• 제목/요약/키워드: Data-driven Modeling

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인지측정데이터를 이용한 데이터 기반 시니어 인지반응 모델링 (Data-Driven Senior Cognitive Response Modeling Using Cognitive Measurement Data)

  • 이설화;윤유동;지혜성;임희석
    • 컴퓨터교육학회논문지
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    • 제20권2호
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    • pp.57-65
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    • 2017
  • 세계적으로 시니어인구는 지속적으로 증가하고 있는 추세이다. 특히 디지털 둔감 계층이었던 과거의 시니어와는 다르게 스마트 기기 및 인터넷을 지속적으로 사용하고자 하는 스마트 시니어 계층이 급부상하고 있다. 기존에 시니어에 대한 정의는 단순히 고연령 집단으로 정의하는게 대부분이었고, 시니어에 대한 특성을 파악하는 연구는 심리학연구에서 많이 이루어져 왔지만, 데이터 기반의 시니어 인지반응을 활용한 연구는 초기수준에 불과하다. 또한 스마트 시니어의 인지적 특성에 따른 콘텐츠를 제공해주기 위해서는 스마트 시니어의 인지적 특성을 잘 분류할 필요성이 있다. 따라서 본 논문은 스마트 시니어에 대한 인지반응 유형 분류를 통하여 시니어를 위한 문화향유에 도움을 줄 수 있도록 하는 데이터기반의 시니어 인지반응 모델링 방법을 제언한다.

Modeling, Discovering, and Visualizing Workflow Performer-Role Affiliation Networking Knowledge

  • Kim, Haksung;Ahn, Hyun;Kim, Kwanghoon Pio
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제8권2호
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    • pp.691-708
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    • 2014
  • This paper formalizes a special type of social networking knowledge, which is called "workflow performer-role affiliation networking knowledge." A workflow model specifies execution sequences of the associated activities and their affiliated relationships with roles, performers, invoked-applications, and relevant data. In Particular, these affiliated relationships exhibit a stream of organizational work-sharing knowledge and utilize business process intelligence to explore resources allotting and planning knowledge concealed in the corresponding workflow model. In this paper, we particularly focus on the performer-role affiliation relationships and their implications as organizational and business process intelligence in workflow-driven organizations. We elaborate a series of theoretical formalisms and practical implementation for modeling, discovering, and visualizing workflow performer-role affiliation networking knowledge, and practical details as workflow performer-role affiliation knowledge representation, discovery, and visualization techniques. These theoretical concepts and practical algorithms are based upon information control net methodology for formally describing workflow models, and the affiliated knowledge eventually represents the various degrees of involvements and participations between a group of performers and a group of roles in a corresponding workflow model. Finally, we summarily describe the implications of the proposed affiliation networking knowledge as business process intelligence, and how worthwhile it is in discovering and visualizing the knowledge in workflow-driven organizations and enterprises that produce massively parallel interactions and large-scaled operational data collections through deploying and enacting massively parallel and large-scale workflow models.

Level-3 사장교 디지털 모델 생성을 위한 알고리즘 및 활용 (Algorithm of Level-3 Digital Model Generation for Cable-stayed Bridges and its Applications)

  • 노기태;당고손;심창수
    • 한국BIM학회 논문집
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    • 제9권4호
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    • pp.41-50
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    • 2019
  • Digital models for a cable-stayed bridge are defined considering data-driven engineering from design to construction. Algorithms for digital object generation of each component of the cable-stayed bridge were developed. Using these algorithms, Level-3 BIM practices can be realized from design stages. Based on previous practices, digital object library can be accumulated. Basic digital models are modified according to given design conditions by a designer. Once design models are planned, various applications using the models are linked the models such as estimation, drawings and mechanical properties. Federated bridge models are delivered to construction stages. In construction stage, the models can be efficiently revised according to the changed situations during construction phases. In this paper, measured coordinates are imported to the model generation algorithms and revised models are obtained. Augmented reality devices and their applications are proposed. AR simulations in construction site and in office condition are tested. From this pilot test of digital models, it can be said that Level-3 BIM practices can be realized by using in-house modeling algorithms according to different purposes.

Modeling and Simulation of Master-driven TDD Wireless Communication Systems

  • Lee, Tae-Jin
    • 한국시뮬레이션학회:학술대회논문집
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    • 한국시뮬레이션학회 2001년도 The Seoul International Simulation Conference
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    • pp.459-463
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    • 2001
  • We model and simulate master-driven TDD wireless communication systems, e.g., Bluetooth systems. We model the Bluetooth system and use the BONeS simulation tool to conduct event-drivers simulations. In order to support more than seven slave devices in a piconet, a park mode is considered and modeled. We evaluate the performance, i.e., throughput and delay, using simulations when multi-connections (bath ACL and SCO connections) are present in a piconet. We show that the data rate of ACL connections may be less than 20 kbps when SCO connection(s) and more than six ACL connections are jointly supported in a piconet. In addition, if up to five ACL connections are supported, the average delay is shown to be maintained less than 20 msec. Our results can serve as a guideline to the design of master-driven TDD wireless communication systems with performance requirements.

