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검색결과 139건 처리시간 0.03초

BERT 모형을 이용한 주제명 자동 분류 연구 (A Study on Automatic Classification of Subject Headings Using BERT Model)

  • 이용구
    • 한국문헌정보학회지
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    • 제57권2호
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    • pp.435-452
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    • 2023
  • 이 연구는 딥러닝 기법의 전이학습 모형인 BERT를 이용하여 주제명의 자동 분류를 실험하고 그 성능을 평가하였으며, 더 나아가 주제명이 부여된 KDC 분류체계와 주제명의 범주 유형에 따른 성능을 분석하였다. 실험 데이터는 국가서지를 이용하여 주제명의 부여 횟수에 따라 6개의 데이터셋을 구축하고 분류 자질로 서명을 이용하였다. 그 결과, 분류 성능으로 3,506개의 주제명이 포함된 데이터셋(레코드 1,539,076건)에서 마이크로 F1과 매크로 F1 척도가 각각 0.6059와 0.5626 값을 보였다. 또한 KDC 분류체계에 따른 분류 성능은 총류, 자연과학, 기술과학, 그리고 언어 분야에서 좋은 성능을 보이며 종교와 예술 분야는 낮은 성능을 보였다. 주제명의 범주 유형에 따른 성능은 '식물', '법률명', '상품명'이 높은 성능을 보인 반면, '국보/보물' 유형의 주제명에서 낮은 성능을 보였다. 다수의 주제명을 포함하는 데이터셋으로 갈수록 분류기가 주제명을 제대로 부여하지 못하는 비율이 늘어나 최종 성능의 하락을 가져오기 때문에, 저빈도 주제명에 대한 분류 성능을 높이기 위한 개선방안이 필요하다.

의생활 영역 학습자료 개발에 관한 연구(제7차 교육과정 중학교 2학년 기술ㆍ가정을 중심으로) (A Study on the Development of Learning Materials for Clothing Behavior)

  • 전은주;이희현
    • 한국의상디자인학회지
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    • 제4권3호
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    • pp.65-73
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    • 2002
  • The purpose of this study was to prepare lesson plans, study aids and multimedia learning materials for the clothing units in TechnologyㆍHome economics of the 7th national curricula. It's also meant to utilize these materials in instruction in order to provide students with more direct and practical learning experience and make them capable of leading a successful life in the 21st century. 1. The teaching plans were mapped out for the clothing units in TechnologyㆍHome economics class for middle school grade 2, which were all covered by eight textbooks: clothing and life(the function of clothes, my attire, wearing a suit, and wearing Korean traditional dress), the preparation of garments(the type of fiber, understanding of stuff, and preparing garments), and cloth care and storage (washing, storage, alteration and recycling). 2. The lesson plans included information on the name of units, period, learning objectives, teaching environment, materials, learning content, introduction, development, remarks, topping off, announcement for next session, and related Web sites. 3. To raise the effect of education, study aids were developed to be appropriate for the units. The lesson plans and study aids for the clothing part of TechnologyㆍHome economics class for middle school grade 2 would serve to help students build the right clothing habits, and are expected to serve as good teaching materials.

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3MW급 IEC Wind Class IIa 풍력발전시스템 개발 (Development of 3MW Wind Turbine for IEC Wind Class IIa)

  • 이기학;이상일;우상우;오인규;박종포
    • 한국전산유체공학회:학술대회논문집
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    • 한국전산유체공학회 2011년 춘계학술대회논문집
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    • pp.236-239
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    • 2011
  • This paper introduces the design concepts and characteristics of WinDS3000$^{TM}$(TC IIa) which is a trade name of Doosan's 3MW offshore/onshore wind turbine. WinDS3000$^{TM}$(TC IIa) has been designed in consideration of high Reliability, Availability, Maintainability and Serviceability (RAMS) and low cost of electricity (CDE) for the TC IIa condition based on GL guideline. An integrated drive-train design with an innovative three-stage gearbox has been introduced to minimize nacelle weight of the wind turbine and to enhance a high reliability for transmission. A permanent magnet generator with full converter system has been introduced to get higher efficiency in partial load operation and grid-friendly system for both 50 Hz and 60 Hz. A pitch-regulated variable speed control system has been introduced to control wind turbine power while generator reaction torque can be adjusted almost instantaneously by the associated power electronics. The wind turbine has been also equipped with condition monitoring and diagnostic systems in order to meet maintainability requirements.

