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The Study on the Implementation Approach of MLOps on Federated Learning System (연합학습시스템에서의 MLOps 구현 방안 연구)

  • Hong, Seung-hoo;Lee, KangYoon
    • Journal of Internet Computing and Services
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    • v.23 no.3
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    • pp.97-110
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    • 2022
  • Federated learning is a learning method capable of performing model learning without transmitting learning data. The IoT or healthcare field is sensitive to information leakage as it deals with users' personal information, so a lot of attention should be paid to system design, but when using federated-learning, data does not move from devices where data is collected. Accordingly, many federated-learning implementations have been developed, but detailed research on system design for the development and operation of systems using federated learning is insufficient. This study shows that measures for the life cycle, code version management, model serving, and device monitoring of federated learning are needed to be applied to actual projects and distributed to IoT devices, and we propose a design for a development environment that complements these points. The system proposed in this paper considered uninterrupted model-serving and includes source code and model version management, device state monitoring, and server-client learning schedule management.

Web-Based Remote Management of Industrial Inverter using Embedded Linux (임베디드 리눅스를 이용한 산업용 인버터의 웹 기반 원격 관리)

  • 조덕연;최병욱
    • Journal of Institute of Control, Robotics and Systems
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    • v.9 no.4
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    • pp.340-346
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    • 2003
  • Driven by the growth of the Internet and the increasing ubiquity of embedded computing systems, the embedded system is exploding in terms of it proliferation of products and the number of complex applications. Intelligent dedicated systems and appliances used in interface, monitoring, communications, and control applications increasingly demand the services of a sophisticated, state-of-the-art operating system. In the case of industrial controller, it is required to use a real-time operating system (RTOS) as a good building block to enable Internet connectivity. However, commercial RTOSes are increasingly less desirable due to their lack of standardization and their inability to keep pace with the rapid evolution of technology. In order to overcome these problems, we consider using embedded Linux and embedded web server. Availability of source code, reduced licensing, reliability, open source community support, as well as others, are key reasons for the use of embedded linux by embedded developers. In this paper, we develop embedded linux platform to control the industrial inverter with the Internet connecting feature. The method of web-based management is also proposed by using the embedded web server and Java applet. We show the feasibility of remote management for the commercial inverter controller with the proposed three-tier web-based remote management system.

A Development of Web-based Safety Evaluation System of Motor-Operated-Valve in Nuclear Power Plant (웹기반 원전 동력구동밸브 안정성 평가 시스템 개발)

  • Bae, J.H.;Lee, K.N.;Kim, W.M.;Park, S.K.;Lee, D.H.;Kim, J.C.;Hong, J.S.
    • Proceedings of the KSME Conference
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    • 2001.06d
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    • pp.903-908
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    • 2001
  • A web-based client/server program, MOVIDIK(Motor-Operated-Valve Integrated Database Information of KEPCO) has been developed to perform a design basis safety evaluation for a motor-operated-valve(MOV) in the nuclear power plant. The MOVIDIK consists of seven analysis modules and one administrative module. The analysis module calculates a differential pressure on the valve disk, thrust/torque acting at a valve stem, maximum allowable stress, thermal-overload-relay selection, voltage degradation, actuator output and margin. In addition, the administrative module manages user information, approval system and code information. MOVIDIK controls a huge amount of evaluation data and piles up the safety information of safety-related MOV. The MOVIDIK will improve the efficiency of safety evaluation work and standardize the analysis process for the MOV.

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Development of a Document-Oriented and Web-Based Nuclear Design Automation System (문서중심 및 웹기반 노심설계 자동화 시스템 개발)

  • Park Yong Soo;Kim Jong Kyung
    • Journal of Information Technology Applications and Management
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    • v.11 no.4
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    • pp.35-47
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    • 2004
  • The nuclear design analysis requires time-consuming and erroneous model-input preparation. code run. output analysis and quality assurance process. To reduce human effort and improve design quality and productivity. Innovative Design Processor (IDP) is being developed. Two basic principles of IDP are the document-oriented desigll and the web-based design. The document-oriented design is that. if the designer writes a design document called active document and feeds it to a special program. the final document with complete analysis. table and plots is made automatically. The active documents can be written with Microsoft Word or created automatically on the web. which is another framework of IDP. Using the proper mix-up of server side and client side programming under the LAMP (Linux/Apache/MySQL/PHP) environment. it e design process on the web is modeled as a design wizard style so that even a novice designer makes the design document easily. This automation using the IDP is now being implemented for all the reload design of Korea Standard Nuclear Power Plant (KSNP) type PWRs. The introduction of this process will allow large reduction in all reload design efforts of KSNP and provide a platform for design and R&D tasks of KNFC.

