• Title/Summary/Keyword: Context-aware Computing

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Context Aware System based on Bayesian Network driven Context Reasoning and Ontology Context Modeling

  • Ko, Kwang-Eun;Sim, Kwee-Bo
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • v.8 no.4
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    • pp.254-259
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    • 2008
  • Uncertainty of result of context awareness always exists in any context-awareness computing. This falling-off in accuracy of context awareness result is mostly caused by the imperfectness and incompleteness of sensed data, because of this reasons, we must improve the accuracy of context awareness. In this article, we propose a novel approach to model the uncertain context by using ontology and context reasoning method based on Bayesian Network. Our context aware processing is divided into two parts; context modeling and context reasoning. The context modeling is based on ontology for facilitating knowledge reuse and sharing. The ontology facilitates the share and reuse of information over similar domains of not only the logical knowledge but also the uncertain knowledge. Also the ontology can be used to structure learning for Bayesian network. The context reasoning is based on Bayesian Networks for probabilistic inference to solve the uncertain reasoning in context-aware processing problem in a flexible and adaptive situation.

A Case-Based Reasoning Approach to Ontology Inference Engine Selection for Robust Context-Aware Services (상황인식 서비스의 안정적 운영을 위한 온톨로지 추론 엔진 선택을 위한 사례기반추론 접근법)

  • Shim, Jae-Moon;Kwon, Oh-Byung
    • Journal of the Korean Operations Research and Management Science Society
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    • v.33 no.2
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    • pp.27-44
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    • 2008
  • Owl-based ontology is useful to realize the context-aware services which are composed of the distributed and self-configuring modules. Many ontology-based inference engines are developed to infer useful information from ontology. Since these engines show the uniqueness in terms of speed and information richness, it's difficult to ensure stable operation in providing dynamic context-aware services, especially when they should deal with the complex and big-size ontology. To provide a best inference service, the purpose of this paper is to propose a novel methodology of context-aware engine selection in a contextually prompt manner Case-based reasoning is applied to identify the causality between context and inference engined to be selected. Finally, a series of experiments is performed with a novel evaluation methodology to what extent the methodology works better than competitive methods on an actual context-aware service.

A Jini-based context-aware chatting program (jini 기반의 context-aware chatting program)

  • Park, Han-Sol;Choi, Tae-Uk;Chung, Ki-Dong
    • Proceedings of the Korea Information Processing Society Conference
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    • 2003.11b
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    • pp.1177-1180
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    • 2003
  • 차세대 비젼 컴퓨팅 환경인 유비쿼터스 컴퓨팅(Ubiquitous Computing)환경에서는 사용자에 대한 상황(context)변화에 적응적(adaptive)으로 서비스 해줄 수 있는 응용이 필수적인 요소라고 할 수 있다. Service기반의 분산 네트워크인 JINI를 기반으로, 사용자에 대한 상황을 인식(context-aware)하기 위한 시스템 연구 역시 관심의 대상이라고 한 수 있겠다. 본 논문에서는 이러한 환경을 기반으로 사용자에 대한 행동, 감정상태, 위치와 같은 정보를 인식할 수 있으며, 검색을 통해 사용자의 위치정보, 활동형태 등의 context들을 질의 할 수 있는 Context-aware 챗팅 프로그램을 기술하고 있다. 또한 인터페이스를 사용하는 사용자들에 대한 context 데이터의 표현과 질의를 위해 메타언어인 eXtensible Makup Language (XML)을 사용하였다. 이러한 context-aware system은 편재형 컴퓨팅환경 하에서 사용자에게 유효한 context를 생성 및 관리, 응용 서비스에서 유용하게 이용할 수 있을 것이다.

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Development of Stress Index Model and u-SMC (Stress Management Center) Business Model from the Context-Aware Computing Perspective (상황인식적 서비스 관점의 스트레스 지수 모델 및 u-SMC(Stress Management Center) 비즈니스 모델의 개발)

  • Kim, Hyung-Jin;Lee, Sang-Hoon;Lee, Ho-Geun
    • Journal of Intelligence and Information Systems
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    • v.14 no.2
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    • pp.21-44
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    • 2008
  • Recently, feasible services in ubiquitous computing environment are commonly based on context -aware computing. With the concept of context-awareness we can imagine more effective way to measure human being's daily stress and provide anti-stress services. Our study introduces logical and methodological approach to manage the stress through the development of stress index. From the practical perspectives, we also designed a business model for u-SMC, which is a profitable organization specialized in providing stress measurement services and personalized anti-stress services by utilizing the stress index model.

