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Korean Head-Tail Tokenization and Part-of-Speech Tagging by using Deep Learning (딥러닝을 이용한 한국어 Head-Tail 토큰화 기법과 품사 태깅)

  • Kim, Jungmin;Kang, Seungshik;Kim, Hyeokman
    • IEMEK Journal of Embedded Systems and Applications
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    • v.17 no.4
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    • pp.199-208
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    • 2022
  • Korean is an agglutinative language, and one or more morphemes are combined to form a single word. Part-of-speech tagging method separates each morpheme from a word and attaches a part-of-speech tag. In this study, we propose a new Korean part-of-speech tagging method based on the Head-Tail tokenization technique that divides a word into a lexical morpheme part and a grammatical morpheme part without decomposing compound words. In this method, the Head-Tail is divided by the syllable boundary without restoring irregular deformation or abbreviated syllables. Korean part-of-speech tagger was implemented using the Head-Tail tokenization and deep learning technique. In order to solve the problem that a large number of complex tags are generated due to the segmented tags and the tagging accuracy is low, we reduced the number of tags to a complex tag composed of large classification tags, and as a result, we improved the tagging accuracy. The performance of the Head-Tail part-of-speech tagger was experimented by using BERT, syllable bigram, and subword bigram embedding, and both syllable bigram and subword bigram embedding showed improvement in performance compared to general BERT. Part-of-speech tagging was performed by integrating the Head-Tail tokenization model and the simplified part-of-speech tagging model, achieving 98.99% word unit accuracy and 99.08% token unit accuracy. As a result of the experiment, it was found that the performance of part-of-speech tagging improved when the maximum token length was limited to twice the number of words.

QFD-Based Integrated Model of Dismantling Method Selection and FMEA Risk Assessment for Work Stage (QFD 기반의 해체공사 공법선정과 FMEA 위험성평가 통합 모델)

  • Lee, Hyung-Yong;Cho, Jae-Ho;Son, Bo-Sik;Chae, Myung-Jin;Kim, Hyun-Soo;Chun, Jae-Youl
    • Journal of the Korea Institute of Building Construction
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    • v.21 no.6
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    • pp.629-640
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    • 2021
  • According to statistics from the Ministry of Land, Infrastructure and Transport in 2018, approximately 37% of residential buildings in Korea need to be reconstructed. Due to the rapid growth of the demolition industry, many side effects such as environmental destruction and safety accidents are becoming a problem in the demolition of existing buildings. This study proposes a decision-making process for selecting the most suitable dismantling method for field application by comprehensively considering safety, economic feasibility, and environmental characteristics. In particular, field applicability is evaluated by evaluating risk factors for the selected method. To this end, this study proposes the TOPSIS method for the selection of the dismantling method using the QFD development concept, and the FMEA method as a continuous development process of the selected method.

A Study on Smart Farmer Service Using Community Mapping (커뮤니티 매핑을 활용한 스마트파머 서비스에 관한 연구)

  • Koo, Jee Hee;Lee, Seung Woo;Lee, Ga eun;Pyeon, Mu Wook
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.39 no.6
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    • pp.419-427
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    • 2021
  • Due to the effects of climate change and the reduction of the labor force due to COVID-19, the crop yield, harvest time, and cultivated area are rapidly changing every year. In order to respond flexibly to this situation, attempts to apply smart farm technology based on ICT (Information and Communication Technology) to individual farms are increasing. On the other hand, various stakeholders are trying to predict the yield of crops using artificial intelligence and IoT technology, but accurate prediction is difficult due to the lack of learning data. In this study, in order to overcome the data collection problem limited to a specific institution, a smart farmer service technology based on community mapping was developed in which farmers directly participate, input and share accurate data to predict production. In the process, analysis was performed on napa cabbage, which is a vegetable with a large price change compared to production.

