• Title/Summary/Keyword: Research Networks

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Trends in Lightweight Neural Network Algorithms and Hardware Acceleration Technologies for Transformer-based Deep Neural Networks (Transformer를 활용한 인공신경망의 경량화 알고리즘 및 하드웨어 가속 기술 동향)

  • H.J. Kim;C.G. Lyuh
    • Electronics and Telecommunications Trends
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    • v.38 no.5
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    • pp.12-22
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    • 2023
  • The development of neural networks is evolving towards the adoption of transformer structures with attention modules. Hence, active research focused on extending the concept of lightweight neural network algorithms and hardware acceleration is being conducted for the transition from conventional convolutional neural networks to transformer-based networks. We present a survey of state-of-the-art research on lightweight neural network algorithms and hardware architectures to reduce memory usage and accelerate both inference and training. To describe the corresponding trends, we review recent studies on token pruning, quantization, and architecture tuning for the vision transformer. In addition, we present a hardware architecture that incorporates lightweight algorithms into artificial intelligence processors to accelerate processing.

Triangular lattice Deployment Patterns for p-Coverage and q-Connectivity in Wireless Sensor Networks (무선 센서 네트워크에서 다중 커버리지와 연결성을 위한 삼각 배치 패턴)

  • Kim, Yong-hwan;Kim, Chan-Myung;Han, Youn-Hee
    • Proceedings of the Korea Information Processing Society Conference
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    • 2011.11a
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    • pp.662-664
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    • 2011
  • 무선 센서 네트워크에서 관심지역이 각 센서에 의하여 얼마나 잘 센싱되는지의 정도에 대한 커버리지(coverage)와 센서에 의하여 센싱된 데이터를 싱크노드까지 얼마나 잘 전달될 수 있는지의 정도에 관한 연결성(connectivity)은 중요한 연구 분야이다. 이와 관련하여 본 논문에서는 센서 네트워크에서 p-coverage와 q-connectivity ($q{\leq}6$)를 만족하는 최적의 센서 배치패턴 문제에 관한 연구 결과를 기술한다. 특히, 1-coverage의 경우 최적이라 알려진 삼각 격자 패턴에 대하여 p-coverage와 6-connectivity을 만족하도록 하는 배치 방법을 제시한다.

A Survey for Vulnerability Attack and Defense Method of Satellite-Link Based Communication System

  • Isaac Sim;Jinwoo Jeong;Sangbom Yun;Yunsik Lim;Junghyun Seo
    • International Journal of Internet, Broadcasting and Communication
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    • v.15 no.4
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    • pp.128-133
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    • 2023
  • Satellite based communication is networks in which users in a wide area can access without wired-based ground infrastructure. In particular, the need is emerging due to the recent Ukraine-Russia war. Satellite network systems acquire data that is difficult to observe on Earth as well as communication networks and are also used for research and development, which allows additional data to be produced. However, due to the nature of communication networks existing in outer space, certain vulnerabilities are revealed, and attacks based on them can be exposed. In this paper, we analyze vulnerabilities that may arise due to the nature of satellite communication networks and describes current research, countermeasures, and future research directions.

Toward a Social Sciences Methodology for Electronic Survey Research on the Internet or Personal Computer check (사회과학 연구에 있어 인터넷 및 상업용 통신망을 이용한 전자설문 조사방법의 활용)

  • Hong Yong-Gee;Lee Hong-Gee;Chae Su-Kyung
    • Management & Information Systems Review
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    • v.3
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    • pp.287-316
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    • 1999
  • Cyberspace permits us to more beyond traditional face-to-face, mail and telephone surveys, yet still to examine basic issues regarding the quality of data collection: sampling, questionnaire design, survey distribution, means of response, and database creation. This article address each of these issues by contrasting and comparing traditional survey methods(Paper-and-Pencil) with Internet or Personal Computer networks-mediated (Screen-and-Keyboard) survey methods also introduces researchers to this revolutionary and innovative tool and outlines a variety of practical methods for using the Internet or Personal Computer Networks. The revolution in telecommunications technology has fostered the rapid growth of the Internet all over the world. The Internet is a massive global network and comprising many national and international networks of interconnected computers. The Internet or Personal Computer Networks could be the comprehensive interactive tool that will facilitate the development of the skills. The Internet or Personal Computer Networks provides a virtual frontier to expand our access to information and to increase our knowledge and understanding of public opinion, political behavior, social trends and lifestyles through survey research. Comparable to other technological advancements, the Internet or Personal Computer Networks presents opportunities that will impact significantly on the process and quality of survey research now and in the twenty-first century. There are trade-offs between traditional and the Internet or Personal Computer Networks survey. The Internet or Personal Computer Networks is an important channel for obtaining information for target participants. The cost savings in time, efforts, and material were substantial. The use of the Internet or Personal Computer Networks survey tool will increase the quality of research environment. There are several limitations to the Internet or Personal Computer Network survey approach. It requires the researcher to be familiar with Internet navigation and E-mail, it is essential for this process. The use of Listserv and Newsgroup result in a biased sample of the population of corporate trainers. However, it is this group that participates in technology and is in the fore front of shaping the new organizations of interest, and therefore it consists of appropriate participants. If this survey method becomes popular and is too frequently used, potential respondents may become as annoyed with E-mail as the sometimes are with mail survey and junk mail. Being a member of the Listserv of Newsgroup may moderate that reaction. There is a need to determine efficient, effective ways for the researcher to strip identifiers from E-mail, so that respondents remain anonymous, while simultaneously blocking a respondent from responding to a particular survey instrument more than once. The optimum process would be on that is initiated by the researcher : simple, fast and inexpensive to administer and has credibility with respondents. This would protect the legitimacy of the sample and anonymity. Creating attractive Internet or Personal Computer Networks survey formats that build on the strengths of standardized structures but also capitalize on the dynamic and interactive capability of the medium. Without such innovations in survey design, it is difficult to imagine why potential survey respondents would use their time to answer questions. More must be done to create diverse and exciting ways of building an credibility between respondents and researchers on the Internet or Personal Computer Networks. We believe that the future of much exciting research is based in the Electronic survey research. The ability to communicate across distance, time, and national boundaries offers great possibilities for studying the ways in which technology and technological discourse are shaped. used, and disseminated ; the many recent doctoral dissertations that treat some aspect of electronic survey research testify to the increase focus on the Internet or Personal Computer Networks. Thus, scholars should begin a serious conversation about the methodological issues of conducting research In cyberspace. Of all the disciplines, Internet or Personal Computer Networks, emphasis on the relationship between technology and human communication, should take the lead in considering research in the cyberspace.

