• Title/Summary/Keyword: Complex Event Processing (CEP)

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High-Volume Data Processing using Complex Event Processing Engine in the Web of Next Generation (차세대 웹 환경에서 Complex Event Processing 엔진을 이용한 대용량데이터 처리)

  • Kang, Man-Mo;Koo, Ra-Rok;Lee, Dong-Hyung
    • Journal of KIISE:Databases
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    • v.37 no.6
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    • pp.300-307
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    • 2010
  • According to growth of web, data processing technology is developing. In the Web of next generation, high-speed or high-volume data processing technologies for various wire-wireless users, USN and RFID are developing too. In this paper, we propose a high-volume data processing technology using Complex Event Processing(CEP) engine. CEP is the technology to process complex events. CEP Engine is the following characteristics. First it collects a high-volume event(data). Secondly it analyses events. Finally it lets event connect to new actions. In other words, CEP engine collects, analyses, filters high-volume events. Also it extracts events using pattern-matching for registered events and new events. As the results extracted. We use it by an input event of other work, real-time response for demanded event and can trigger to database for only valid data.

Abuse Pattern Monitoring Method based on CEP in On-line Game (CEP 기반 온라인 게임 악용 패턴 모니터링 방법)

  • Roh, Chang-Hyun
    • The Journal of the Korea Contents Association
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    • v.10 no.1
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    • pp.114-121
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    • 2010
  • Based on a complex event processing technique, an abuse pattern monitoring method is developed to provide an real-time detection. CEP is a technique to find complex event pattern in a massive information system. In this study, the events occurred by game-play are observed to be against the rules using CEP. User abuse patterns are pre-registered in CEP engine. And CEP engine monitors user abuse after aggregating the game data transferred by game logging server.

A study on the efficient early warning method using complex event processing (CEP) technique (복합 이벤트 처리기술을 적용한 효율적 재해경보 전파에 관한 연구)

  • Kim, Hyung-Woo;Kim, Goo-Soo;Chang, Sung-Bong
    • 한국정보통신설비학회:학술대회논문집
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    • 2009.08a
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    • pp.157-161
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    • 2009
  • In recent years, there is a remarkable progress in ICTs (Information and Communication Technologies), and then many attempts to apply ICTs to other industries are being made. In the field of disaster managements, ICTs such as RFID (Radio Frequency IDentification) and USN (Ubiquitous Sensor Network) are used to provide safe environments. Actually, various types of early warning systems using USN are now widely used to monitor natural disasters such as floods, landslides and earthquakes, and also to detect human-caused disasters such as fires, explosions and collapses. These early warning systems issue alarms rapidly when a disaster is detected or an event exceeds prescribed thresholds, and furthermore deliver alarm messages to disaster managers and citizens. In general, these systems consist of a number of various sensors and measure real-time stream data, which requires an efficient and rapid data processing technique. In this study, an event-driven architecture (EDA) is presented to collect event effectively and to provide an alert rapidly. A publish/subscribe event processing method to process simple event is introduced. Additionally, a complex event processing (CEP) technique is introduced to process complex data from various sensors and to provide prompt and reasonable decision supports when many disasters happen simultaneously. A basic concept of CEP technique is presented and the advantages of the technique in disaster management are also discussed. Then, how the main processing methods of CEP such as aggregation, correlation, and filtering can be applied to disaster management is considered. Finally, an example of flood forecasting and early alarm system in which CEP is incorporated is presented It is found that the CEP based on the EDA will provide an efficient early warning method when disaster happens.

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Performance Analysis of an On-line Game Abuse Pattern Monitoring Method (온라인 게임 악용 패턴 모니터링 방법의 성능 분석)

  • Roh, Chang-Hyun;Son, Han-Seong
    • The Journal of the Korea Contents Association
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    • v.11 no.12
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    • pp.71-77
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    • 2011
  • CEP(Complex Event Processing) is a technique to find complex event pattern in a massive information system. Based on CEP technique, an abuse pattern monitoring method has been developed to provide an real-time detection. In the method, the events occurred by game-play are observed to be against the rules using CEP. User abuse patterns are pre-registered in CEP engine. And CEP engine monitors user abuse after aggregating the game data transferred by game logging server. This article provides the performance analysis results of the abuse pattern monitoring method using real game DB. We results that the method proposed in previous study is effective to monitor abusing users.

CEP Model Design and Revaluation Using ESPER Engine (ESPER 엔진 기반의 CEP 모델 설계 및 평가)

  • Kim, Hwan;Hwang, Buhyun
    • Annual Conference of KIPS
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    • 2012.04a
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    • pp.1113-1115
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    • 2012
  • IT 기술이 성장함에 따라 발생되는 데이터의 양이 많아지고 기존의 방식으로 처리하기 힘든 빅 데이터가 이슈가 되고 있으며 이에 따른 대용량 데이터 처리기술 또한 발전하고 있다. 이 논문에서는 실시간 대용량 데이터 처리를 위한 Complex Event Processing을 소개하고 ESPER 엔진 기반의 Complex Event Processing 모델을 설계하고 이에 대한 성능을 평가했다.

