• 제목/요약/키워드: Database Management Systems

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External vs. Internal: An Essay on Machine Learning Agents for Autonomous Database Management Systems

  • Fatima Khalil Aljwari
    • International Journal of Computer Science & Network Security
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    • 제23권10호
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    • pp.164-168
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    • 2023
  • There are many possible ways to configure database management systems (DBMSs) have challenging to manage and set.The problem increased in large-scale deployments with thousands or millions of individual DBMS that each have their setting requirements. Recent research has explored using machine learning-based (ML) agents to overcome this problem's automated tuning of DBMSs. These agents extract performance metrics and behavioral information from the DBMS and then train models with this data to select tuning actions that they predict will have the most benefit. This paper discusses two engineering approaches for integrating ML agents in a DBMS. The first is to build an external tuning controller that treats the DBMS as a black box. The second is to incorporate the ML agents natively in the DBMS's architecture.

Hierarchical Structured Multi-agent for Distributed Databases in Location Based Services

  • Mateo Romeo Mark A.;Lee Jaewan;Kwon Oh-Hyun
    • 한국정보시스템학회지:정보시스템연구
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    • 제14권3호
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    • pp.17-22
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    • 2005
  • Location management is very important in location-based services to provide services to the mobile users like banking, city guides and many more. Ubiquitous and mobile devices are the source of data in location management and its significant operations are update and search method. Some studies to improve these were presented by using optimal sequential paging, location area scheme and hierarchical database scheme. In addition, not all location services have the same access methods on data and it lead to difficulties of providing services. A proposed location management of multi-agent architecture is presented in this study. It shows the coordination of the agents on the distributed database of location-based services. The proposal focuses on the location management of the mobile object presented in a hierarchical search and update. Also, it uses a nearest neighbor technique for efficient search method of mobile objects.

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Three Effective Top-Down Clustering Algorithms for Location Database Systems

  • Lee, Kwang-Jo;Yang, Sung-Bong
    • Journal of Computing Science and Engineering
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    • 제4권2호
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    • pp.173-187
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    • 2010
  • Recent technological advances in mobile communication systems have made explosive growth in the number of mobile device users worldwide. One of the most important issues in designing a mobile computing system is location management of users. The hierarchical systems had been proposed to solve the scalability problem in location management. The scalability problem occurs when there are too many users for a mobile system to handle, as the system is likely to react slow or even get down due to late updates of the location databases. In this paper, we propose a top-down clustering algorithm for hierarchical location database systems in a wireless network. A hierarchical location database system employs a tree structure. The proposed algorithm uses a top-down approach and utilizes the number of visits to each cell made by the users along with the movement information between a pair of adjacent cells. We then present a modified algorithm by incorporating the exhaustive method when there remain a few levels of the tree to be processed. We also propose a capacity constraint top-down clustering algorithm for more realistic environments where a database has a capacity limit. By the capacity of a database we mean the maximum number of mobile device users in the cells that can be handled by the database. This algorithm reduces a number of databases used for the system and improves the update performance. The experimental results show that the proposed, top-down, modified top-down, and capacity constraint top-down clustering algorithms reduce the update cost by 17.0%, 18.0%, 24.1%, the update time by about 43.0%, 39.0%, 42.3%, respectively. The capacity constraint algorithm reduces the average number of databases used for the system by 23.9% over other algorithms.

분산 컴퓨팅 환경하에서의 데이타 자원 관리 (Data Resource Management under Distributed Computing Environment)

  • 조희경;안중호
    • 한국데이타베이스학회:학술대회논문집
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    • 한국데이타베이스학회 1994년도 DB산업기술 활성화를 위한 학술대회 및 기술 심포지움
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    • pp.105-129
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    • 1994
  • The information system of corporations are facing a new environment expressed by miniaturization, decentralization and Open System. It is therefore of utmost importance for corporations to adapt flexibly th such new environment by providing for corresponding changes to their existing information systems. The objectives of this study are to identify this new environment faced by today′s information system and develop effective methods for data resource management under this new environment. In this study, it is assumed that the new environment faced by information systems can be specified as Distributed Computing Environment, and in order to achieve such system, presents Client/server architecture as its representative computing structure, This study defines Client/server architecture as a computing architecture which specialize the fuctionality of the client system and the server system in order to have an application distribute and perform cooperative processing at the best platform. Furthermore, from among the five structures utilized in Client/server architecture for distribution and cooperative processing of application between server and client this study presents two different data management methods under the Client/server environment; one is "Remote Data Management Method" which uses file server or database server and. the other is "Distributed Data Management Method" using distributed database management system. The result of this study leads to the conclusion that in the client/server environment although distributed application is assumed, the data could become centralized (in the case of file server or database server) or decentralized (in the case of distributed database system) and the data management method through a distributed database system where complete responsibility and powers with respect to control of data used by the user are given not only is it more adaptable to modern flexible corporate environment, but in terms of system operation, it presents a more efficient data management alternative compared to existing data management methods in terms of cutting costs.

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실시간 주기억장치 데이타베이스 시스템을 위한 질의 처리기의 설계 및 구현 (Design and Implementation of a Query Processor for Real-Time Main Memory Database Systems)

  • 김경배;배해영
    • 한국정보과학회논문지:컴퓨팅의 실제 및 레터
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    • 제6권2호
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    • pp.113-119
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    • 2000
  • 본 논문에서는 주기억장치 데이타베이스의 특성을 반영하여 시간제약조건을 처리할 수 있는 실시간 주기억장치 데이타베이스시스템을 위한 질의 처리기를 설계하고 구현한다. 제안된 질의 처리기는 메타 데이타베이스를 이용하여 시간제약을 갖는 실시간 데이타를 유지 관리한다. 응용 프로그램의 작성을 위해서 CLI를 지원하고 있으며, 이를 확장한 확장 CLI와 저장 CLI를 지원하여 확장 CLI를 이용하여 실시간 트랜잭션의 정보를 CLI를 사용으로 표현할 수 있도록 하였고, 빈번하게 수행되는 트랜잭션을 지원하기 위해 저장 CLI를 지원한다. 제안된 질의 처리기는 주기억장치 실시간 데이타베이스 관리시스템의 질의처리기로 구현하였으며, 성능평가를 통해서 시스템의 질의처리 능력과 실시간 데이타의 효율적인 관리를 통해서 종료시한을 만족하는 실시간 트랜잭션의 비율이 증가됨을 보였다.

