• Title/Summary/Keyword: direct learning

Search Result 621, Processing Time 0.027 seconds

A Review of Seismic Full Waveform Inversion Based on Deep Learning (딥러닝 기반 탄성파 전파형 역산 연구 개관)

  • Sukjoon, Pyun;Yunhui, Park
    • Geophysics and Geophysical Exploration
    • /
    • v.25 no.4
    • /
    • pp.227-241
    • /
    • 2022
  • Full waveform inversion (FWI) in the field of seismic data processing is an inversion technique that is used to estimate the velocity model of the subsurface for oil and gas exploration. Recently, deep learning (DL) technology has been increasingly used for seismic data processing, and its combination with FWI has attracted remarkable research efforts. For example, DL-based data processing techniques have been utilized for preprocessing input data for FWI, enabling the direct implementation of FWI through DL technology. DL-based FWI can be divided into the following methods: pure data-based, physics-based neural network, encoder-decoder, reparameterized FWI, and physics-informed neural network. In this review, we describe the theory and characteristics of the methods by systematizing them in the order of advancements. In the early days of DL-based FWI, the DL model predicted the velocity model by preparing a large training data set to adopt faithfully the basic principles of data science and apply a pure data-based prediction model. The current research trend is to supplement the shortcomings of the pure data-based approach using the loss function consisting of seismic data or physical information from the wave equation itself in deep neural networks. Based on these developments, DL-based FWI has evolved to not require a large amount of learning data, alleviating the cycle-skipping problem, which is an intrinsic limitation of FWI, and reducing computation times dramatically. The value of DL-based FWI is expected to increase continually in the processing of seismic data.

Factors Influencing the Intention to Use Digital Technology in Education (학습에서 디지털기술 사용의도에 영향을 주는 요인에 대한 분석)

  • Jang, Moonkyoung
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
    • /
    • v.17 no.2
    • /
    • pp.153-165
    • /
    • 2022
  • The COVID-19 Pandemic incident forced all educational and learning activities to move online, so it is no longer an option to use information and communication technology for education and learning. Venture capital has made the largest investment ever in Edu-tech startups. This study investigates the factors influencing the intention to use digital technology in education, taking into account the Unified Theory of Acceptance and Use of Technology (UTAUT) along with digital literacy, which has become an essential ability in the digital age. As a result of the structural equation model analysis, we find that performance expectation, effort expectation, and social influence have a positive effect on the intention to use digital technology in education. Moreover, digital literacy has a positive effect on performance expectation, effort expectation, and social impact, but the direct effect on the intention to use digital technology on learning is not significant. Furthermore, to see the moderating effect of age, the results of multi-group analysis present that the differences between 10s and 60s, between 20s and 60s, between 30s and 60s on the path of social influence on the intention to use digital technology in education are significantly reduced. This study academically contributes to expanding the research on the factors affecting the intention to use digital technology in a specific situation of education by considering both digital literacy and Unified Theory of Acceptance and Use of Technology (UTAUT). In addition, it can be used as a practical guide to the factors to be considered for each age when making learning participants more actively use digital technology.

Validation of a Path Model on Clinical Practice Competency of the Nursing Students (간호학생의 임상수행능력 경로모형 분석)

  • Kwon, Yunhee;Kwag, Oh-Gye
    • Journal of the Korea Academia-Industrial cooperation Society
    • /
    • v.13 no.10
    • /
    • pp.4572-4581
    • /
    • 2012
  • This study examined the fitness of a path model on the relationship among critical thinking, career identity, nursing professional self-concept, satisfaction of clinical practice, and clinical practice competency for nursing students. The subjects consisted of 581 nursing students and data was collected through self-report questionnaires. The data was analyzed by the SPSS and AMOS programs. Critical thinking, career identity, nursing professional self-concept, and satisfaction of clinical practice showed a direct effect on clinical practice competency for nursing students. Critical thinking and career identity showed an indirect effect on clinical practice competency for nursing students. Critical thinking and career identity showed a direct effect on nursing professional self-concept and satisfaction of clinical practice for nursing students. We consider the cause which affects the clinical practice competency of student nurses and study on the reasonable and effective curriculum and teaching and learning program.

The Influence of Teacher Efficacy and Stress Coping Strategies on Job Satisfaction of Teachers in Early Childhood Education and Care (영유아교사의 교사효능감과 스트레스 대처방식이 직무만족도에 미치는 영향)

  • Chae, Jin-Young
    • Korean Journal of Childcare and Education
    • /
    • v.9 no.6
    • /
    • pp.223-241
    • /
    • 2013
  • The purpose of this study was to examine the influence of teacher efficacy and stress coping strategies on job satisfaction of teachers in early childhood education and care. 189 teachers were recruited from 8 day care centers and 10 kindergartens in Seoul, Kyunggi, Kyungbuk, and Chonbuk provinces in Korea. Data were analyzed through frequencies, Pearson's correlations, and the stepwise regression analyses using PASW 18.0. The findings are as follows. First, the result showed that teachers in ECEC were most likely to be satisfied with their job characteristics most among the 4 subcategories in job satisfaction. They also perceived their the ability of discipline high for teacher efficacy, and used the direct coping strategy most as a stress coping strategy. Second, the teachers' ability to create a positive learning atmosphere affected job characteristics, the ability to participate in decision-making affected the relationship with director and colleagues, working environment, welfare and salary the most. Third, the direct coping strategy had the most impacts on all subcategories of job satisfaction. The results of this study may provide basic data for finding effective way to increase job satisfaction of teachers in ECEC.

