• Title/Summary/Keyword: context-aware modeling

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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.

Context Information Modeling Method based on Ontology (온톨로지 기반의 컨택스트 정보 모델링 기법)

  • Kim, Jin-Hyung;Hwang, Myung-Gwon;Jung, Han-Min
    • Journal of Digital Contents Society
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    • v.12 no.4
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    • pp.437-447
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    • 2011
  • Ubiquitous Computing is required to define models for broad context information occurrence by surrounding environment and to study how to model a mechanism for selectively collecting useful pieces of context information and providing relevant intelligent services. Further, studies are also required as to process of context information, and its maintenance and reasoning. However, current context-aware research area still lacks modeling technique that reflects the characteristics of ontology effectively for providing relevant intelligent services. It has also limitation about context reasoning and interoperability among context information. Therefore, this paper proposes ontology-based context-aware modeling technique and framework enabling efficient specification of context information for providing intelligent context-aware services that support context management and reasoning.

Modeling and Verification Methodology for Context-awareness Service using Colored Petri-Net (Colored Petri-Net을 이용한 상황인식 서비스의 모델링과 검증 방법)

  • Han, Seung-Wok;Youn, Hee-Yong
    • Journal of KIISE:Software and Applications
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    • v.36 no.4
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    • pp.283-290
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    • 2009
  • Context-awareness is one of the key features of ubiquitous paradigm. A methodology that is specifying the relationships between the contexts and services needs to be developed to intelligently and sensitively deal with dynamic environment. The existing models on context-aware modeling are difficult to verify the correctness of models with respect to timeliness. In this paper we propose an approach which includes timing constraint in the relations of the context model, and verify its effectiveness using colored Petri-Net. Moreover, a context-modeling toolkit including context-awareness engine and simulator is developed to support agent-based context-aware service. The effectiveness of the proposed methodology is demonstrated using an example of Usilvercare.

Context Knowledge Modeling for Pervasive Systems (퍼베이시브 시스템을 위한 상황 지식 모델링)

  • Cho, Joon-Myun;Kim, Hyun;Han, Soon-Hung
    • The Journal of Korea Robotics Society
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    • v.2 no.1
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    • pp.80-92
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    • 2007
  • For the pervasive computing in ubiquitous environment, it is very important to manage the context model to provide pertinent context knowledge to context-aware applications. The context model should be able to support efficiently the context knowledge reusing and sharing as well as reasoning. Previous works focus mainly on the context knowledge representation scheme for reasoning. This paper proposes a context knowledge modeling scheme especially for reusing and sharing. This scheme provides well-established principles and guides for 1) context knowledge modularization and hierarchization, and for 2) context knowledge identification and organization. Once the context models are built according to the scheme, the structure of the context model and the meanings of the context knowledge elements become clear and consistent, so that context-aware applications can share and reuse the context knowledge in easy and error-reduced manner. This paper also discusses the implementation of a context model and an application for Presentation Helper scenario running on a software middleware system (CAMUS) for ubiquitous service robots which is being developed by ETRI Korea.

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OWL Modeling using Ontology for Context Aware Recommendation Service (상황 인식 추천 서비스를 위한 온톨로지 이용 OWL 모델링)

  • Chang, Chang-Bok;Kim, Manj-Jae;Choi, Eui-In
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.12 no.1
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    • pp.265-273
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    • 2012
  • It is essential to have Context-aware technology for personalization recommendation services and the appropriate representation and definition of Context information for context-aware. Ontology is possible to represent knowledge freely and knowledge can be extended by inferring. In addition, design of the ontology model is needed according to the purposes of utilization. This paper used context-aware technologies to implement a user personalization recommendation service. It also proposed the context through OWL modeling for user personalization recommendation service and used inference rules and inference engine for context reasoning.

Context aware Modeling and Services Implementation With Event Driven in Ubiquitous Computing Environment (유비쿼터스 컴퓨팅 환경에서 Event Driven 상황정보 모델링 및 서비스 구현)

  • Kim, Hyoung-Sun;Kim, Hyun;Moon, Ae-Kyung;Cho, Jun-Myun;Hong, Chung-Sung
    • Journal of Internet Computing and Services
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    • v.7 no.5
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    • pp.13-24
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    • 2006
  • Context aware computing is an emerging paradigm to achieve ubiquitous computing environments by enabling computer systems to understand their situational contexts. A context aware system uses context to provide relevant information and services to the user depending on the user's task. In this paper, we propose an ontology based context aware modeling methodology that transmits low level contexts acquired by directly accessing various sensors in the physical environments to high level contexts. With these high level contexts, context aware application can provides proactive and intelligent services using ECA (Event Condition Action) rules. We implemented a presentation service in smart office environment.

