• 제목/요약/키워드: Data Analysis-as-a-Web-Service

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스마트팜을 위한 웹 기반 데이터 분석 서비스 (Web-Based Data Analysis Service for Smart Farms)

  • 정지민;이지현;노혜민
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제11권9호
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    • pp.355-362
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    • 2022
  • 농업에 정보 통신 기술을 접목한 스마트팜은 단순한 생육 환경 모니터링에서 벗어나 작물 생육을 위한 최적의 환경을 발견하고 자율제어가 가능한 농업의 형태로 나아가고 있다. 이를 위해서는 관련 데이터를 수집하는 것도 중요하지만, 재배 경험과 지식을 가진 농업인 사용자들이 수집된 데이터를 다양한 관점에서 분석하여 작물 생육 환경 제어에 유용한 정보를 도출해야 할 필요가 있다. 본 연구에서는 작물 생육과 관련된 데이터를 가지고 필요한 정보를 얻고자 하는 농업인 사용자가 쉽게 데이터 분석을 할 수 있는 웹 서비스를 개발하였다. 개발한 웹 기반 데이터 분석 서비스는 데이터 분석을 위하여 R 언어를 사용하며 Node.js를 위한 익스프레스 웹 애플리케이션 프레임워크를 기반으로 개발하였다. 데이터 분석 서비스를 운영 중인 생육 환경 모니터링 시스템과 함께 적용해 본 결과 사용자는 웹 상에서 CSV 형식의 파일을 입력하거나 직접 데이터 입력함으로써 서버가 제공하는 데이터 분석을 위한 R 스크립트를 실행하여 데이터 분석을 수행할 수 있었다. 서비스 제공자는 다양한 데이터 분석 서비스를 쉽게 제공할 수 있었고, R 스크립트만 새로 추가하면 애플리케이션에 대한 수정 없이 새로운 데이터 분석 서비스 추가가 용이함을 확인하였다.

광고를 동반한 소셜 네트워크 이름-디렉터리 서비스의 실험적 데이터 분석 (Empirical Data Analysis of a Social Network Name-Directory Service with Advertisements)

  • 김영복
    • 한국IT서비스학회지
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    • 제13권4호
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    • pp.189-203
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    • 2014
  • With the evolution of Internet technologies and the increasing variety of Internet devices, advertisements in various web services have also expanded. Interactive web services often go hand in hand with effective advertisements for a business model. We estimated statistical parameters of the interactive web server for service monitoring and advertisement-effect. In the web pages, we integrated the plugins of social networking services (SNSs) (e.g. Facebook, Twitter) and an advertisement scheme (e.g. Google AdSense) that regards social name-directory contents. Empirical data analysis and statistical results are presented with the implementation of estimations of parameters (e.g. utilization-level and serviceability) and advertisements in a social networking name-directory service (http://ktrip.net or http://한국.net). We found that estimated parameters were applicable to service monitoring of web-server as well as to synthesis of advertisement-effect in our social-web name-directory service.

Operating Simulation of RPS using DEVS W/S in Web Service Environment

  • Cho, Kyu-Cheol
    • 한국컴퓨터정보학회논문지
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    • 제21권12호
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    • pp.107-114
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    • 2016
  • Web system helps high-performance processing for big-data analysis and practical use to make various information using IT resources. The government have started the RPS system in 2012. The system invigorates the electricity production as using renewable energy equipment. The government operates system gathered big-data with various related information system data and the system users are distributed geographically. The companies have to fulfill the system, are available to purchase the REC to other electricity generation company sellers to procure REC for their duty volumes. The REC market operates single auction methods with users a competitive price. But the price have the large variation with various user trading strategy and sellers situations. This papler proposed RPS system modeling and simulation in web environment that is modeled in geographically distributed computing environment for web user with DEVS W/S. Web simulation system base on web service helps to analysis correlation and variables that act on trading price and volume within RPS big-data and the analysis can be forecast REC price.

e-Commerce 쇼핑몰의 소비자 서비스 강화를 위한 활용연구 (A Study on System Applications of e-CRM to Enforcement of consumer Service)