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상황버섯에 대한 문헌적 고찰 (A Literary Study on Phellinus Iinteus)

  • 조희철;김광호;권기록
    • 대한약침학회지
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    • 제6권3호
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    • pp.57-63
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    • 2003
  • Background : This study was to investigate existing studies on the mushroom Phellinus linteus for possible applications in treating hard to cure diseases and uses in herbal acupuncture as the above is known to have an anti-cancer effects and stimulating the immune system. Results : Based on the literary consideration, the following results were obtained : 1. Proteins and polysaccharides of the Class Basidiomycetes activate the host immune system for anti-cancer action without known side effects, thus it can be given for the prevention and treatment of cancer as a supplement. Phellinus linteus mushroom showed the most significant effects. 2. The Phellinus linteus mushroom is a fungi in the family Hymenochaetaceae and Phellinus, under the class Basidiomycetes. Phellinus linteus can be often found on the trunk of mulberry trees and other latifoliate trees. 3. The characteristics of Phellinus linteus are sweet, neutral in temperature, non-toxic, dissipate the stagnated blood, stop bleeding, invigorate the blood circulation and remove stasis, and nourish qi. It has been used for treating continuous menstrual discharge among the female patients and removing masses in the abdomen to name a few. 4. Phellinus linteus contains agaric acid, fatty acid, C23 and other numerous enzymes. 5. Phellinus linteus is known to have anti-cancer and anti-oxidant effects, stimulation of the immune system, as well as anti-inflammatory effects, inhibition of angiogenesis, and analgesic actions.

전문대학 식품영양과의 실험실습 및 현장실습 운영실태에 관한 연구 (A Stidy on the Real Management of Experimental-practice and Spot-practice at Department of Food and Nutrition of Junior College in Korea)

  • 윤성식;소명환;남궁석
    • 한국식품영양학회지
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    • 제2권1호
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    • pp.61-72
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    • 1989
  • This study was conducted to gather the baseline data on realities of experimental-practice and opinions toward spot-practice, and to examine how to cope with the problems raised at the Department of Food and Nutrition of Junior Technical College in Korea. Questionnaires were gathered from 42 chairmans of the Department of Food and Nutrition and 140 Present dieticians worked in Seoul, Bucheon am Seongnam area. The results are as follows, First, as a whole, each college had 2~3 experimental laboratory (Lab), in which Cooking Science Lab. Chemistry Lab and Microbiology Lab were occurred at higher frequency as Lab's name. Second, the numbers per experimental-practice class were more than 40 at most colleges. 85% of Present dieticians have answered to feel too much numbers per the class during their college days, whereas professors' opinions toward the numbers per class were suitable at 20~30 persons per class. Third, professors' opinion toward the adquate ratio of the theory subject classes to experimental subject classes was suitable at 60 : 40. Dieticians answered to take the theory subject classes partly or mostly on behalf of the experimental-practice classes. Fourth, the main reasons which inhibited normal experimental-practice class were the class for emphasis on examination, the shortage of experiment budget, the excess of class members, the shortage of experimental Lab Also, this results showed same propensity to present dieticians' opinion toward the same question above. Fifth, among the experimenta1-practice subjects established at the Department of Food and Nutrition, Diet Therapy Lab was highest frequency class emphasized on theory followed by Nutrition Counselling Lab, Food Processing and Storage Lab, Food Hygiene Lab and Food Microbiology Lab in that order. Here, Basic Chemistry Lab, Biochemistry Lab, Food Microbiology Lab were pointed as subjects far from the present task of dieticians. Sixth, Department of Food and Nutrition, as a whole, has conferred with spot-practice arrangement About 50% (all who want to join spot-practice) of second year students took part in spot-practice. In the other way, all colleges except for 2 colleges didn't give the credit for the spot-practice system. Seventh, according to the on analysis on spot-practice places, manufacturing company was at highest frequcney followed by hospitals, elementary school having group feeding system in that order. Especially, 16.7% (5 colleges) of the total colleges sent the students to the research institute related to food industry for spot-practice experience. Eighth, Professors' opinions toward the spot-practice time and period were preferable on summer vacation of second year and for 1~2 weeks, respectively. On the contrary, 74 dieticians answered to the adquate period as for 4 weeks. Ninth, 86 dieticians of the total 140 answered to complete the spot-practice during their college days, which helps the present task of them. Lacks of spot-practice program, Lacks of comprehension of upper personals and lacks of group feeding equipments ranks higher as difficulties in spot-practice management.

