• Title/Summary/Keyword: Learning Elements

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Unsupervised Real-time Obstacle Avoidance Technique based on a Hybrid Fuzzy Method for AUVs

  • Anwary, Arif Reza;Lee, Young-Il;Jung, Hee;Kim, Yong-Gi
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • v.8 no.1
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    • pp.82-86
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    • 2008
  • The article presents ARTMAP and Fuzzy BK-Product approach underwater obstacle avoidance for the Autonomous underwater Vehicles (AUV). The AUV moves an unstructured area of underwater and could be met with obstacles in its way. The AUVs are equipped with complex sensorial systems like camera, aquatic sonar system, and transducers. A Neural integrated Fuzzy BK-Product controller, which integrates Fuzzy logic representation of the human thinking procedure with the learning capabilities of neural-networks (ARTMAP), is developed for obstacle avoidance in the case of unstructured areas. In this paper, ARTMAP-Fuzzy BK-Product controller architecture comprises of two distinct elements, are 1) Fuzzy Logic Membership Function and 2) Feed-Forward ART component. Feed-Forward ART component is used to understanding the unstructured underwater environment and Fuzzy BK-Product interpolates the Fuzzy rule set and after the defuzzyfication, the output is used to take the decision for safety direction to go for avoiding the obstacle collision with the AUV. An on-line reinforcement learning method is introduced which adapts the performance of the fuzzy units continuously to any changes in the environment and make decision for the optimal path from source to destination.

A Study on Implications for Korean Medicine Education by Comparing International Competence Frameworks in Medical Education (국제적인 의학교육 역량체계 비교를 통한 한의학교육에의 시사점 연구)

  • Shin, Sang Woo;Park, Jongbae Jay
    • Journal of Physiology & Pathology in Korean Medicine
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    • v.31 no.1
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    • pp.36-45
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    • 2017
  • In order to gain implications for establishing competency-based education system in Korean medicine education, we examined several competence frameworks of medical education developed at international or national level, and compared the basic constitution and common elements. The competence frameworks of medical education consist of seven categories of communication, professionalism, critical thinking, medical knowledge, patient care, management, and public health. Medical knowledge consists of five sub-groups: normal structure and function; pathogenesis and mechanism of disease; principles of drug and treatment; psychological, behavioral and sociological principles; and public health and lifelong learning. In principle, competencies are further divided into sub-categories or combined with learning outcomes, and the field and the level of achievement is presented per item. This article aims at summarizing the competencies of a few globally leading medical institutions with the educational standard of Korean Medicine in mind.

A Study on Textbooks of South Korea, Singapore, and Japan Focused on the Teaching of the Time (시간 지도에 관한 초등수학교과서 비교 연구 - 한국, 싱가포르, 일본을 중심으로 -)

  • Cho, Young-Mi;Lim, Sun-Hye
    • Journal of Elementary Mathematics Education in Korea
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    • v.14 no.2
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    • pp.421-440
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    • 2010
  • Our country has excessive amount of learning per hour compared with Japan and Singapore. And as there is no consistence for definition of time between grades, it deteriorates understanding of students. Our country teaches students focusing on time algorism whereas Japan and Singapore teaches their students focusing on flow of time. In composing of mathematics textbook in Korea, Japan and Singapore, textbook of our country contains far more of learning compared with the amount designated in textbooks. Textbooks of Japan contains less teaching elements, but instead it contains much activities to expedite time sense As time is distributed in activities of students, it is more important to construct textbooks with experience of students rather than algorism approaches. In addition, textbooks of Singapore contains various examples and clarified concepts compared with those of our country. Like above, time teaching deployment methods of Japan and Singapore gives us good lessons for teaching time in our country, and it is expected be good reference for future development of our textbooks.