  • 김연정
    • 대한가정학회지
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    • 제43권3호
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    • pp.1-10
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    • 2005
  • The purpose of this study was to investigate the enforcement strategy for Consumer Service marketing of an e-Commerce shopping mall. An e-CRM for a Cosmetic e-Commerce shopping mall, Data Warehousing(DW) component, analysis of data mining of the DW, and web applications and strategies had to developed for marketing of consumer service satisfaction. The major findings were as follows: An RFM analysis was used for consumer classification, which is a fundamental process of e-CRM application. The components of the DW were web sales data and consumer data fields. The visual process of consumer segmentations (superior consumer class) for e-CRM solutions is presented. The association analysis algorithm of data mining to up-selling and cross-selling indicates an association rule. These e-CRM results apply web DB marketing and operating principles to a shopping mall. Therefore, the system applications of e-CRM to Consumer services indicate a marketing strategy for consumer-oriented management.

sPAC(Web Service Performance Analysis Center): 성능 중심의 웹 서비스 조합 도구 (sPAC(Web Services Performance Analysis Center): A performance-aware web service composition tool)

  • 장희정;송형기;이강선
    • 한국시뮬레이션학회논문지
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    • 제14권3호
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    • pp.119-127
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    • 2005
  • Web services and their composition (web processes) are promising technologies to efficiently integrate disparate software components over various types of systems. As many web services are nowadays available on Internet, quality of services (QoS) and performance/cost become increasingly important to differentiating between similar service providers. In this work, we introduce sPAC (Web Services Performance Analysis Centre) and show how customers can benefit from sPAC to consider performance in composing and commercializing web services. sPAC 1) helps users to graphically describe the workflow of web services, 2) invokes web services to test out performance for light load conditions, 3) automatically converts the web services and the flow between them into a simulation model, 4) conducts extensive simulations for heavy load conditions and various usage patterns, and 5) reports analysis results and estimation data for the web services.

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빅데이터를 활용한 음식관광관련 의미연결망 분석의 탐색적 적용 (An Exploratory Study on the Semantic Network Analysis of Food Tourism through the Big Data)

  • 김학선
    • 한국조리학회지
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    • 제23권4호
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    • pp.22-32
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    • 2017
  • The purpose of this study was to explore awareness of food tourism using big data analysis. For this, this study collected data containing 'food tourism' keywords from google web search, google news, and google scholar during one year from January 1 to December 31, 2016. Data were collected by using SCTM (Smart Crawling & Text Mining), a data collecting and processing program. From those data, degree centrality and eigenvector centrality were analyzed by utilizing packaged NetDraw along with UCINET 6. The result showed that the web visibility of 'core service' and 'social marketing' was high. In addition, the web visibility was also high for destination, such as rural, place, ireland and heritage; 'socioeconomic circumstance' related words, such as economy, region, public, policy, and industry. Convergence of iterated correlations showed 4 clustered named 'core service', 'social marketing', 'destinations' and 'social environment'. It is expected that this diagnosis on food tourism according to changes in international business environment by using these web information will be a foundation of baseline data useful for establishing food tourism marketing strategies.

Design and Adaptation for Internet News Data Extraction Middleware(INDEM) System

  • Sun, Bok-Keun
    • 한국컴퓨터정보학회논문지
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    • 제21권4호
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    • pp.55-62
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    • 2016
  • In this paper, we propose the INDEM(Internet News Data Extraction Middleware) system for the removal of the unnecessary data in internet news. Although data on the internet can be used in various fields such as source of data of IR(Information Retrieval), Data mining and knowledge information service, it contains a lot of unnecessary information. The removal of the unnecessary data is a problem to be solved prior to the study of the knowledge-based information service that is based on the data of the web page. The INDEM system parses html and explores the XPath, and it is to perform the analysis. The user simply utilize INDEM by implementing an abstract class that provides INDEM, and can obtain the analysis information. INDEM System through this process delivers the analysis information including the main contents of news site to the users. In this paper, the INDEM system was adapted in a stand-alone and web service system and it was evaluated on the basis of 16 news site. As a result, performance of the INDEM system is affected in html source data size and complexity of used html grammar than the main news data size.