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ARCHITECTURAL ANALYSIS OF CONTEXT-AWARE SYSTEMS IN PERVASIVE COMPUTING ENVIRONMENT

  • Udayan J., Divya;Kim, HyungSeok
    • Journal of the HCI Society of Korea
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    • v.8 no.1
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    • pp.11-17
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    • 2013
  • Context aware systems are those systems that are aware about the environment and perform productive functions automatically by reducing human computer interactions(HCI). In this paper, we present common architecture principles of context-aware systems to explain the important aspects of context aware systems. Our study focuses on identifying common concepts in pervasive computing approaches, which allows us to devise common architecture principles that may be shared by many systems. The principles consists of context sensing, context modeling, context reasoning, context processing, communication modelling and resource discovery. Such an architecture style can support high degree of reusability among systems and allows for design flexibility, extensibility and adaptability among components that are independent of each other. We also propose a new architecture based on broker-centric middleware and using ontology reasoning mechanism together with an effective behavior based context agent that would be suitable for the design of context-aware architectures in future systems. We have evaluated the proposed architecture based on the design principles and have done an analyses on the different elements in context aware computing based on the presented system.

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Context-Aware Middleware based on Ontology in Ubiquitous Computing Environment (유비쿼터스 컴퓨팅 환경에서의 온톨로지 기반 상황 인식 미들웨어)

  • Jung Heon-Man
    • KSCI Review
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    • v.14 no.1
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    • pp.165-173
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    • 2006
  • To support service based on context-aware in ubiquitous computing environment, there are required context managing, context reasoning and context modeling technologies. In this paper, we propose a hierarchical ontology-based context management model and design a context-aware middleware based on this model for supporting active application adaptability and reflecting users' requirements dynamically in contextual changes. It also provides efficient support for inferencing, interpreting, acquiring and discovering various contexts to build context-aware services and presents a resolution method for context conflict which is occurred in execution of service. The proposed middleware can support the development and operation of various context-aware services, which are required in the ubiquitous computing environment.

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OSGi based Service Middleware for Context-Aware Applications (상황 인식 응용을 위한 OSGi 기반 서비스 미들웨어)

  • Jung, Heon-Man;Lee, Jung-Hyun
    • The KIPS Transactions:PartC
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    • v.13C no.6 s.109
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    • pp.691-700
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    • 2006
  • To support context-aware services in ubiquitous computing environments, there are required dynamic context managing, context reasoning and context modeling technologies. In previous researches, context services are designed using context ontology used in context aware middleware. So, context service cannot change the context ontology in execution time. In this paper, we propose a hierarchical ontology-based context management model and design a context-aware middleware based on this model for supporting active application adaptability and reflecting users' requirements dynamically in contextual changes. It also provides efficient support for inferencing, interpreting, acquiring and discovering various contexts to build context-aware services and presents a resolution method for context conflict which is occurred in execution of service. As the middleware is implemented on the OSGi framework, it can cause interoperability among devices such as computers, PDAs, home appliances and sensors. It can also support the development and operation of context aware services, which are required in the ubiquitous computing environment.

A Case Study of Applying Software Engineering Development Methodology to a Context-aware System (컨텍스트 인지 시스템 개발에 소프트웨어 공학 방법론 적용 사례)

  • Choi, Jong-Myung
    • Journal of KIISE:Computing Practices and Letters
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    • v.15 no.3
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    • pp.167-177
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    • 2009
  • This paper is about our experience of developing a context-aware exhibit guide system called MyGuide by applying Simtext development methodology. In particular, we introduce some issues to be considered in development process, the way that we solved them, and other things related to context. In requirements elicitation phase, we reduced the complexity of requirements by separating business logic requirements and context-awareness related requirements. After that, we modeled context, and designed software architecture, classes, and database in sequence during design phase. We considered system requirements and context modeling issues for context modeling because it influences class and database design.