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인터넷을 이용한 수업에서 패킷캡쳐를 통한 사이트 접속 제한 (Access Restriction by Packet Capturing during the Internet based Class)

  • 이중철;이용진
    • 대한공업교육학회지
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    • 제32권1호
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    • pp.134-152
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    • 2007
  • 본 연구는 인터넷을 이용한 수업에서 학생들이 수업과 관련되지 않은 웹 사이트에 접속하는 것을 교사용 컴퓨터에서 발견하여 차단함으로써 수업의 효율성을 높이고, 교사가 의도하는 방향으로 수업을 진행할 수 있는 프로그램의 개발에 목적이 있다. 본 연구의 결과를 이용하면 수업과 관련되지 않은 웹 사이트에 접속하는 것을 방지하기 위하여 랜(LAN) 전원을 차단하고 수업하는 기존의 방법 대신 교수 매체로서 인터넷을 효과적이고 안전하게 사용할 수 있다. 관련 연구는 한 개의 호스트(host)만 감시하고 접속을 차단하는 반면에 본 연구에서 개발한 프로그램은 접속해 있는 모든 호스트들을 감시하고 차단할 수 있다. 본 연구에서 제안한 프로그램은 소규모 네트워크 환경에 설치된 리눅스(linux) 운영체제에서 개발되었다. 개발된 프로그램은 5가지 기능을 포함하고 있다. 도메인 네임(domain name)에서 IP(internet protocol) 주소로 변환하여 파일로 저장하는 변환 기능, 인터넷을 사용할 준비가 되어 있는 학생 컴퓨터를 탐색하여 파일로 저장하는 탐색기능, 패킷(packet)을 캡쳐(capture)하여 패킷의 정보를 표현해주는 패킷 캡쳐 기능, 캡쳐된 패킷 정보와 차단 목록 데이터를 비교하는 비교기능, 그리고 차단 목록과 캡쳐된 패킷 정보가 일치할 경우 네트워크 접속을 차단하는 기능으로 구성되어 있다. 개발된 프로그램을 사용하면 네트워크를 통과하는 모든 패킷(packet)을 실시간에 정확하게 캡쳐 할 수 있고, 불량 사이트에 학생이 접근하는 경우 교사의 컴퓨터 화면에 관련 내용이 표시된다. 따라서 교사는 관련 내용을 실시간으로 확인하고, 불량 사이트에 대한 접속을 차단할 수 있다. 본 연구에서 개발된 프로그램은 초 중등학교와 같은 소규모 네트워크에 적용가능하며, 교사와 학생, 학교차원의 수업 관리와 컴퓨터 실습실 관리의 효율성을 향상시킬 것이다.

한의과대학에서의 기공교육 향상을 위한 강의 만족도 조사 (Satisfaction of Qigong Lecture in College of Oriental Medicine)

  • 김기진;한창현;박지하;최성훈;이상남
    • 한국한의학연구원논문집
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    • 제15권1호
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    • pp.69-78
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    • 2009
  • Objectives : To understand the basis for future improvement and development in the lectures, an evaluation was made on the lecture by the 'theory-practice-self study' system initiated in 'Yangseng Qigong(養生氣功) and practice' at Daegu Haani University. Method : We surveyed the satisfaction of 'Yangsaeng Qigon and Practice' which is the lecture that is composed theory, practice, self study for 120 students at college of oriental medicine in Daegu Haani University. Result : In the inquiry for the satisfaction with the general class of 'Yangsaeng Qigong and practice', 69% of students answered positively. As to the satisfaction with class grouping, 76% answered affirmatively, and as to the question "Agreement to the plan workable?", 72% said it was satisfactory, showing lectures by class grouping were made successful as planed. As to satisfaction with theory lectures, 36% were satisfied (38% unsatisfied), as to practice 90% was satisfied (2% unsatisfied) and as to the self-study and special lectures, 36% was satisfied (23% unsatisfied), showing the satisfaction was relatively higher for practice. To the question "Was it helpful in understanding hygiene Danjeon-breathing science?", 31% said yes (16% no) for theory, 87% yes (3% no) for practices, 32% yes (32% no) for special lectures, and 37% yes (28% no) for team assignments. Conclusions : The textbooks and majors of the lecturers turned out to be varied, but as seen from the result of lecture satisfaction on 'Yangseng Qigong and practice', it was different according to the preparedness of the lecturers and satisfaction with the lecture material. Despite the situation that most schools have chosen it as a major subject, the subject name was divergent among schools and the textbook and the content of practice were also not unified. At the point of globally rising interest in Qigong, this will only lead to its weak competitiveness when advancing to the world.

