• Title/Summary/Keyword: Network Data Analysis

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Design of A Faulty Data Recovery System based on Sensor Network (센서 네트워크 기반 이상 데이터 복원 시스템 개발)

  • Kim, Sung-Ho;Lee, Young-Sam;Youk, Yui-Su
    • The Transactions of the Korean Institute of Electrical Engineers P
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    • v.56 no.1
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    • pp.28-36
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    • 2007
  • Sensor networks are usually composed of tens or thousands of tiny devices with limited resources. Because of their limited resources, many researchers have studied on the energy management in the WSNs(Wireless Sensor Networks), especially taking into account communications efficiency. For effective data transmission and sensor fault detection in sensor network environment, a new remote monitoring system based on PCA(Principle Component Analysis) and AANN(Auto Associative Neural Network) is proposed. PCA and AANN have emerged as a useful tool for data compression and identification of abnormal data. Proposed system can be effectively applied to sensor network working in LEA2C(Low Energy Adaptive Connectionist Clustering) routing algorithms. To verify its applicability, some simulation studies on the data obtained from real WSNs are executed.

The Perceptions of the Students about Professionalism on the Elementary Teachers' Science Teaching through Network Analysis of Keyword (키워드 네트워크 분석을 통해 알아본 초등교사의 과학수업 전문성에 대한 학생의 인식)

  • Sung, Seung Min;Yeo, Sang-Ihn
    • Journal of Korean Elementary Science Education
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    • v.37 no.1
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    • pp.27-38
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    • 2018
  • The purpose of this study was to investigate the perceptions of the students about professionalism on the elementary teachers' science teaching through network analysis of keyword. For this study, questionnaires were conducted to elementary school students. The collected data were translated by coding and data cleaning. And then analyzed by Gephi 0.9.2 program as a tool of the network analysis. The results of this study were as follows: Top 5 words in betweenness centrality were 'smart, experiment, fun, various, and student understanding'. There was some difference of perceptions of students according to personal backgrounds(gender, grade and interest toward science class). Based on the result of this study, implications to improve elementary teachers' science teaching professionalism were suggested.

Network Analysis in Systems Epidemiology

  • Park, JooYong;Choi, Jaesung;Choi, Ji-Yeob
    • Journal of Preventive Medicine and Public Health
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    • v.54 no.4
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    • pp.259-264
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    • 2021
  • Traditional epidemiological studies have identified a number of risk factors for various diseases using regression-based methods that examine the association between an exposure and an outcome (i.e., one-to-one correspondences). One of the major limitations of this approach is the "black-box" aspect of the analysis, in the sense that this approach cannot fully explain complex relationships such as biological pathways. With high-throughput data in current epidemiology, comprehensive analyses are needed. The network approach can help to integrate multi-omics data, visualize their interactions or relationships, and make inferences in the context of biological mechanisms. This review aims to introduce network analysis for systems epidemiology, its procedures, and how to interpret its findings.

Analysis of a Communication Network for Control Systems in Nuclear Power Plants and a Case Study

  • Lee, Sung-Woo;Gwak, Kwi?Yil
    • 제어로봇시스템학회:학술대회논문집
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    • 2005.06a
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    • pp.338-341
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    • 2005
  • In this paper, a real-time communication method using a PICNET-NP(Plant Instrumentation and Control Network for Nuclear Power Plant) is proposed with an analysis of the control network requirements of DCS (Distributed Control System) in nuclear power plants. The method satisfies deadline in case of worst data traffics by considering aperiodic and periodic real-time data and others. In addition, the method was used to analyze the data characteristics of the DCS in existing nuclear power plant. The result shows that use of this method meets the response time requirement(100ms).

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Performance Analysis of Interconnection Network for Multiprocessor Systems (다중프로세서 시스템을 \ulcorner나 상호결합 네트워크의 성능 분석)

  • 김원섭;오재철
    • The Transactions of the Korean Institute of Electrical Engineers
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    • v.37 no.9
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    • pp.663-670
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    • 1988
  • Advances in VLSI technology have made it possible to have a larger number of processing elements to be included in highly parallel processor system. A system with a large number of processing elements and memory requires a complex data path. Multistage Interconnection networks(MINS) are useful in providing programmable data path between processing elements and memory modules in multiprocessor system. In this thesis, the performance of MINS for the star network has been analyzed and compared with other networks, such as generalized shuffle network, delta network, and referenced crossbar network.

