을 부여하고, 상호작용이 가능하도록 fish 군중행동 모델러를 제안한다.

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무형문화재를 위한 사이버뮤지엄 구성체계에 관한 연구 II - 전시방법 및 표현특성을 중심으로 - (A Study on the Cyber Museum Organization System for Intangible Cultural Properties II Focused on the Information system and classification code anger - Focusing on the Exhibition Space, Exhibition Method and Expression Specialty -)

  • 한영호;장중식;정용섭
    • 한국실내디자인학회논문집
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    • 제40호
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    • pp.165-171
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    • 2003
  • The findings of this study indicate that intangible cultural properties are worth preservation and transmission and should be considered as very important as tangible cultural properties. If the studies of intangible cultural properties are continued focusing on their characteristics and formational system, they can be expressed more properly by adding new interactive elements to database and expressive requisites. New techniques introduced in this study are believed to provide people with most reasonable and developmental motives for expression of the existing intangible cultural properties. Concerning Korea's cultural properties centered on intangible cultural properties, information construction should be made with a new idea of information based on database from the previous studies. The result will be able to set an important factor to give wide publicity to our cultural identity, which is currently shown in the process of background communication, and serve as a foothold to deliver exact information to our descendants. The intangible cultural properties are our people's mental cultural heritage resources. If museums or initiator groups, which are organized to spread cultural heritages, can use them as the subjects of exhibition through information construction and visualization, it will function to maximize the educational effect of transmitting our national mental world. The development of digital environment will provide the optimum conditions and tools making it possible to visualize intangible forms and ideas in a virtual cyber space. Given these viewpoints, steady studies and efforts for the improvement of Korea's cultural image should be made in the way of intangible cultural properties as well as tangible ones. They start from the country's accurate appreciation of cultural properties and are embodied in systematic adjustment and relationship between interdependent elements.

무형문화재를 위한 사이버뮤지엄 구성체계에 관한 연구 III - 충남지역을 중심으로 - (A Study on the Cyber Museum Organization System for Intangible Cultural Properties III - Focused on the Chungnam Province -)

  • 한영호;장중식;정용섭
    • 한국실내디자인학회논문집
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    • 제13권3호
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    • pp.179-186
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    • 2004
  • The findings of this study indicate that intangible cultural properties are worth preservation and transmission and should be considered as very important as tangible cultural properties. If the studies of intangible cultural properties are continued focusing on their characteristics and formational system, they can be expressed more properly by adding new interactive elements to database and expressive requisites. New techniques introduced in this study are believed to provide people with most reasonable and developmental motives for expression of the existing intangible cultural properties. Concerning Korea's cultural properties centered on intangible cultural properties, information construction should be made with a new idea of information based on database from the previous studies. The result will be able to set an important factor to give wide publicity to our cultural identity, which is currently shown in the process of background communication, and serve as a foothold to deliver exact information to our descendants. The intangible cultural properties are our people's mental cultural heritage resources. If museums or initiator groups, which are organized to spread cultural heritages, can use them as the subjects of exhibition through information construction and visualization, it will function to maximize the educational effect of transmitting our national mental world. The development of digital environment will provide the optimum conditions and tools making it possible to visualize intangible forms and ideas in a virtual cyber space. Given these viewpoints, steady studies and efforts for the improvement of Korea's cultural image should be made in the way of intangible cultural properties as well as tangible ones. They start from the country's accurate appreciation of cultural properties and are embodied in systematic adjustment and relationship between interdependent elements.

동영상 UCC 제작 및 활용 교육을 통한 인터넷 리터러시 효과 분석 (The Analysis of Internet Literacy Effect through Education of Producing and Using Multimedia UCC)

  • 주용완;황용석;김양은;조영기
    • 컴퓨터교육학회논문지
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    • 제13권4호
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    • pp.27-39
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    • 2010
  • 지금까지의 인터넷 관련 교육은 주로 '정보통신윤리'와 '인터넷 중독'에 초점을 맞추고 있어 인터넷미디어 시대를 위한 '인터넷미디어'의 창의적이고, 바람직한 이해와 활용을 이끌어내기 위한 '인터넷 리터러시 교육'의 필요성이 사회적으로 제기되고 있다. 미디어 교육과 관련된 기존 연구에서 가장 취약점은 '교육성과' 에 대한 분석이 전혀 이루어지지 않고 있다는데 있다. 따라서 본 연구에서는 전국 중학교 학생 708명을 대상으로 진행한 인터넷미디어 교육에 따른 인터넷에 대한 감성적 태도, 매체 인식, 인터넷 이용효능감, 인터넷미디어 능력, 인터넷 윤리의식의 변화를 살펴보았다. 그 결과 인터넷 이용효능감과 인터넷미디어 능력은 큰 변화를 나타냈으며 아울러 수업을 통해 자연스럽게 인터넷윤리 의식도 높아지는 결과를 보였다. 이러한 결과는 인터넷미디어 교육 프로그램의 실질적 성과를 입증하였다는데 의의를 가질 수 있다.