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Intelligent Steering Control System Based on Voice Instructions

  • Seo, Ki-Yeol;Oh, Se-Woong;Suh, Sang-Hyun;Park, Gyei-Kark
    • International Journal of Control, Automation, and Systems
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    • v.5 no.5
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    • pp.539-546
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    • 2007
  • The important field of research in ship operation is related to the high efficiency of transportation, the convenience of maneuvering ships and the safety of navigation. For these purposes, many intelligent technologies for ship automation have been required and studied. In this paper, we propose an intelligent voice instruction-based learning (VIBL) method and discuss the building of a ship's steering control system based on this method. The VIBL system concretely consists of two functions: a text conversion function where an instructor's inputted voice is recognized and converted to text, and a linguistic instruction based learning function where the text instruction is understood through a searching process of given meaning elements. As a study method, the fuzzy theory is adopted to build maneuvering models of steersmen and then the existing LIBL is improved and combined with the voice recognition technology to propose the VIBL. The ship steering control system combined with VIBL is tested in a ship maneuvering simulator and its validity is shown.

Analysis of Elementary Teachers' Professional Performance about Science Teaching Practice according to Their Personal Variables (개인 변인에 따른 초등교사의 초등과학수업 실행전문성 분석)

  • Yeo, Sang-Ihn;Sung, Seung-Min
    • Journal of Korean Elementary Science Education
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    • v.32 no.4
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    • pp.535-544
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    • 2013
  • The purpose of this study is to analyze the elementary teachers' professional performance about science teaching practice according to their personal variables. For this study, professional performance test was modified based on Woo's 'framework for progression and learning in the professional development of elementary teachers' science teaching practice', which included 6 elements such as 'lesson plans', 'creating the learning environment', 'inquiry', 'conceptual understanding', 'practical application', and 'assessment'. And then it conducted to 79 elementary teachers. The collected data were analyzed by the statistical package SPSS. The results of this study were as follows: There was statistically significant difference in the sub-domains of professional performance according to teachers' career, experience of training program, deciding method of exclusive subject. But there was almost no significant difference in other personal variables, such as gender, major, etc. Findings suggest that there are needs of further study about interaction effects of personal variables affecting teachers' professional performance of science teaching practice in detail.

Which Types of Dilemmas do Elementary School Teachers Experience and How do They Cope with in Science Classes? (초등교사는 과학 수업에서 어떠한 딜레마를 경험하고 어떻게 대응하는가?)

  • Yoon, Hye-Gyoung;Han, Moonhyun
    • Journal of Korean Elementary Science Education
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    • v.39 no.2
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    • pp.268-283
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    • 2020
  • In this study, we aimed to look at what dilemmas of science teaching elementary school teachers experience and how they cope with their dilemmas in everyday science classes. Three elementary school teachers participated and qualitative data such as class log, class video, and interview materials were analyzed in inductive ways. The main findings are as follows. First, the dilemmas were classified based on the four factors that make up the science class; teacher, student, learning content, environment. However the dilemmas appeared to be not only one factor involved, but the rest of the factors intertwined. Thus, it was interpreted how the main factors causing the dilemmas conflicted with other factors. Second, the types of teachers' coping strategies to the dilemmas could be largely divided into 'give-up', 'stick to' and 'modified'. In some cases, teachers gave up on what they valued and did not take active action ('give-up'), teachers chose what they valued and made decisions to actively realize it ('stick to'), and in others, conflicts were adjusted by introducing new methods or elements to their classes ('modified'). Based on these results, we discussed that the teacher's dilemmas could facilitate the teacher's learning or professional development.