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Implementation of medicinal plant information system using Ajax and jQuery (Ajax과 jQuery 기반 약용식물 정보시스템 구현)

  • Kim, Hae-Ran;Kang, So-Young;Ceong, Hee-Taek;Han, Soon-Hee
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.14 no.7
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    • pp.1626-1633
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    • 2010
  • In this paper, we implemented medicinal plant information system based on user requirement using Ajax technique which can retrieve data from the server asynchronously in the background without refresh webpage and jQuery which is a lightweight cross-browser javascript library. Also, we presented the source code handling the server response data used in the system and compared the features by the type of response data. This system shows the improvement of user interaction and response rates because of a simple response data from the server, client-side data processing and change of web page by manipulating the DOM tree and provides ease of use and convenient data access.

A Supply Chain Management based on Mobile Agents with Flexible Reply Scheme (유연한 응답 기능을 가지는 이동 에이전트에 기반을 둔 공급 체인 관리)

  • Jeong, Won-Ho;Nam, Hui-Jeong
    • The KIPS Transactions:PartD
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    • v.8D no.4
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    • pp.439-450
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    • 2001
  • Mobile agent is one of the promising ways of overcoming network load and latency. It is also a new software paradigm including those concepts of client/server, applet/servelet, and code-on-demand. In this paper, a new mobile agent concept with flexible replay scheme is proposed, which can deal with embarrassing situation when replying results should be accomplished in various distributed applications. For example, they are 1) a burden of bulky result, 2) a need of different replay scheme dependent on work type, 3) connection failure to the target node, and 4) a need of fast migration to next node to keep the itinerary. Regarding the source node, there may be another situation that it wants to be aware of whether its wi가 is completed or not. Three kinds of reply schemes are proposed for dealing flexibly with such situations. They are based on priority reply list where nodes to be replied are stored according to their priorities. An experimental supply chain management model using the proposed reply schemes is designed and implemented. It is one of good distributed applications appropriate for our reply schemes, because it requires different reply schemes according to work types and it is important to gather required information in time.

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Development of Optimal Maze Path Game Using Java (3차원 최적 미로 게임 개발)

  • Kim, Ki-Bum;Baek, Tae-Gwan;Jeong, Gab-Joong
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2007.06a
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    • pp.113-116
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    • 2007
  • This paper describes the development of an optimal 3D maze path game as web-based game contents. Client user using web can access and run java applet program with download of java byte code with the independence of hardware system. The optimal 3D maze path game developed in this paper consists of random maze path generation module, selected path input module, weighted optimal path search module, and path comparison module. It enhances the cognition faculty of game users with the comparison of the maze path searched by optimal path search algorithm and the selected maze path by game users.

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Development of the Ship's Medication Management System Based on Internet (인터넷 기반의 선박 의약품관리시스템 개발)

  • Lee, Geun-Sil;Jun, Seung-Hwan
    • Journal of Navigation and Port Research
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    • v.27 no.1
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    • pp.19-24
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    • 2003
  • This paper describes the computerization of medication management that is done manually now. That medication management effective and gives the enhanced way to provide information about seamen's medical condition check and the medicine habit. Transmission of detail information about medicine inventory through the wireless communication network is able to reduce the time required and workload. In this research, the server and client modules information between ships and shores.

Development of Optimal Maze Path Game Using Java (Java를 이용한 최적 미로 게임 개발)

  • Jeong, Gab-Joong;Lee, Yeong-Joon
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • v.9 no.1
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    • pp.671-674
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    • 2005
  • This paper describes the development of an optimal maze path game as web-based game contents. Client suer using web can access and run java applet program with download of java byte code with the independence of hardware system. The optimal maze path game developed in this paper consists of random maze path generation module, selected path input module, weighted optimal path search module, and path comparison module, selected path input module, weighted optimal path search module, and path comparison module. It enhances the cognition faculty of game users with the comparison of the maze path searched by optimal path search algorithm and the selected maze path by game users.

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A Forgery detection protocol for protection of mobile agent execution results (이동 에이전트 수행 결과에 대한 부정 검출 프로토콜)

  • Kim, Hee-Yeon;Shin, Jung-Hwa;Shin, Weon;Rhee, Kyung-Hyune
    • The KIPS Transactions:PartB
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    • v.9B no.5
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    • pp.517-522
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    • 2002
  • Mobile agent systems offer a new paradigm for distributed computation and a one of solution for limitation of existent Client-server model. Mobile agent systems provide interface that can migrate from host to host in a heterogenous network. For secure execution, it must solve security problem of mobile code before. In this paper, we are propose the protocol that applied signature technique and hash chain technique. This protocol enable one to offer forward integrity, non-repudiation, and forgery detection, when mobile agents are perform the task by migrating a network.