A Study on The Complex Event Detection Methods Based on Bitmap Index for Stream data Processing (스트림 데이터 처리를 위한 비트맵 인덱스 기반 복합 이벤트 검출 기법에 관한 연구)

  • Park, Yong-Min;Oh, Young-Hwan
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.48 no.4
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    • pp.61-68
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    • 2011
  • Event-based service technology integrate service to detect events that occur in real time by analyzing the response. Is the core technology for real-time business and ubiquitous service environment construction. Is required event-based service technology on business processes in real-time business environment that providing rapid response to changing and custom service using a variety of information real-time monitoring and analysis in ubiquitous service environment. Last event-driven business processes can be used as a CEP(Complex Event Processing). The core of CEP technology, the event from multiple event sources analysis of events affecting and the way to handle action, is detect complex event to user. In previous studies, an event occurs that continue to perform without the need for partial operations. so many operations and spend a lot of memory is a problem. To solve these problems, event detection technique is proposed that large streams of data without processing any events, registered to configure a complex event occurs when all events in the application layer, complex event processing. The proposed method, first using a bitmap index to manage the event occurs. The complex events of the last event in response to define a trigger event. The occurrence of an event to display a bitmap index, a composite event occurrence of all event to configure the test through the point at which a trigger event occurs. Is proposed, If any event occurs to perform the operation. The proposed scheme perform operations when all event occurs without events having to perform each of the tests. As a result, avoid unnecessary operations and reducing the number of events to handle the increased efficiency of operations.

Extended CEP Model for Effective Enterprise Systems Service Monitoring

  • Kum, Deuk Kyu
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.14 no.2
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    • pp.807-825
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    • 2020
  • In recent years, business environments have become more complex; therefore, enterprises must be capable of responding flexibly and agilely. For these purposes, effective enterprise systems service monitoring and early decision making based on the same, emerge as core competency of the enterprise. In addition, enterprise system techniques that filter meaningful data are needed to event processing. However, the existing study related with this is nothing but discovering of service faults by monitoring depending upon API of BPEL engine or middleware, or is nothing but processing of simple events based on low-level events. Accordingly, there would be limitations to provide useful business information. In this study, we present an extended event processing model that enables delivery of more valuable and useful business information through situation detection. Primarily, the event processing architecture in an enterprise system is proposed as a definite approach, and then define an event meta-model suitable for the proposed architecture. Based on the defined model, we propose the syntax and semantics of the elements that make up the event processing language include various and progressive event operators, the rules, complex event pattern, etc. In addition, an event context mechanism is proposed to analyze more delicate events. Finally, the effectiveness and applicability of proposed approach is presented through a case study.

Design and Implementation of Event Hierarchy through Extended Spatio-Temporal Complex Event Processing (시공간 복합 이벤트 처리의 확장을 통한 계층적 이벤트 설계 및 구현)

  • Park, Ye Jin;Yom, Jae-Hong
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.30 no.6_1
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    • pp.549-557
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    • 2012
  • Spatial phenomena such as environment pollution, disease and the risk of spreading information need a rapid initial response to perceive spread event. Moving data perceive spread event through real-time processing and analysis. To process and analysis the event, spatial-temporal complex event processing is used. Previous spatialtemporal complex event processing is possible basis spatial operator but insufficient apply to design spatialtemporal complex event processing to perceive spatial phenomena of high complexity. This study proposed hierarchical spatio-temporal CEP design which will efficiently manage the fast growing incoming sensor data. The implementation of the proposed design is evaluated with GPS location data of moving vehicles which are used as the incoming data stream for identifying spatial events. The spatial component of existing CEP software engine has been extended during the implementation phase to broaden the capabilities of processing spatio-temporal events.

Real-time construction machine data processing and fault prediction system (실시간 건설기계 데이터 처리 및 이상 유무 예측 시스템)

  • Kim, Chan-Hyup;An, Jae-Hoon;Han, Jae-Seung;Kim, Young-Hwan
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2018.07a
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    • pp.364-366
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    • 2018
  • 본 논문에서는 Digital Twin 기반 건설기계 지능화를 위한 실시간 건설기계 데이터 처리 및 이상 유무 예측 시스템을 제안한다. 이 시스템은 빅 데이터 분산처리 기반으로 실시간 스트리밍 처리가 가능하며, CEP(Complex Event Processing)의 Sliding Window Operator를 활용한 Rule 적용을 통해 건설기계 데이터 처리 및 분석한다. 분석된 결과로 건설기계의 실시간 이상 유무를 판단할 수 있으며, 결과를 기반으로 Deep Learning 기술을 적용하고 학습된 모델을 통해 건설기계의 이상 유무를 예측하여 원활한 부품관리를 할 수 있다.

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A Study on Intelligent Security Framework based IoT Platform (IoT 기반 지능형 시큐리티 플랫폼에 관한 연구)

  • Kim, Byung-Hee
    • Annual Conference of KIPS
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    • 2018.05a
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    • pp.222-223
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    • 2018
  • 본 논문에서는 인간과 사물, 서비스 세 가지 분산된 환경 요소에 대해 인간의 명시적 개입 없이 상호 협력적으로 정보 센싱, 네트워킹, 정보 처리 등 지능적인 기능을 제공하는 표준 IoT 플랫폼 기반에 대량의 이벤트에 대한 융합분석이 가능한 CEP(Complex Event Processing) 및 시나리오 기반 자동화된 절차에 따라 대응이 가능한 워크플로우 기술을 적용하여 중요시설감지, 국경감시, 해안감시, 도시안전 분야 등 다양한 분야에 활용이 가능한 지능형 시큐리티 플랫폼을 제안하고자 한다.