• Title/Summary/Keyword: Knowledge-Based Model

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Advanced LwF Model based on Knowledge Transfer in Continual Learning (지속적 학습 환경에서 지식전달에 기반한 LwF 개선모델)

  • Kang, Seok-Hoon;Park, Seong-Hyeon
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.26 no.3
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    • pp.347-354
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    • 2022
  • To reduce forgetfulness in continuous learning, in this paper, we propose an improved LwF model based on the knowledge transfer method, and we show its effectiveness by experiment. In LwF, if the domain of the learned data is different or the complexity of the data is different, the previously learned results are inaccurate due to forgetting. In particular, when learning continues from complex data to simple data, the phenomenon tends to get worse. In this paper, to ensure that the previous learning results are sufficiently transferred to the LwF model, we apply the knowledge transfer method to LwF, and propose an algorithm for efficient use. As a result, the forgetting phenomenon was reduced by an average of 8% compared to the existing LwF results, and it was effective even when the learning task became long. In particular, when complex data was first learned, the efficiency was improved more than 30% compared to LwF.

Effect of Community Based Child Safety Education Program for Child Care Teachers (보육교사에 대한 보건소 중심의 영유아 안전관리 교육 프로그램의 효과)

  • Bang, Kyung-Sook
    • Korean Parent-Child Health Journal
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    • v.8 no.1
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    • pp.23-36
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    • 2005
  • Purpose: The purpose of this study was to determine the effect of an education program promoting attitude, knowledge, and practice of safety for teachers in child care centers. Method: This education was provided at one public health center in Kyunggi Province. One group pretest-post test design was used, and knowledge on safety and emergency care, practice of safety, health belief and self confidence on safety practice were assessed from 74 teachers. Theoretical framework for this program was Pender's health promotion model. Result: After two hours group education session on safety management, knowledge on safety and emergency care was significantly increased and perception on the main cause of injuries was significantly changed. Practice on safety was significantly related to the knowledge, health belief and confidence on safety, and social support. Conclusion: The education program for teachers in child care centers regarding the child safety and emergency care was effective in promoting knowledge and perception on the main cause of injuries of infants.

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Ubiquitous computing Technology for Shipbuilding (조선 산업에서의 유비쿼터스 기술 활용)

  • Lee, Kyung-Ho;Kim, Dong-Geun;Park, Jong-Hoon;Kim, Dae-Seok
    • Proceedings of the Computational Structural Engineering Institute Conference
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    • 2007.04a
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    • pp.731-736
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    • 2007
  • Ubiquitous computing is a model of computing in which computer functions are integrated into everyday life, providing services and information in anywhere and anytime fashion. Augmented Reality is one of ubiquitous computing technologies to provide new paradigm utilized to interact between human and computer. By adding computer-generated non-visual information to real information and their interaction. user can get the improved and more knowledgeable information about real world. The purpose of this paper is the integration of AR and knowledge-base reasoning technology in ubiquitous computing. Through the introduced concept, it is enable to provide adequate knowledge in the process of ship design and manufacturing easily (Knowledge Everywhere). That is, this is a basic research to construct knowledge-based ubiquitous environment (KAD/KAM) in shipbuilding industry.

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A Knowledge-Based Linguistic Approach for Researcher-Selection (학술전문가 선정을 위한 지식 기반 언어적 접근)

  • Lim, Joon-Shik
    • Journal of the Korean Institute of Intelligent Systems
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    • v.12 no.6
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    • pp.549-553
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    • 2002
  • This paper develops knowledge-based multiple fuzzy rules for researcher-selection by automatic ranking process. Inference rules for researcher-selection are created, then the multiple fuzzy rule system with max-min inference is applied. The way to handle for selection standards according to a certain criteria in dynamic manner, is also suggested in a simulation model. The model offers automatic, fair, and trust decision for researcher-selection processing.

Optical Flow Estimation of a Fluid Based on a Physical Model

  • Kim, Jin-Woo
    • Journal of information and communication convergence engineering
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    • v.7 no.4
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    • pp.539-544
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    • 2009
  • An estimation of 3D velocity field including occluded parts without maxing tracer to the fluid had not only never been proposed but also impossible by the conventional computer vision algorithm. In this paper, we propose a new method of three dimensional optical flow of the fluid based on physical model, where some boundary conditions are given from a priori knowledge of the flow configuration. Optical flow is obtained by minimizing the mean square errors of a basic constraint and the matching error terms with visual data using Euler equations. Here, Navier-Stokes motion equations and the differences between occluded data and observable data are employed as the basic constrains. we verify the effectiveness of our proposed method by applying our algorithm to simulated data with partly artificially deleted and recovering the lacking data. Next, applying our method to the fluid of observable surface data and the knowledge of boundary conditions, we demonstrate that 3D optical flow are obtained by proposed algorithm.