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Performance Assessment of an Access Point for Human Data and Machine Data

  • Lee, Hoon
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.40 no.6
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    • pp.1081-1090
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    • 2015
  • This work proposes a theoretic framework for the performance assessment of an access point in the IP network that accommodates MD (Machine Data) and HD (Human Data). First, we investigate typical resource allocation methods in LTE for MD and HD. After that we carry out a Max-Min analysis about the surplus and deficiency of network resource seen from MD and HD. Finally, we evaluate the performance via numerical experiment.

Effective Real-Time Data Transmission in the Foundation Fieldbus (Foundation Fieldbus에서 효율적인 실시간 데이터 전송)

  • 홍승호
    • The Transactions of the Korean Institute of Electrical Engineers D
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    • v.52 no.11
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    • pp.644-649
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    • 2003
  • This study develops an analytical model for the delay analysis of real-time data in the token-passing service of Foundation Fieldbus(FF). Using the analytical model, this study proposes a network design scheme of FF Two design criteria are introduced in this study; one is the average delay of real-time data, and the other is the maximum allowable delay of real-time data. The network design scheme determines the network parameters that satisfies the performance requirements given by these design criteria.

Analysis of Network Traffic using Classification and Association Rule (데이터 마이닝의 분류화와 연관 규칙을 이용한 네트워크 트래픽 분석)

  • 이창언;김응모
    • Journal of the Korea Society for Simulation
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    • v.11 no.4
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    • pp.15-23
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    • 2002
  • As recently the network environment and application services have been more complex and diverse, there has. In this paper we introduce a scheme the extract useful information for network management by analyzing traffic data in user login file. For this purpose we use classification and association rule based on episode concept in data mining. Since login data has inherently time series characterization, convertible data mining algorithms cannot directly applied. We generate virtual transaction, classify transactions above threshold value in time window, and simulate the classification algorithm.

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Perceptions and Trends of Digital Fashion Technology - A Big Data Analysis - (빅데이터 분석을 이용한 디지털 패션 테크에 대한 인식 연구)

  • Song, Eun-young;Lim, Ho-sun
    • Fashion & Textile Research Journal
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    • v.23 no.3
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    • pp.380-389
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    • 2021
  • This study aimed to reveal the perceptions and trends of digital fashion technology through an informational approach. A big data analysis was conducted after collecting the text shown in a web environment from April 2019 to April 2021. Key words were derived through text mining analysis and network analysis, and the structure of perception of digital fashion technology was identified. Using textoms, we collected 8144 texts after data refinement, conducted a frequency of emergence and central component analysis, and visualized the results with word cloud and N-gram. The frequency of appearance also generated matrices with the top 70 words, and a structural equivalent analysis was performed. The results were presented with network visualizations and dendrograms. Fashion, digital, and technology were the most frequently mentioned topics, and the frequencies of platform, digital transformation, and start-ups were also high. Through clustering, four clusters of marketing were formed using fashion, digital technology, startups, and augmented reality/virtual reality technology. Future research on startups and smart factories with technologies based on stable platforms is needed. The results of this study contribute to increasing the fashion industry's knowledge on digital fashion technology and can be used as a foundational study for the development of research on related topics.

A Construction and Operation Analysis of Group Management Network about Control Devices based on CIM Level 3 (CIM 계층 3에서 제어 기기들의 그룹 관리 네트워크 구축과 운영 해석)

  • 김정호
    • The Journal of Society for e-Business Studies
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    • v.4 no.1
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    • pp.87-101
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    • 1999
  • To operate the automatic devices of manufacturing process more effectively and to solve the needs of the resource sharing, network technology is applied to the control devices located in common manufacturing zone and operated by connecting them. In this paper, functional standard of the network layers are set as physical and data link layer of IEEE 802.2, 802.4, and VMD application layer and ISO-CIM reference model. Then, they are divided as minimized architecture, designed as group objects which perform group management and service objects which organizes and operates the group. For the stability in this network, this paper measures the variation of data packet length and node number and analyzes the variated value of the waiting time for the network operation. For the method of the analysis, non-exhausted service method are selected, and the arrival rates of the each data packet to the nodes that are assumed to form a Poission distribution. Then, queue model is set as M/G/1, and the analysis equation for waiting time is found. For the evalution of the performance, the length of the data packet varies from 10 bytes to 100 bytes in the operation of the group management network, the variation of the wating time is less than 10 msec. Since the waiting time in this case is less than 10 msec, response time is fast enough. Furthermore, to evaluate the real time processing of the group management network, it shows if the number of nodes is less than 40, and the average arrival time is less than 40 packet/sec, it can perform stable operation even taking the overhead such as software delay time, indicated packet service, and transmissin safety margin.

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