• Title/Summary/Keyword: 스마트워크 시스템

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Apriori Based Big Data Processing System for Improve Sensor Data Throughput in IoT Environments (IoT 환경에서 센서 데이터 처리율 향상을 위한 Apriori 기반 빅데이터 처리 시스템)

  • Song, Jin Su;Kim, Soo Jin;Shin, Young Tae
    • KIPS Transactions on Computer and Communication Systems
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    • v.10 no.10
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    • pp.277-284
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    • 2021
  • Recently, the smart home environment is expected to be a platform that collects, integrates, and utilizes various data through convergence with wireless information and communication technology. In fact, the number of smart devices with various sensors is increasing inside smart homes. The amount of data that needs to be processed by the increased number of smart devices is also increasing, and big data processing systems are actively being introduced to handle it effectively. However, traditional big data processing systems have all requests directed to cluster drivers before they are allocated to distributed nodes, leading to reduced cluster-wide performance sharing as cluster drivers managing segmentation tasks become bottlenecks. In particular, there is a greater delay rate on smart home devices that constantly request small data processing. Thus, in this paper, we design a Apriori-based big data system for effective data processing in smart home environments where frequent requests occur at the same time. According to the performance evaluation results of the proposed system, the data processing time was reduced by up to 38.6% from at least 19.2% compared to the existing system. The reason for this result is related to the type of data being measured. Because the amount of data collected in a smart home environment is large, the use of cache servers plays a major role in data processing, and association analysis with Apriori algorithms stores highly relevant sensor data in the cache.

Development of LoRa IoT Automatic Meter Reading and Meter Data Management System for Smart Water Grid (스마트워터그리드를 위한 LoRa IoT 원격검침 및 계량데이터 시스템 개발)

  • Park, Jeong-won;Park, Jae-sam
    • Journal of Advanced Navigation Technology
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    • v.26 no.3
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    • pp.172-178
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    • 2022
  • In this paper, water meter AMR(automatic meter reading), one of the core technologies of smart water grid, using LoRa IoT network is studied. The main content of the research is to develop the network system and show the test results that one PC server receives the readings of water meters from multiple households through LoRa communication and stores them in the database, and at the same time sends the data to the web server database through internet. The system also allows users to monitor the meter readings using their smartphones. The hardware and firmware of the main board of the digital water meter are developed. For a PC server program, MDMS(meter data management system) is developed using Visual C#. The app program running on the user's smartphone is also developed using Android Studio. By connecting each developed parts, the total network system is mounted on a flow test bench in the laboratory and tested. For the fields test, 5 places around the university are selected and the transmission distances are tested. The test result show that the developed system can be applied into the real field. The developed system can be expanded to various social safety nets such as monitoring the living alone or elderly with dementia.

A Study on the Performance of Home Embedded System Using a Wireless Mesh Network (무선 메쉬 네트워크를 이용한 홈 임베디드 시스템의 성능에 대한 연구)

  • Roh, Jae-Sung;Ye, Hwi-Jin
    • Journal of Digital Contents Society
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    • v.8 no.3
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    • pp.323-328
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    • 2007
  • Communication systems beyond 3G should provide more than 100 Mbps for wireless access. In addition to smart antennas, wireless multi-hop networks are proposed to increase the cell size and throughput. For example, Zigbee technology is expected to provide low cost and low power connectivity and can be implemented in wireless mesh networks larger than is possible with Bluetooth. Also, home embedded system using wireless mesh network is one of the key market areas for Zigbee applications. If the line-of-sight path is shadowed by home obstacles, a direct connection between the access point (AP) and the node is not possible at high frequencies. Therefore, by using multi-hop relay scheme the end node can be reached to AP. In this paper, the relaying of data between the AP and the end node is investigated and the throughput and PER(Packet Error Rate) are evaluated in multi-hop wireless mesh networks by using DSSS/BPSK system.

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Home Situation Inference based on Smart Home IoT Data (스마트 홈 IoT 데이터 기반의 홈 상황 추론)

  • Lee, Sang-Hyeong;Kim, Dong-Hyun;Lee, Hae-Yeoun
    • Proceedings of the Korea Information Processing Society Conference
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    • 2016.04a
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    • pp.994-996
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    • 2016
  • 글로벌 비즈니스 시장에서 IoT 산업은 급속도로 성장하고 있고 IoT에 대한 많은 연구가 진행되고 잇다. 그 중에서 스마트 홈 IoT 시스템이 대표적이며 이를 상용화하여 서비스를 제공하는 업체도 증가하고 있다. 홈 내부에 여러 IoT 장치와 센서들을 설치하고, 해당 장치와 센서에서 지속적으로 데이터가 생성되고 생성된 데이터를 저장하여 사용자에게 새로운 정보를 제공할 수 있다. 특히, 홈 내부에 설치된 여러 센서들의 데이터를 이용하여 현재 홈 내부 상황을 추론하여 집안 내부의 상황을 사용자에게 알려줄 수 있다. 본 논문에서는 스마트 홈 IoT 데이터를 베이지안 네트워크를 이용해 집안 내부의 쾌적 상황을 추론하여 사용자에게 정보를 제공하고 상황에 따른 행동을 할 수 있도록 정보를 제공하는 방법에 대한 연구의 결과에 대하여 소개한다.