The Effects of Transcranial Direct Current Stimulation in Motor Performance of Serial Reaction Time Task (경두개직류전류자극이 시열반응과제에 대한 운동 수행 능력에 미치는 영향)

  • Kim, Chung-Sun;Nam, Seok-Hyun;Cho, In-Sul
    • The Journal of Korean Physical Therapy
    • /
    • v.22 no.5
    • /
    • pp.103-108
    • /
    • 2010
  • Purpose: The aim of this study is to investigate whether motor cortex excitability by transcranial direct current stimulation (tDCS) over primary motor cortex (M1) affects motor performance of serial reaction task. Methods: Cathodal, anodal and sham tDCS (1 mA) are applied over right M1 of 24 subjects for 30 minutes including 11minutes for task period time. We applied two electrodes at the same position to both an experimental group and a sham-controlled group, and we made 2 groups recognize to be applicated of stimulation. Flexion, extension of wrist and thumb flexion are carried out following colors of arrows on the monitor. Serial reaction time task was applied to confirm the difference of the reaction time between 2 groups. Results: Reaction time is decreased in both tDCS-group and Sham-controlled tDCS group, and the degree of reduction is much greater in the post-test than pre-test. Reduction of reaction time between groupsis statistically significant. Conclusion: We consider that anodal tDCS increased the cortical excitability of the underlying motor cortex and it can be helpful to modulate motor performance. It seems that tDCS is an effective modality to modulate brain function, and it will be great help to mediate strategy for the brain injury patients.

Evaluation of leakage detection performance according to leakage scenarios of water distribution systems based on deep neural networks (DNN기반 상수도시스템 누수시나리오에 따른 누수탐지성능 평가)

  • Kim, Ryul;Choi, Young Hwan
    • Journal of Korea Water Resources Association
    • /
    • v.56 no.5
    • /
    • pp.347-356
    • /
    • 2023
  • In Water Distribution Systems (WDSs), can abnormal hydraulic and water quality conditions such as red-water phenomenon and leakage occur. To restore them, data is generated through various meters data to predict and detect. However, in the case of leakage if difficult to detect unless direct exploration is performed. Among them, unreported leakage, are not seen visually and account for the most considerable volumes of leakage, which leads to economic loss. Bur direct exploration is limited through on site conditions such as securing professional manpower. In this paper, leakage volumes and location were randomly generated for the WDS, which was assumed to be calibrated, and it was detected through a deep learning model. For abnormal data generation, the leakage was simulated using the emitter coefficient, and leakage detection was successfully performed through the generated abnormal data and normal data.

The Influences of Situational Interest, Attention, and Cognitive Effort on Drawing as a Method to Assist Students to Connect and Integrate Multiple External Representations (외적 표상들 간의 연계와 통합을 촉진하는 방안으로서의 그리기에 미치는 상황 흥미, 주의집중, 인지적 노력의 영향)

  • Kang, Hun-Sik;Noh, Tae-Hee
    • Journal of The Korean Association For Science Education
    • /
    • v.26 no.4
    • /
    • pp.510-517
    • /
    • 2006
  • This study investigated the influences of situational interest, attention, and cognitive effort on drawing as a method to assist students to connect and integrate multiple external representations provided in learning chemical concepts. Seventh graders (N=178) at two coed middle schools were taught about the "Boyle's Law" and the "Charles's Law" for two class hours through drawing. They observed macroscopic phenomena through demonstrations. After these observations, they drew their mental model from the external verbal representation, and then compared their drawings with external visual representation. The tests assessing situational interest, attention, cognitive effort, and conceptual understanding were administered as post-tests. Correlation and path analyses supported a causal model which situational interest had a positive direct effect on attention to the drawing. Attention led to conceptual understanding directly as well as through cognitive effort. These results suggest that situational interest may be induced by drawing first of all, and attention and cognitive effort may be direct causes of conceptual understanding in drawing. Educational implications are discussed.