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객체지향 데이터베이스를 이용한 전력조류계산 (Load Flow Analysis using Object-oriented Database)

  • 박지호;백영식
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2003년도 추계학술대회 논문집 전력기술부문
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    • pp.275-277
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    • 2003
  • This paper deals with Object-oriented Database(OODB) which is designed for power system analysis, and describes load flow analysis using OODB. Database management systems are widely used and achieve high reliability of data management in the engineering fields. However conventional database systems, relational database system, have disadvantages in application to power system analysis. This paper presents advantages of OODB for modeling complex data of a power system analysis. The OODB supports data modeling requirements of GUI applications and the performance is well acceptable for GUI applications.

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데이터베이스 시스템을 위한 EBORD 성능 평가 방법론 (The EBORD Benchmark for Database Systems)

  • 정회진;이상호
    • Journal of Information Technology Applications and Management
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    • 제12권2호
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    • pp.29-43
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    • 2005
  • The paper presents the EBORD (Extended Benchmark for Object-Relational Databases) benchmark, which is an extension of the BORD benchmark for object-relational databases. The EBORD benchmark is developed to evaluate the database common functions that should be supported in modern database systems. Besides the 36 test queries already defined in the BORD benchmark, totally 22 test queries in five categories are newly defined in order to measure the index-relevant performance issues and database import capabilities. The EBORD benchmark also features scalability, use of a synthesized database, and a query-oriented evaluation. In order to show the feasibility of the proposed benchmark, we implement it with two commercial database systems. The experimental results and analyses are also reported.

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통신 가입자 데이터 관리를 위한 MSSQL Server와 NoSQL MongoDB의 성능 비교 (A Comparison of Performance Between MSSQL Server and MongoDB for Telco Subscriber Data Management)

  • ;구흥서
    • 전기학회논문지
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    • 제65권3호
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    • pp.469-476
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    • 2016
  • Relational Database Management Systems have become de facto database model among most developers and users since the inception of Data Science. From IoT devices, sensors, social media and other sources, data is generated in structured, semi-structured and unstructured formats, in huge volumes, thereby the difficulty of data management greatly increases. Organizations that collect large amounts of data are increasingly turning to non relational databases - NoSQL databases. In this paper, through experiments with real field data, we demonstrate that MongoDB, a document-based NoSQL database, is a better alternative for building a Telco Subscriber Data Management System which hitherto is mainly built with Relational Database Management Systems. We compare the existing system in various phases of data flow with our proposed system powered by MongoDB. We show how various workloads at some phases of the existing system were either completely removed or significantly simplified on the new system. Based on experiment results, using MongoDB for managing telco subscriber data turned out to offer performance better than the existing system built with MSSQL Server.

Resiliency Design of a Loosely-Coupled Database System

  • Park, Jae-Hwa;Kim, Sung-Eon
    • 한국정보시스템학회지:정보시스템연구
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    • 제4권
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    • pp.85-104
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    • 1995
  • In a loosely-coupled distributed database server system, a server failure and/or a communication failure can be masked by a resiliency mechanism. Recognizing that a distributed transaction executes at several servers during its lifetime, we propose a resiliency mechanism which allows continuous transaction processing in distributed database server systems in the presence of a server failure. The resiliency mechanism for transaction processing is achieved by keeping redundant information using a primary/backup approach. The purpose of this paper is to analyze the performance improvement opportunities with the resiliency mechanism and to present the design of the proposed system.

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WWW 데이터베이스 인터페이스를 위한 UCM(United CGI Management) 시스템의 설계 (Design of the UCM(United CGI Management) System for WWW Database Interface)

  • 김은경;황병연
    • 한국정보처리학회논문지
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    • 제6권8호
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    • pp.1989-1999
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    • 1999
  • 최근 들어 WWW(World Wide Web)와 데이터베이스의 통합 문제가 큰 관심이 되고 있다. 본 논문에서는 WWW와 데이터베이스 시스템을 연동하기 위하여 기존의 서버나 클라이언트를 변경하지 않고 그대로 이용할 수 있는 새로운 방법으로서 CGI(Common Gateway Interface) 방식에 기반을 둔 UCM(United CGI Management) 시스템을 제안한다. CGI 방식 중에서 CGI 실행 방식은 데이터베이스에 접근할 때마다 CGI 프로그램을 실행시키기 때문에 데이터베이스에 대한 많은 동시 요구가 발생될 경우에는 시스템 성능이 크게 저하된다. 하지만 UCM 시스템은 데몬 방식인 통합된 CGI를 사용하여 이러한 CGI 실행 방식의 문제점을 개선한다. 또한 제안된 시스템은 DBMS(DataBase Management Systems)를 통하지 않기 때문에 SQL 언어를 사용하지 않으며 WWW 데이터베이스를 더 경제적인 비용으로 이용할 수 있다. 본 논문에서는 WWW 데이터베이스 인터페이스를 구축하기 위해 확장된 HTML 태그를 정의하고 데이터베이스로의 접근을 위해 EXODUS 저장 관리자(storage manager)를 사용한다.

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