A Study on Constructing the Requirement Management System of the Performance Tests and Safety Standards of the High Speed Railway using Model-Based Systems Engineering Approach (모델기반 시스템엔지니어링 접근을 통한 고속철도 성능시험 및 안전기준 요구사항 관리체계 구축에 관한 연구)

  • Choi Yo-Chul;Park Young-Won;Wang Jong-Bae
    • Journal of the Korean Society for Railway
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    • v.9 no.3 s.34
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    • pp.330-334
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    • 2006
  • To maintain design-knowledge database and manage configuration for requirement of performance tests and safety standards of High Speed Railway(HSR), It is established that management system of performance tests and safety standards and then constructed that design-knowledge database and documented a performance test and safety specifications for supporting performance test and safety system using Model-Based Systems Engineering(MBSE) tool.

WeblME: An Web-based Integrated Modeling Environment for Multi-facetted Model Representation and Management

  • Kim, Hyoung-Do;Kim, Jong-Woo;Park, Sung-Joo
    • Management Science and Financial Engineering
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    • v.5 no.1
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    • pp.27-49
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    • 1999
  • WebME is an Web-based integrated modeling environment that implements a multi-facetted modeling approach to mathematical model representation and management. Key features of WebME include the following: (i) sharing of modeling knowledge on the Web, (ii) a user-friendly interface for creating, maintaining, and solving models, (iii) independent management of mathematical models from conceptual models, (iv) object-oriented conceptual blackboard concept, (v) multi-facetted mathematical modeling modeling, and (vi) declarative representation of mathematical knowledge. This paper presents details of design and implementation issues that were encountered in the development of WebME.

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Knowledge-Based Dynamic Structuring of Process Control Systems

  • de Silba, Clarence W.
    • Proceedings of the Korean Institute of Intelligent Systems Conference
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    • 1993.06a
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    • pp.1137-1140
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    • 1993
  • A dynamic-structure system is one that has the flexibility to change the system configuration automatically so as to operate in an optimal manner. A conceptural model for a dynamic-structure system is presented in this paper. In this model, the interchangeable components of the overall system are grouped together. Their activity levels are evaluated by an intelligent preprocessor that is associated with the group. A knowledge-based task distribution system evaluates the activity levels and makes decisions as to how the components operating below capacity should be shared with workcells that have similar components that are overloaded. Associated decision making can be effected through fuzzy logic and particularly the compositional rule of inference. A simulation example is given to illustrate the application of dynamic structuring.

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An Expert System Using Diagnostic Parameters for Machine tool Condition Monitioring (공작기계 상태감시용 진단파라미터 전문가 시스템)

  • Shin, Dong-Soo;Chung, Sung-Chong
    • Journal of the Korean Society for Precision Engineering
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    • v.13 no.10
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    • pp.112-122
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    • 1996
  • In order to monitior machine tool condition and diagnose alarm states due to electrical and mechanical faults, and expert system using diagnostic parameters of NC machine tools was developed. A model-based knowledge base was constructed via searching and comparing procedures of diagnostic parameters and state parameters of the machine tool. Diagnostic monitoring results generate through a successive type inference engine were graphically displayed on the screen of the console. The validity and reliability of the expert system was rcrified on a vertical machining center equipped with FANUC OMC through a series of experiments.

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Awareness and Knowledge about Hepatitis B among North Korean Immigrants (새터민의 B형간염 인식과 지식에 관한 연구)

  • Park, Min Jeong;Jeon, Jeong Hee;Song, Hyo Jeong
    • The Korean Journal of Rehabilitation Nursing
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    • v.19 no.1
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    • pp.64-70
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    • 2016
  • Purpose: The purpose of this study was to identify awareness and knowledge about hepatitis B virus (HBV) infection among North Korean immigrants who had resided in South Korea. Methods: This was a cross-sectional, community based study. Data were collected from a convenience sample of 198 North Korean immigrants aged 18 years old through 65 years old among those who had attended community centers, local churches, and gathering places in four cities. The questionnaire included 15 items about participants' knowledge on HBV infection and its consequences, mode of transmission, and preventive measures. Results: The mean score of HBV knowledge was $6.3{\pm}3.8$ (range 0~15). The items that over 60% of the respondents checked correct answer regarding knowledge about HBV were 'There is blood screening for hepatitis B infection', 'Hepatitis B can be transmitted through sharing needles with infected person'. Multivariate analysis showed that received education for the prevention of HBV infection and disease morbidity were significantly associated with the knowledge of HBV infection. Overall, approximately 11% of total variability in the knowledge of HBV infection could be explained by the 2 variables in this model ($R^2=.109$, p<.001). Conclusion: The results showed that North Korean immigrants need more education on HBV infection and prevention to improve their knowledge about HBV.