Learning Source Code Context with Feature-Wise Linear Modulation to Support Online Judge System (온라인 저지 시스템 지원을 위한 Feature-Wise Linear Modulation 기반 소스코드 문맥 학습 모델 설계)

  • Hyun, Kyeong-Seok;Choi, Woosung;Chung, Jaehwa
    • KIPS Transactions on Software and Data Engineering
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    • v.11 no.11
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    • pp.473-478
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    • 2022
  • Evaluation learning based on code testing is becoming a popular solution in programming education via Online judge(OJ). In the recent past, many papers have been published on how to detect plagiarism through source code similarity analysis to support OJ. However, deep learning-based research to support automated tutoring is insufficient. In this paper, we propose Input & Output side FiLM models to predict whether the input code will pass or fail. By applying Feature-wise Linear Modulation(FiLM) technique to GRU, our model can learn combined information of Java byte codes and problem information that it tries to solve. On experimental design, a balanced sampling technique was applied to evenly distribute the data due to the occurrence of asymmetry in data collected by OJ. Among the proposed models, the Input Side FiLM model showed the highest performance of 73.63%. Based on result, it has been shown that students can check whether their codes will pass or fail before receiving the OJ evaluation which could provide basic feedback for improvements.

Changes and Issues Regarding the Elementary Science Curriculum: Focusing on Physics (초등 과학 교육과정의 변화와 쟁점 - 물리 영역을 중심으로 -)

  • Byun, Taejin
    • Journal of Korean Elementary Science Education
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    • v.41 no.2
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    • pp.217-235
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    • 2022
  • This study aimed to analyze the changes in the physics curriculum of elementary schools over the past years and to discuss the issues faced by the science curriculum for elementary education prior to the next curriculum revision. We analyzed changes in the elements of the contents from the 7th curriculum to the 2015 revised curriculum and reviewed studies conducted after the revision in 2015. Additionally, three professors majoring in physics education discussed the results of the curriculum analysis. The result indicates that content of the physics curriculum for elementary education was generally reduced after the 7th curriculum. Specifically, difficult concepts were omitted or designated to a higher school level. Concerns related to the science curriculum pertain to the content adequacy and difficulty of the current curriculum, its relationship with mathematics, connection between the Nuri curriculum and the integrated curriculum for the 1st and 2nd grades, and the achievement standard predicate problem.

Optimization of Cooling Conditions by Supplying Cutting Oil Applied with Mist Nozzle to Minimize Tapping Processing Temperature (Tapping 가공 온도 최소화를 위해 미스트 노즐 적용 절삭유 공급에 따른 냉각조건 최적화)

  • Oh, Chang-hyouk;Kim, Young-Shin;Jeon, Euy-Sik
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.21 no.5
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    • pp.98-104
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    • 2022
  • When processing parts, the cutting oil can improve the cooling performance of the workpiece and tool to increase the precision of the workpiece or extend the life of the tool and facilitate chip extraction. Since such cutting oil has a harmful effect on the environment and the human body due to additives such as sulfur, research on a minimum lubrication supply method using an eco-friendly oil is recently underway. The minimum lubrication supply method minimizes the amount of cutting oil used during processing and processes it, which can reduce the amount of cutting oil used, but has a problem in that cooling performance efficiency is poor. Therefore, this study conducted a study on mist cooling of lubricants to reduce the amount of cutting oil used and maximize the cooling effect of processing heat generated during tapping processing. Spray pressure, processing speed, direction, and lubricant spray amount, which are considered to have an effect on cooling performance, were set as process conditions, and the effect on temperature was analyzed by performing an experiment using the box benquin method among experiments were analyzed. Through the experimental analysis results, the optimal conditions for mist and processing that maximize the cooling effect were derived, and the validity of the results derived through additional experiments was verified. In the case of processing by applying the mist lubrication method verified through this study, it is considered that high-precision processing is possible by improving the cooling effect.

Analysis of Opinions Suggested by High School Students in the Critical Opinion Activity on Inquiry (탐구에 대한 비판적 의견 제시 활동에서 고등학생이 제시한 의견 분석)

  • Son, Yoora;Lee, Bongwoo
    • Journal of Science Education
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    • v.45 no.3
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    • pp.304-316
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    • 2021
  • The purpose of this study is to analyze high school students' critical opinions on others' inquiries in small group open inquiry. Forty-one high school students participated in these activities at the inquiry planning stage and the intermediate stage of inquiry. In the two activities, 595 and 233 opinions were presented respectively, and analyzed into categories based on the inquiry process. The main research results are as follows: first, many opinions were presented in the areas of 'problem recognition and hypothesis setting' and 'design of inquiry' in the feedback on the inquiry plan, especially related to 'revision and addition of research problems,' 'research targets and conditions,' and 'control of variables.' Second, in the feedback on the results of the inquiry, there were many opinions related to 'report preparation' and 'design of inquiry' area. Based on the research results, implications related to the application of critical opinion activity were discussed.