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A Context-Aware Workflow System for Supporting Users' Dynamic Service Demands (동적인 사용자 서비스 요구를 지원하는 상황인지 워크플로우 시스템)

  • Choi, Jong-Sun;Cho, Yong-Yun;Choi, Jae-Young
    • Journal of KIISE:Computer Systems and Theory
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    • v.34 no.5_6
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    • pp.214-227
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    • 2007
  • A context-aware service in ubiquitous computing environments aims to supply services according to users' situation information that is dynamically occurring. The existing context-aware workflow systems, such as FollowMe and uFlow, provide context-aware services based on a workflow, which uses users' situation information as transition conditions of a service. But they can't apply users' new service demands, which may dynamically occur even when a workflow is on going, to a workflow scenario. In this paper we propose a context-aware workflow system, which can reapply users' new service demands into an initial workflow without interrupting or deleting the workflow. The proposed system can provide context-aware services without interrupting of service by recognizing exactly a place holder that has to be changed in a workflow scenario and by reconstructing only the changed parts through an incremental parsing method. Therefore, a user can immediately apply his new service demands to an on-going workflow scenario, and he can be guaranteed continuous executions of context-aware services according to a workflow scenario, which includes new service demands.

A CAWL-based Context-Aware Workflow System for Composite Workflow Services (복합 워크플로우 서비스를 위한 CAWL 기반 상황인지 워크플로우 시스템)

  • Choi, Jong-Sun;Cho, Yong-Yun;Choi, Jae-Young
    • The KIPS Transactions:PartA
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    • v.17A no.2
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    • pp.93-102
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    • 2010
  • There are many complicated situations which could be occurred in users' surroundings, so it is required to develop automation services to provide users with appropriate services in ubiquitous computing environments. However, most of the current context-aware workflow systems express context-aware services only with a single workflow. Therefore, they have difficulties in providing users with various and composite services by combining different workflows. In this paper we propose a CAWL-based context-aware workflow system, where CAWL is a context-aware workflow language to express a composite workflow model by describing individual service workflows. The proposed system can provide users with various composite workflow services based on a service scenario, which is described with CAWL. And by reusing a number of single workflows to construct composite workflow services, it is possible to save time and effort to develop context-aware workflows.

The Framework to Support a Common Way for Context-aware Applications

  • Baek, Jong-Kwun;Jung, Hae-Sun;Jeong, Chang-Sung
    • Journal of IKEEE
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    • v.11 no.4
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    • pp.279-282
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    • 2007
  • In this paper, we introduce the general way for producing context information to support context-aware applications. It can fetch raw data from the service environments, translate it to reasonable context information, and provide to multiple applications. It is designed originally for the ubiquitous computing middleware and based on the ontology processing model. Automated service applications can use this system as the form of libraries or of web services for deciding its semantic cause of action.

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A Recommender System for Device Sharing Based on Context-Aware and Personalization

  • Park, Jong-Hyun
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.4 no.2
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    • pp.174-190
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    • 2010
  • In ubiquitous computing, invisible devices and software are connected to one another to provide convenient services to users [1][2]. Users hope to obtain a personalized service which is composed of customized devices among sharable devices in a ubiquitous smart space (which is called USS in this paper). However, the situations of each user are different and user preferences also are various. Although users request the same service in the same USS, the most suitable devices for composing the service are different for each user. For these user requirements, this paper proposes a device recommender system which infers and recommends customized devices for composing a user required service. The objective of this paper is the development of the systems for recommending devices through context-aware inference in peer-to-peer environments. For this goal, this paper considers the context and user preference. Also I implement a prototype system and test performance on the real ubiquitous mobile object (UMO).

(ubi-UCAM: an Unified Context-Aware Application Model for ubiHome) (ubiHome을 위한 컨텍스트 기반 응용 서비스 모형)

  • 장세이;우운택
    • Journal of KIISE:Software and Applications
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    • v.30 no.5_6
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    • pp.550-558
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    • 2003
  • Context-aware application plays an important role in ubiquitous computing (ubiComp) environment by providing user with anytime, anywhere services even without any explicitly triggered command. In this paper we propose a unified context-aware application model which is an essential part to develop various applications in ubiquitous computing environment. The proposed model affirms the independence between sensor and application by using unified context in the form of 5W1H. It also ensures that application exploits relatively accurate context to trigger personalized services. To show usefulness of the proposed model, we apply it to the sensors and applications in the ubiHome, a test bed for ubiComp-enabled home applications. According to the experimental results, without loss of generality, we believe it can be extended to various context-aware applications in daily life.