Behavior Learning of Swarm Robot System using Bluetooth Network

  • Seo, Sang-Wook;Yang, Hyun-Chang;Sim, Kwee-Bo
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • v.9 no.1
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    • pp.10-15
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    • 2009
  • With the development of techniques, robots are getting smaller, and the number of robots needed for application is greater and greater. How to coordinate large number of autonomous robots through local interactions has becoming an important research issue in robot community. Swarm Robot Systems (SRS) is a system that independent autonomous robots in the restricted environments infer their status from pre-assigned conditions and operate their jobs through the cooperation with each other. In the SRS, a robot contains sensor part to percept the situation around them, communication part to exchange information, and actuator part to do a work. Especially, in order to cooperate with other robots, communicating with other robots is one of the essential elements. Because Bluetooth has many advantages such as low power consumption, small size module package, and various standard protocols, it is rated as one of the efficient communicating technologies which can apply to small-sized robot system. In this paper, we will develop Bluetooth communicating system for autonomous robots. And we will discuss how to construct and what kind of procedure to develop the communicating system for group behavior of the SRS under intelligent space.

A Study on the Effect of Customer-Oriented Quality Circle Activities on Business Performance for Service Firms (서비스 기업의 고객지향적 품질분임조 활동이 기업성과에 미치는 영향에 관한 연구)

  • Song, Gwangsuk
    • Journal of Korean Society for Quality Management
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    • v.45 no.4
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    • pp.903-916
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    • 2017
  • Purpose: The paper analyzes empirically the causal relationship between customer-oriented Quality circle activities and Business Performance for Korean service firms. We compare the operational characteristic behavior of the service firms and business performance. Methods: In this study, we used 3 variables, QC activities, Employee commitment and business performance. Especially, Service SME's QC Circle activities were analyzed in related with growth of company on the basis activities such as Leadership(team), improvement activity, Organizational learning, customer-focus activity and employee suggestion. Results: The result of analysis showed that employee commitment affected significantly on financial performance and non-financial performance and in turn, improvement activities, Organizational learning and customer-focus activity affected significantly on business performance (financial and non-financial). Conclusion: In the summary of the characteristics of this study based on the research results, first, segmenting the QCC activities in the service business into 5 elements can be considered to be differentiated from the existing researches in the aspect of utilizing the organization's objective-oriented variables differently from the researches utilized the variables related personal characteristics. Second, this study suggested the recent research results that suggested the problems of the QCC clearly, through which what new QC story approach was suggested has working level value in the aspect of activating the service QCC.

Image Retrieval using Adaptable Weighting Scheme on Relevance Feedback (사용자 피드백 기반의 적응적 가중치를 이용한 정지영상 검색)

  • 이진수;김현준;윤경로;이희연
    • Journal of Broadcast Engineering
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    • v.5 no.1
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    • pp.61-67
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    • 2000
  • Generally, relevance, feedback reflecting user's intention has been used to refine the refine the query conditions in image retrieval. However, in this paper, the usage of the relevance feedback is extended to the image database categorization so as to be accommodated to the user independent image retrieval. In our approach, to guarantee a desirable user-satisfactory performance descriptors and the elements of the descriptors corresponding unique features associatiated with of each image are weighted using the relevance feedback where experts can more lead rather than beginners do. In this paper, we propose a proper image description scheme consisting of global information, local information, descriptor weights and element weights based on color and texture descriptors. In addition, we also introduce an appropriate learning method based on the reliability scheme preventing wrong learning from abusive feedback.

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A Study on Designing Metadata Standard for Building AI Training Dataset of Landmark Images (랜드마크 이미지 AI 학습용 데이터 구축을 위한 메타데이터 표준 설계 방안 연구)

  • Kim, Jinmook
    • Journal of the Korean Society for Library and Information Science
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    • v.54 no.2
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    • pp.419-434
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    • 2020
  • The purpose of the study is to design and propose metadata standard for building AI training dataset of landmark images. In order to achieve the purpose, we first examined and analyzed the state of art of the types of image retrieval systems and their indexing methods, comprehensively. We then investigated open training dataset and machine learning tools for image object recognition. Sequentially, we selected metadata elements optimized for the AI training dataset of landmark images and defined the input data for each element. We then concluded the study with implications and suggestions for the development of application services using the results of the study.