Development of An Instructional material for High School Environmental Education Emphasizing Affective Objectives (정의적 영역 중심의 고등학교 환경 교재 개발)

  • 박진희;장남기
    • Hwankyungkyoyuk
    • /
    • v.6 no.1
    • /
    • pp.63-99
    • /
    • 1994
  • The international environmental activities and environmental education began in 1970's. Environmental education in Korea was emphasized since the Forth National Curriculum. 'The Environmental Education Curriculum' will be separated as one of the most important parts in the Sixth National Education Curriculum in Korea. The purpose of this study was development. of 'Environmental Science' of high school appropriate to Sixth National Education Curriculum. First step was to state goals of environmental education in detail based on analysis of goals about environmental education in our country and other countries. Second was to analyse seven environments-related texts of Korea, America and England. Third, to measure how much environmental education has achieved in Fifth National Curriculum of Korea. Fourth, to develop a new environmental text of high school level. Fifth, to verify the effect of developed environmental text. The environmental part of 'Science I'(unit V. Life and Environments) and high school environments-related reference text(Survival and Environments) in Korea, American knowledges. American 'Environments' was stressed in many skills but they didn't include various teaching strategies. On the other hand, American 'Science-Technology-Society(S-T-S)' and British 'Science and Technology in Society(SATIS)' were stressed in knowledges and skills, and they included many teaching strategies and student actions. American 'S-T-S' was the only one stressed in values and attitudes. And all seven texts were not interested in behaviors and participations. To measure the achievement of environmental education by questionnaire, 497 high school students in total were selected from five different schools. Actually, most students had a positive thinkings and attitudes in their hearts about environmental problems, about environmental problems, but many of them did not take actions to solve environmental problems and to protect environments. The higher the score students got in 'knowledges and informations', the higher the score in 'skill'. It implies that learning of skills is based on learning of knowledges and informations about environments. On the other hand, much knowledges and information about environments has not always ensured positive thinkings and attitudes or active behaviors and participations to solve environmental problem. In view that ultimate aim of environmental education is forming responsible environmental behaviors and the goals of values and behaviors are as important as knowledges and skills. A new environmental text of high school level was developed and it was based on analysis of seven texts and environmental education in Fifth Korean Curriculum. This text have seven units, 1. Habitates : What're the meanings?, 2. Nuclear Energy : Can't be Avoid?, 3. Acid Rain : What're the Messages?, 4. Ethanol : Is this Future Fuel?, 5. Wastes : A New War!, 6. What're the National and Gloval Environmental education and avoided from the array of knowledges. Therefore included various teaching strategies and independent actions of students. 'Open-ended value learning' and 'free behavior learning' in text were special learning parts for aquisition of values and formation of behaviors. To verify the effects. of new developed environmental text, the direct learning was carried out by 286 students in total. Post test scores of experimental groups per each units were significantly higher than those of control groups from five different schools were as follows. For validity of selecting contents for units, 74% of respondent replied positively. For classification and presentation of four goal-groups, 90% replied positively in validity and 82%, in utility. For validity of various teaching strategies, 88% and for the degree of including student-centered independent actions, 86% replied positively, For importances and expected effects of 'open=ended value learning' and 'free behavior learning', showed positive responses respectively, 88%, 92% Therefore this text is effective to achieve four goals of environmental education equally.

  • PDF

An Analysis on the Current Status of ICT Uses in Higher Education (대학교 정보통신기술 활용 실태 분석)

  • Lee, Jaemu;Kim, Kapsu;Lee, Miwha
    • Journal of The Korean Association of Information Education
    • /
    • v.21 no.1
    • /
    • pp.151-160
    • /
    • 2017
  • The purpose of this study was to investigate the current status of information and communications technology(ICT) uses of the faculty members at national universities of education and to provide guidelines for ICT in education. The survey was conducted to examine factors related to the use of ICT, including faculty members' abilities to use ICT with respect to gender, age, and previous experiences with computers and to analyze their relevance to instructional methods. The results of the survey showed that female faculty members and male faculty members in their sixties and those with less years of teaching career were more likely to need support for using ICT than the others. The direct instructional method and discussion were the most frequently used; discussion was positively correlated with ICT uses. It was also found that faculty members anticipated more difficulties in using ICT in class and needed to work in a collaborative way and learn more effective use of ICT in the teaching and learning process.

Representation of Drinking in Cultural Contents: Analysis of Television Drama Texts (지상파 TV 콘텐츠에 나타난 음주 : 황금시간대 고시청률 드라마 분석과 수용자 인식조사)

  • Yang, Jung-Hye
    • Journal of Digital Contents Society
    • /
    • v.11 no.2
    • /
    • pp.253-264
    • /
    • 2010
  • This study aimed to 1) analyze television drama text to examines how Korean television dramas represent alcohol drinking; 2) interview the actual drama audience to examine how they perceive drinking and whether or not their perception is influenced by the drama text. The author analyzed 60 drama episodes from 12 prime time shows that reached over 20% rating from 2008 to 2010. The result shows that drinking in dramas are portrayed as a solution to various kinds of personal and business problems, medium of romance, a tool for interpersonal communication that facilitates understanding and positive relationship. Female drinkers are prominent but their drinking is taking place under the patronage of male characters, which lead to the maintenance of patriarchal social relations. Interview findings show that the audience have strong motivation to imitate the glamourous lifestyles of leading characters in dramas. The findings strongly suggest observational learning was taking place, especially in the area where the viewers have no direct experience.