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영조대 의관에 대한 연구 - 『조선왕조실록』을 중심으로 - (A Study of Medical Personnel in King Youngjo Period - Based on The Annals of the Joseon Dynasty -)

  • 금유정;승혜빈;엄동명;송지청
    • 한국의사학회지
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    • 제33권2호
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    • pp.77-87
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    • 2020
  • Objective : The Annals of the Joseon Dynasty is a primary historical record that has provided a great deal of information about what the Joseon Dynasty was like. However, as of yet, we know very little about the medical officers in Joseon dynasty, such as their government posts and official ranks. The purpose of this study is look in to the activities, government posts, and official ranks of the medical personnel by examining Yeongjosillok. Methods : First, I selected historical records containing '醫' in Yeongjosillok. Then, I organized medical officers' name by reading each record. I screened historical records in Yeongjosillok with their names to analyze their activities, government posts, and official ranks. When there was limited information available, I referred to The Daily Records of Royal Secretariat of Joseon Dynasty. Results : I found 262 historical records in Yeongjosillok containing '醫'. Then I found 26 people who served as medical officers in Yeongjosillok. Also, l found that 11 government posts and 7 official ranks were awarded to them throughout the 110 historical records in Yeongjosillok and The Daily Records of Royal Secretariat of Joseon Dynasty. Conclusion : Through this study, I was able to examine the detailed activities of unknown medical officers by studying the historical records in Yeongjosillok and The Daily Records of Royal Secretariat of Joseon Dynasty. Under the Joseon Dynasty's class-based society, the middle class had various restrictions. However, I found that medical officers that belonged to the middle class received exceptional treatment despite their social status.

초등기하 학습에서의 구체물과 반구체물 활용에 대한 연구 (A Study on Application of Concrete Object and Semi-Concrete Object in Elementary Geometry Learning)

  • 임영빈;홍진곤
    • 대한수학교육학회지:학교수학
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    • 제18권3호
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    • pp.441-455
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    • 2016
  • 수학 학습이 구체물이나 친숙한 상황을 다양하게 제시해주는 것으로부터 시작되어야 한다는 입장은 CSA(Concrete-Semiconcrete-Abstract)라는 이름으로 잘 알려져 있다. 이에 비하여 최근 Kaminski 등의 연구는, 다양한 맥락을 가진 구체물로 수학적 개념을 학습하는 것보다 추상적인 개념을 먼저 학습하는 것이 지식의 전이 측면에서 효과적일 수 있음을 주장한다. 본고에서는 이러한 상반된 관점을 고려하여, 구체물, 반구체물, 추상적 개념의 지도순서를 다르게 적용한 수업을 분석하고 그 교육적 시사점을 확인하고자 하였다. 연구 결과 구체물로 시작하여 개념을 도입한 수업은 수학에 대한 긍정적인 태도를 가지게 한 것으로 보였으나 그 효과가 지속적이지는 않았으며, 성취도 면에서도 유의미한 차이를 보이지 않았고, 오히려 구체물이 가지는 과도한 구체성으로 인해 오류를 보이는 경우가 관찰되었다. 이러한 오류는 반구체물로 개념을 도입한 수업에서는 발견되지 않았는데, 이는 비본질적 요소가 사상된 반구체물이 추상적인 개념 학습에 효율적으로 사용될 수 있음을 시사한다.

ST Reliability and Connectivity of VANETs for Different Mobility Environments

  • Saajid, Hussain;DI, WU;Memon, Sheeba;Bux, Naadiya Khuda
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제13권5호
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    • pp.2338-2356
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    • 2019
  • Vehicular ad-hoc network (VANET) is the name of technology, which uses 'mobile internet' to facilitate communication between vehicles. The aim is to ensure road safety and achieve secure communication. Therefore, the reliability of this type of networks is a serious concern. The reliability of VANET is dependent upon proper communication between vehicles within a given amount of time. Therefore a new formula is introduced, the terms of the new formula correspond 1 by 1 to a class special ST route (SRORT). The new formula terms are much lesser than the Inclusion-Exclusion principle. An algorithm for the Source-to-Terminal reliability was presented, the algorithm produced Source-to-Terminal reliability or computed a Source-to-Terminal reliability expression by calculating a class of special networks of the given network. Since the architecture of this class of networks which need to be computed was comparatively trivial, the performance of the new algorithm was superior to the Inclusion-Exclusion principle. Also, we introduce a mobility metric called universal speed factor (USF) which is the extension of the existing speed factor, that suppose same speed of all vehicles at every time. The USF describes an exact relation between the relative speed of consecutive vehicles and the headway distance. The connectivity of vehicles in different mobile situations is analyzed using USF i.e., slow mobility connectivity, static connectivity, and high mobility connectivity. It is observed that $p_c$ probability of connectivity is directly proportional to the mean speed ${\mu}_{\nu}$ till specified threshold ${\mu}_{\tau}$, and decreases after ${\mu}_{\tau}$. Finally, the congested network is connected strongly as compared to the sparse network as shown in the simulation results.