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가상원격교육체제의 질 관리를 위한 평가모형의 개발 (Development of Quality Assurance Model and Guiding Principles for Effective Cyber Education)

  • 안미리;김미량
    • 컴퓨터교육학회논문지
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    • 제4권1호
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    • pp.1-10
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    • 2001
  • 가상공간이 교수-학습 목적의 가능성을 인정받아감에 따라 가상원격교육체제에의 관심이 집중되고 있다. 2001년 3월 학위를 수여하는 원격대학의 정식개교를 앞두고 가상원격의 방법으로 진행되는 교육에 대한 기대가 팽배해 있는가 하면 동시에 그 교육의 질에 대한 우려가 강하게 제기되고 있는 것 또한 사실이다. 이에 본 연구는 교육의 새로운 환경으로 빠르게 성장해가고 있는 가상원격교육체제의 질을 총체적으로 관리, 평가할 수 있는 준거모형을 5개 영역으로 구분하여 개발, 제시해 보았다. 새롭게 부각되고 있는 가상원격교육체제의 질 관리를 위한 평가 준거의 정립은 매우 중요함에도 그 동안 새로운 체제를 평가할 수 있는 통합적 모형이 미비했음을 감안하면 가상원격교육체제의 평가에 이론적 기초가 되는 본 평가모형의 구안은 체제의 총체적 평가 및 질 관리에 유용한 지침을 제공해 줄 것으로 판단된다.

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Role and Function of the Information Public Law

  • Kim, Il Hwan;Lee, KyungLyul;Kim, Jaehyoun
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제11권1호
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    • pp.596-610
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    • 2017
  • As a 'network of networks,' the Internet globally connects a huge number of regional and individual networks and provides us with new hopes and possibilities. However, a nation-state as well as the legal order of the 'state'(constitution) has limitations that are all too clear in order to regulate this new world formed by the Internet. It will soon be impossible for a single state to control these global information networks, and they will not be consistently and vertically operated and managed by anyone. As a result, ideologies or jurisdictions that support the legal order of a nation-state are no longer sufficient to control information delivery beyond borders. Furthermore, the development of the Internet and emergence of cyber space in the information society has led to the idea of 'extinction' of nation-states. Nevertheless, the conclusion that the state will be extinct due to the development of the information society is still nothing more than a hasty assumption. In other words, the information society does not indicate the end of the state. Rather, we must now clearly perceive that the object of our research and discussions must be the role and function of the nation-state in the newly emerged information society in the global aspect and international aspect, as well as in relationships with individuals or organizations that now have unimaginably strong information power. It is clear at this point that nation-states will lose the function and authority they have enjoyed or exercised to a certain degree, but this certainly does not indicate that nation-states are, and will be, unnecessary or useless. Rather, it is necessary to focus on the list of tasks that must be accepted by nation-states in the changed information society, as well as responsibilities and means to perform those tasks.

단계별 프로젝트 보안 방안에 대한 연구 (A Study on Security Measure of Step-Wise Project)

  • 신성윤;장대현;김형진
    • 한국정보통신학회논문지
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    • 제16권11호
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    • pp.2459-2464
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    • 2012
  • 유수의 기업체가 사이버공격을 받아 개인정보를 유출당하는 피해 사례가 속출하고 있다. 또한 금전이득의 획득이나 사회적 혼란 유발 등을 목적으로 계획된 해킹사례가 지속적으로 증가하고 있다. 웹사이트 공격의 약 75%가 응용 프로그램의 취약점을 악용하고 있다. 주요 보안 이슈로는 법적 근거에 따른 SW 개발 보안성이 강화되는 추세이다. 프로젝트 팀원의 Application 개발 보안 인식 부족한 것을 사실이다. 또한 수동적 대응과 개발 전단계(SDLC) 전체 영역에 걸친 보안성 검증/테스트 등이 미흡하다. 따라서 뒤늦은 결함발견으로 인한 Rework가 발생되고 있다. 이에 본 논문에서는 IT서비스 기업들이 수행하는 프로젝트 단계별 주요 보안 활동 사례를 살펴본다. 그리고 이를 통하여 실제 프로젝트 단계별로 적용할 수 있는 보안 방안을 제시하고자 한다.