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DAC를 적용한 DDS Driven Offset PLL모델링 및 설계 (Design and Modeling of a DDS Driven Offset PLL with DAC)

  • 김동식;이행수;김종필;김선주
    • 한국인터넷방송통신학회논문지
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    • 제12권5호
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    • pp.1-9
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    • 2012
  • 본 논문은 레이더 시스템에 적용되는 고성능 PLL 주파수 합성기를 설계하고, 그 성능을 분석하였다. 소형화제작을 위해 PLL 간접합성방식을 적용하였으며, 광대역특성에서 우수한 위상잡음과 고속의 주파수합성시간을 갖기 위해 offset 방식의 PLL에 DDS를 기준신호로 설계 하였다. 또한, offset PLL에서 고속의 주파수 변환을 위해 DAC를 이용하여 coarse tune을 적용하였다. 이러한 구조에서의 성능 예측을 위해 각각의 잡음원에 대해 모델링을 적용하여 출력위상잡음을 예측하였으며, 제작결과와 비교 분석하였다. 그 결과 simulation과 측정결과가 일치함을 확인하였으며, 100KHz 옵셋 주파수에서 -126dBc/Hz의 우수한 위상잡음 특성과 10usec 이내의 고속의 주파수변환시간을 갖는 항공기용 레이더 주파수합성기를 설계하였다.

유연힌지형 정밀 스테이지의 모델링 및 운동제어 (Modeling and Motion Control of the Precision Positioning Stage with Flexible Hinge Mechanism)

  • 김영식;김재익;김인수
    • 한국기계가공학회지
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    • 제9권6호
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    • pp.51-58
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    • 2010
  • This paper suggests a control technique of the two axes precision stage. The stage is supported by four flexible spring hinges and driven by two piezoelectric actuators. The dynamic motion of the stage is analysed by the finite element method and identified by the frequency domain modeling technique based on the experimental data. The sliding mode control with integrator is applied to improve the tracking ability of the stage to the complex reference input signal. Experimental results demonstrate that the proposed modeling schemes and control algorithm can be used effectively for the two axes stage.

Simulation of the Temperature and Salinity Along $36^{\circ}N$ in the Yellow Sea with a Wave-Current Coupled Model

  • Qiao, Fangli;Ma, Ji-An;Yang, Yong-Zeng;Yuan, Yeli
    • Journal of the korean society of oceanography
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    • 제39권1호
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    • pp.35-45
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    • 2004
  • Based on the MASNUM wave-current coupled model, the temperature and salinity structures along $36^{\circ}N$ in the Yellow Sea are simulated and compared with observations. Both the position and strength of the simulated thermocline are similar to data analysis. The wave-induced mixing is strongest in winter and plays a key role in the formation of the upper mixed layer in spring and summer. Numerical experiments suggest that in the coastal area, wave-induced mixing and tidal mixing control the vertical structure of temperature and salinity.

유연힌지형 정밀스테이지의 모델링 및 진동제어 (Modeling and Vibration Control of the Precision Positioning Stage with Flexible Hinge Mechanism)

  • 김재익;황윤식;김영식;김인수;김기범
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2009년도 춘계학술대회 논문집
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    • pp.239-244
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    • 2009
  • This paper suggests a precision positioning control technique of a precision positioning stage with coupling effects. The precision positioning stage is supported by four flexible spring hinges and driven by two piezoelectric actuators. The dynamic characteristics of the precision positioning stage is modeled and identified by the FEM analysis. The dynamic characteristics of the stage are also identified by the frequency domain modeling technique based on the experimental data. Reliability of two modeling methods is examined by comparing the numerically and experimentally produced responses of the stage. This paper proposes a sliding mode control technique with integrator to improve the tracking ability of the precision positioning stage to the complex input signal using. To demonstrate the effectiveness of the proposed modeling schemes and control algorithm, experiment validations are performed.

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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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    • 제8권4호
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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.

MODELING AND MULTIRESOLUTION ANALYSIS IN A FULL-SCALE INDUSTRIAL PLANT

  • Yoo, Chang-Kyoo;Son, Hong-Rok;Lee, In-Beum
    • Environmental Engineering Research
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    • 제10권2호
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    • pp.88-103
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    • 2005
  • In this paper, data-driven modeling and multiresolution analysis (MRA) are applied for a full-scale wastewater treatment plant (WWTP). The proposed method is based on modeling by partial least squares (PLS) and multiscale monitoring by a generic dissimilarity measure (GDM), which is suitable for nonstationary and non-normal process monitoring such as a biological process. Case study in an industrial plant showed that the PLS model could give good modeling performance and analyze the dynamics of a complex plant and MRA was useful to detect and isolate various faults due to its multiscale nature. The proposed method enables us to show the underlying phenomena as well as to filter out unwanted and disturbing phenomena.