XML Web Service를 이용한 고장 데이터의 웹 전송과 웹으로 수신된 고장 데이터의 고장 유형 판별에 관한 연구 (A Study on the Fault Data Transmission through the Web using the XML Web Service and the Fault Type Determination of the Fault Data Received from the Web)

  • 김인수;홍정기;이학성
    • 대한전기학회논문지:전력기술부문A
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    • 제55권1호
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    • pp.18-23
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    • 2006
  • Recently as the power system has been becoming massive and complicated, most of the faults bring on severe proliferation effects. Because of the complexity of the power system it is not easy to analyze faults-the calculation of current flows under fault conditions. Therefore many researches have been performed in this area. As a result of those efforts, the protective equipments for a power system have been designed to operate properly and without damage when the highest possible fault current is flowing in the power system. Most of the fault data can be also acquired from intelligent protection equipments. The fault data saved in them don't always include the fault type information. n you don't have knowledge about the fault analysis, it becomes useless. So this paper presents 3 topics to increase a reusability of them as followings. First, describes a fault data using the XML(extensible Markup Language). It would be a well-formed and valid document complied with suggested XML DTD(Document Type Definition). In this paper I suggest a standard DTD to describe the power system fault. If the XML document describes any power system faults is validated against suggested DTD, it is possible to be used in any applications. Second, sends them through the web using the XML web service. Last, presents the rapid and accurate algorithm for a fault type determination of the fault data received from the web. In the ultimate the client to request the server to analyze a fault data is provided the correct information what kind of fault is occurred.

지하수 정보관리체계 고찰 및 Web-GIS 기반의 국가지하수정보지도 구축 모형 (Building of Integrated Web-GIS System for National Groundwater Data Management)

  • 김규범;손영철;김종욱;김대호;이창원;김양희
    • 한국지리정보학회지
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    • 제9권3호
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    • pp.107-122
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    • 2006
  • 본 연구는 국내 지하수 자료의 효율적 이용 관리를 위한 수량수질 정보의 통합관리 시스템인 "국가지하수정보지도" 구축을 위한 업무분석과 세부 설계를 실시하고 천안 및 대구지역에 시범 적용함으로써 그 효용성을 검토하고자 하였다. 본 시스템에는 지하수와 관련된 관측, 조사, 지구화학(이온분석 결과), 시설, 수질검사 및 도면 자료 등을 데이터베이스로 포함하고 있으며, 전국의 약 130만개 관정에 대한 상세정보를 기본 데이터로 활용한다. Web 환경의 GIS 시스템인 "국가지하수 정보지도"에서는 자료의 검색뿐 아니라 시계열분석, 공간분석, 지층단면작성 등의 분석 기능이 포함되어 있어 지방자치단체 공무원뿐 아니라 현장 기술자에게도 유용하게 활용될 수 있다. 앞으로 본 시스템을 지하수에 대한 표준 모델로 발전시키고 단계적으로 확장해 나감으로써 전국의 지하수 관리를 보다 체계적으로 수행 가능하게 될 것이다.

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RIA기술을 적용한 웹 지도 서비스의 특징 연구 (The Characteristic of Web Map Service Using RIA Technologies)

  • 김문기;고준환
    • Spatial Information Research
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    • 제20권2호
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    • pp.35-44
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    • 2012
  • 최근 국내외에서는 민간기업 뿐만 아니라 관공서에서도 웹 지도 서비스가 활발하게 이루어지고 있는 상황이다. 플랫폼으로써 데스크 탑에서부터 스마트 폰까지 다양하며, 이에 사용되는 기술도 계속 발전하고 있는 추세이다. 또한 사용자들에게 현재 서비스 중인 공간정보를 사용하여서 매쉬업 할 수 있도록 다양한 API를 제공하고 있다. 본 논문에서는 웹 지도 서비스에서 최근 유행하고 있는 RIA기술을 적용하여 각 언어별로 지도 서비스에서 가장 많이 사용하는 기능을 구현하였다. 각 웹 브라우저별로 사용자가 느끼는 속도에 대해서 실험 및 분석을 실시하였으며, 분석결과 JavaScript, Silverlight, Flex로 구현된 기능마다의 특징이 발견되었다. 실제 지도 서비스중인 서울시GIS포털시스템의 생활지도에서 직접 테스트하였다. 종합적인 결과 본 연구의 환경에서는 Silverlight의 성능이 다소 우수한 것으로 나왔다.