Information Politics of Ukraine in the Field of Freedom of Conscience in a Pandemic

  • Mykola, Palinchak;Dobrodum, Olga;Khrypko, Svitlana;Gold, Olga;Ostashchuk, Ivan;Vlasenko, Inna;Lobanchuk, Olena
    • International Journal of Computer Science & Network Security
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    • v.22 no.11
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    • pp.222-228
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    • 2022
  • In today's era of digital technologies, the problem of religious communication in the cyberspace is being actualized, since the globality and accessibility of the WWW makes it one of the most effective and promising channels for transmitting various kinds of messages, including those of a religious nature. Today, religious organizations and movements pay the closest attention to the virtual media space, not only using it to attract new followers, but also for religious PR, image-making and branding, informing the world about themselves through news from the life of the organization and its followers. An equally important form of electronic communication in the online sphere is currently the interaction of various religious movements and religious cultures in general, or the dialogue of confessions in particular. Research in the digital space makes it possible to identify important trends in religious spheres based on the analysis of the flow of information on the Internet, to demonstrate the specifics of individual media outlets and the consequences of their activities for interreligious dialogue, to study the role of the Internet in changing religious beliefs, the possibility of changing religious identity, retrospective development of religious enlightenment at the turn of the century, to determine the vectors of possible interreligious interaction and discuss the role of digital technologies in the work of religious structures, to state the need to continue an active dialogue between representatives of religious movements, to hold expert seminars on interreligious dialogue on a regular basis, and to record the risks generated by the digital space. Thus, the coronavirus pandemic served as a background and context, a litmus test and a catalyst for accelerating and intensifying interreligious, interfaith dialogue and dialogue between religious organizations and society.

A Study on the Operation of a Collaborative Repository of the Regional Central Library: Focused on the Busan Metropolitan Library (지역대표도서관 공동보존서고 운영에 관한 연구 - 부산도서관을 중심으로 -)

  • Kang, Eun-Yeong
    • Journal of the Korean BIBLIA Society for library and Information Science
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    • v.33 no.3
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    • pp.55-76
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    • 2022
  • The 3rd Library Development Plan raises the need to secure space through the establishment of a regional repository library as the issue of holding books is highlighted as a common problem in public libraries. The Korean Library Law Act also impose the responsibility of integrated management of local library materials on the regional representative library. Accordingly, this study aimed at Busan Metropolitan Library, which is operating a collaborative repository in earnest among regional representative libraries, and investigated the operation status of the collaborative repository and the perception of public librarians about the collaborative repository. The data necessary for the study were obtained through surveys, interviews, field surveys, and internal data analysis. Through this, the purpose of this study was to provide basic data that will help the Busan Metropolitan Library to operate the collaborative repository efficiently in the future, and at the same time, to present basic data that can be used as a reference for the operation of the collaborative repository of the representative libraries of other regions.

Instructional Innovation Using e-PBL (e-PBL을 적용한 수업혁신)

  • Kwon, Hyuk-il
    • The Journal of the Convergence on Culture Technology
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    • v.8 no.5
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    • pp.241-249
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    • 2022
  • This study intended to explore the instructional effects of e-PBL which means an expansion of availability of PBL using technology. To achieve the goal of this study, a major selective subject was redesigned systematically so that e-PBL activities could be implemented for 4-weeks during the entire semester. Participants' reactions to the e-PBL experience during the experiment period were collected and analyzed. Results of analysis showed that participants could overcome the difficulties and frustrations at an early stage, adapted and assimilated to the e-PBL based instructional environment progressively, and satisfied at the e-PBL activity experiences in overall. They participated in solving the authentic problems with ownership and could solve them effectively and efficiently through frequent communication and collaboration with teammates. Results of this study showed the possibility of instructional innovation of a teacher development institute through e-PBL. Follow-up studies which extend the analyses of the effects of e-PBL based on this study are necessary to additionally verify the effects of e-PBL.