Design and Verification of Connected Data Architecture Concept employing DataLake Framework over Abyss Storage Cluster (Abyss Storage Cluster 기반 DataLake Framework의 Connected Data Architecture 개념 설계 및 검증)

  • Cha, ByungRae;Cha, Yun-Seok;Park, Sun;Shin, Byeong-Chun;Kim, JongWon
    • Smart Media Journal
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    • v.7 no.3
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    • pp.57-63
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    • 2018
  • With many types of data generated in the shift of business environment as a result of growth of an organization or enterprise, there is a need to improve the data-processing efficiency in smarter means with a single domain model such as Data Lake. In particular, creating a logical single domain model from physical partitioned multi-site data by the finite resources of nature and shared economy is very important in terms of efficient operation of computing resources. Based on the advantages of the existing Data Lake framework, we define the CDA-Concept (connected data architecture concept) and functions of Data Lake Framework over Abyss Storage for integrating multiple sites in various application domains and managing the data lifecycle. Also, it performs the interface design and validation verification for Interface #2 & #3 of the connected data architecture-concept.

Draft Design of AI Services through Concept Extension of Connected Data Architecture (Connected Data Architecture 개념의 확장을 통한 AI 서비스 초안 설계)

  • Cha, ByungRae;Park, Sun;Oh, Su-Yeol;Kim, JongWon
    • Smart Media Journal
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    • v.7 no.4
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    • pp.30-36
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    • 2018
  • Single domain model like DataLake framework is in spotlight because it can improve data efficiency and process data smarter in big data environment, where large scaled business system generates huge amount of data. In particular, efficient operation of network, storage, and computing resources in logical single domain model is very important for physically partitioned multi-site data process. Based on the advantages of Data Lake framework, we define and extend the concept of Connected Data Architecture and functions of DataLake framework for integrating multiple sites in various domains and managing the lifecycle of data. Also, we propose the design of CDA-based AI service and utilization scenarios in various application domain.

A Multi-Agent Scheme Considering User's Mobility RFID based on Knowledge Management System (사용자의 이동성을 고려한 멀티 에이전트 방식의 RFID 기반 지식 관리 시스템)

  • Seo, Dae-Hee;Baek, Jang-Mi;Cho, Dong-Sub
    • Journal of KIISE:Information Networking
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    • v.37 no.2
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    • pp.99-108
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    • 2010
  • The Wireless Ad Hoc network is discussed as a core technology for ubiquitous computing, and the smart tag technology is currently being actively discussed as a part of the sensor network. Thus, considering its security may advance the realization of ubiquitous computing. RFID (Radio Frequency Identification) technology using the smart tag technology as a part of the sensor network is currently in the limelight. In particular, when RFID is applied to a knowledge management system managing various data, data mobility and management convenience are ensured and automated knowledge service can be provided to users. Accordingly, this paper to proposed a secure scheme for mobility knowledge management systems using multi-agents differentiated from the existing knowledge management systems. Specifically, the proposed scheme designates user's authentication and privilege information in multi-agents and provides effective knowledge service through grouping based on user information. Moreover, even user's movement, the proposed scheme ensures service availability and provides continuous information through communication with multi-agent systems.

Trends of Virtual Desktop Infrastructure Technology (가상 데스크톱 인프라 기술 동향)

  • Park, J.S.;Kim, J.Y.;Kim, Y.C.;Kim, S.Y.;Lee, S.M.;Kim, H.Y.;Kim, Y.K.
    • Electronics and Telecommunications Trends
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    • v.28 no.1
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    • pp.21-32
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    • 2013
  • 최근 녹색 성장을 위한 에너지 효율 증대, 스마트워크 실현, 기업 보안 강화 등의 요구들과 맞물려, 기업, 공공, 의료, 교육 등 많은 분야에서 인터넷상에 가상화된 개인 PC 환경을 구축하여 다양한 단말을 통해 언제 어디서나 업무 환경을 실현하는 가상 데스크톱 인프라(Virtual Desktop Infrastructure: VDI) 시스템의 도입이 증가하고 있고, 관련 시장 또한 확대되고 있다. 가상 데스크톱 서비스 구축은 많은 장점을 갖는 동시에 높은 투자 비용, 성능 등 해결해야 할 다양한 이슈들도 존재한다. 본고에서는 VDI 시스템에 대해 기술하고, 핵심 기술들의 연구 현황에 대해 소개하고자 한다.

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A Study on Mobile Virtual Training System using Augmented Reality (증강현실 기술을 활용한 모바일 가상훈련 시스템의 연구)

  • Kim, Yu-Doo;Lee, Seon-Ung;Moon, Il-Young
    • Journal of Advanced Navigation Technology
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    • v.15 no.6
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    • pp.1047-1052
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    • 2011
  • Various services are created using mobile networks after mobile devices such as smart phones and tablet PCs are propagated rapidly. However, the contents of smart devices are not enough diversity because they depend on games and messaging services primarily. In this paper, we described the study have progressed based on mobile devices and networks using augmented reality technologies about virtual education system.

Healthcare Application Modeling Using Smartphone (스마트폰을 이용한 헬스케어 스케쥴링 애플리케이션)

  • Lee, Seung-Ho;Lim, Myung-Jae;Lee, Ki-Young
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.10 no.4
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    • pp.35-40
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    • 2010
  • Recently, The medical services make use mobile healthcare system to transmit patient information on wireless environment. But It is difficult to satisfied for specified patient to send message, and it's not sufficient healthcare system to help regular treatment for example a diabetic or a pregnant woman. Thus, this paper proposes an healthcare scheduling application which manages a pregnant woman pregnant-checking, fetal movement sensing, antenatal training and promotion of health information using networking, data transmission method and application framwork of WPAN concepts.