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An approximation method for sojourn time distributions in general queueing netowkrs (일반적인 큐잉네트워크에서의 체류시간분포의 근사화)

  • 윤복식
    • Journal of the Korean Operations Research and Management Science Society
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    • v.19 no.3
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    • pp.93-109
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    • 1994
  • Even though sojourn time distributions are essential information in analyzing queueing networks, there are few methods to compute them accurately in non-product form queueing networks. In this study, we model the location process of a typical customer as a GMPH semi-Markov chain and develop computationally useful formula for the transition function and the first-passage time distribution in the GMPH semi-Markov chain. We use the formula to develop an effcient method for approximating sojourn time distributions in the non-product form queueing networks under quite general situation. We demonstrate its validity through numerical examples.

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Multi-ring Design Algorithm for Survivable WDM Networks (WDM 망에서의 다중 링 설계 알고리즘 연구)

  • Chung, Ji-Bok
    • Korean Management Science Review
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    • v.26 no.3
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    • pp.1-9
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    • 2009
  • In this paper, we present mathematical models for the ring covering problems arising in the design of multi-ring WDM networks. Also, we present efficient algorithms to solve the suggested models. By the computational experiment, our model can solve the medium-sized networks efficiently and shows better performance than the existing heuristic method. Although we propose an efficient method for the column generation procedure, branching rule that does not destroy the column generation structure is unsolved. Further research is required to develop an effective branching rule.

Distributed and Virtual Network Operations and Contents Management Based on Hybrid Research Networks (하이브리드 연구망 기반의 분산 가상형 네트워크 운영 및 리소스 정보 관리 기술 연구)

  • Kim, Dong-Kyun;Lee, Myung-Sun;Byeon, Ok-Hwan;Kim, Seung-Hae
    • The Journal of the Korea Contents Association
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    • v.12 no.10
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    • pp.11-21
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    • 2012
  • Hybrid network infrastructure has been deployed as the most important technology for the advanced research networking community such as Internet2, SURFnet, etc. However, further research needs to be performed in terms of feasible design and implementation of architecture for inter-domain collaborative network infrastructure, which is essential to end-to-end collaborative research based on high-end applications. In this paper, we suggest a framework for distributed and virtual network operations based on hybrid research networks and efficient cooperation between multi-domain hybrid networks, which aims to provide collaborative network environment for high-end applications. Suggested framework is designed to adopt decentralized model of multi-domain hybrid research network management. A collaborative and distributed virtual model that is characterized by cooperation among hybrid research networks that insist on maintaining their autonomy and control, can also contribute for researchers and other end-users to manage and operate their own virtual networks.

Design of a Multi-Network Selector for Multiband Maritime Networks

  • Cho, A-Ra;Yun, Chang-Ho;Park, Jong-Won;Chung, Han-Na;Lim, Yong-Kon
    • Journal of information and communication convergence engineering
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    • v.9 no.5
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    • pp.523-529
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    • 2011
  • In this paper an inter-layer protocol, referred to as a Multi-Network Selector (MNS) is proposed for multiband maritime networks. A MNS is located between the data-link layer and the network layer and performs vertical handover when a ship moves another radio network. In order to provide seamless data transfer to different radio networks, the MNS uses received signal strength (RSS) and ship's location information as decision parameters for vertical handover, which can avoid ping-pong effect and reduces handover latency. In addition, we present related issues in order to implement the MNS for a multiband maritime network.

Grid-Based Key Pre-Distribution in Wireless Sensor Networks

  • Mohaisen, Abedelaziz;Nyang, Dae-Hun;Maeng, Young-Jae;Lee, Kyung-Hee;Hong, Do-Won
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.3 no.2
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    • pp.195-208
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    • 2009
  • In this paper, we introduce a grid-based key pre-distribution scheme in wireless sensor networks, which aims to improve the connectivity and resiliency while maintaining a reasonable overhead. We consider simplification of the key establishment logic and enhancement of the connectivity via plat polynomial assignment on a three-dimensional grid for node allocation and keying material assignment. We demonstrate that our scheme results in improvements via a detailed discussion on the connectivity, resource usage, security features and resiliency. A comparison with other relevant works from the literature along with a demonstrated implementation on typical sensor nodes shows the feasibility of the introduced scheme and its applicability for large networks.