• Title/Summary/Keyword: Creative Analysis

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Development of a PBL model and Analysis of its Effect in Engineering Design Instruction (공학설계수업에서의 PBL 모형 개발 및 효과 분석)

  • Kim, Sung-Bong;Hong, Hyo-Jeong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.11 no.11
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    • pp.4310-4319
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    • 2010
  • In 21th century moving rapidly up to the knowledge and information society, creative problem-solving abilities are preferentially required to engineers. Though there may be various approaches to develop such abilities, PBL instruction method can be an effective alternative to develop such abilities. Recognizing this, one 'JPBL' model was constructed and introduced in this study. The model was developed independently based general existing PBL models and applied to university students to analyze its effectiveness in the aspect of class satisfaction and organizational commitment. Based on results, the meaning and limitation of the model development were discussed.

Time Series Classification of Cryptocurrency Price Trend Based on a Recurrent LSTM Neural Network

  • Kwon, Do-Hyung;Kim, Ju-Bong;Heo, Ju-Sung;Kim, Chan-Myung;Han, Youn-Hee
    • Journal of Information Processing Systems
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    • v.15 no.3
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    • pp.694-706
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    • 2019
  • In this study, we applied the long short-term memory (LSTM) model to classify the cryptocurrency price time series. We collected historic cryptocurrency price time series data and preprocessed them in order to make them clean for use as train and target data. After such preprocessing, the price time series data were systematically encoded into the three-dimensional price tensor representing the past price changes of cryptocurrencies. We also presented our LSTM model structure as well as how to use such price tensor as input data of the LSTM model. In particular, a grid search-based k-fold cross-validation technique was applied to find the most suitable LSTM model parameters. Lastly, through the comparison of the f1-score values, our study showed that the LSTM model outperforms the gradient boosting model, a general machine learning model known to have relatively good prediction performance, for the time series classification of the cryptocurrency price trend. With the LSTM model, we got a performance improvement of about 7% compared to using the GB model.

A Study on the Characteristics of Fashion Design Appeared by Media Art -Focusing on Marshall McLuhan's Media Theory- (미디어아트를 활용한 패션디자인 특성 연구 -마샬 맥루한의 미디어론 분석을 중심으로-)

  • Kim, Hyo Young;Kim, Min ji;Kan, Hosup
    • Journal of the Korean Society of Clothing and Textiles
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    • v.43 no.4
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    • pp.459-473
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    • 2019
  • This study analyzes a new aesthetic value of fashion design utilizing media art technology based on Marshall McLuhan's media theory, vitalize a creative fashion design by applying media art technology into traditional fashion design and discover the possibility of various formative expressions. The result of the analysis under the three criterion extracted through the examination of other art genre such as dance, music, architecture and painting are as follows. First, new concept clothing was designed in the way of combining science and technology with existing costume designs. Second, applying technology based media art images on clothes has been noticeably effected by changes to clothing surfaces. Third, fashion design using technology based media art stimulates the five senses and creates new communication structures. In conclusion, this study reveals that fashion design utilizing technology based media art, an innovative medium for future fashion development in digital society, has expanded the boundaries of fashion design beyond limits and contributed to diversity in creative fashion design.

Power module stray inductance extraction: Theoretical and experimental analysis

  • Jung, Dong Yun;Jang, Hyun Gyu;Cho, Doohyung;Kwon, Sungkyu;Won, Jong Il;Lee, Seong Hyun;Park, Kun Sik;Lim, Jong-Won;Bae, Joung Hwan;Choi, Yun Hwa
    • ETRI Journal
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    • v.43 no.5
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    • pp.891-899
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    • 2021
  • We propose a stray inductance extraction method on power modules of the few-kilovolts/several-hundred-amperes class using only low voltages and low currents. The method incorporates a double-pulse generator, a level shifter, a switching device, and a load inductor. The conventional approach generally requires a high voltage of more than half the power module's rated voltage and a high current of around half the rated current. In contrast, the proposed method requires a low voltage and low current environment regardless of the power module's rated voltage because the module is measured in a turn-off state. Both theoretical and experimental results are provided. A physical circuit board was fabricated, and the method was applied to three commercial power modules with EconoDUAL3 cases. The obtained stray inductance values differed from the manufacturer-provided values by less than 1.65 nH, thus demonstrating the method's accuracy. The greatest advantage of the proposed approach is that high voltages or high currents are not required.

Crystal Structure and Molecular Mechanism of Phosphotransbutyrylase from Clostridium acetobutylicum

  • Kim, Sangwoo;Kim, Kyung-Jin
    • Journal of Microbiology and Biotechnology
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    • v.31 no.10
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    • pp.1393-1400
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    • 2021
  • Acetone-butanol-ethanol (ABE) fermentation by the anaerobic bacterium Clostridium acetobutylicum has been considered a promising process of industrial biofuel production. Phosphotransbutyrylase (phosphate butyryltransferase, PTB) plays a crucial role in butyrate metabolism by catalyzing the reversible conversion of butyryl-CoA into butyryl phosphate. Here, we report the crystal structure of PTB from the Clostridial host for ABE fermentation, C. acetobutylicum, (CaPTB) at a 2.9 Å resolution. The overall structure of the CaPTB monomer is quite similar to those of other acyltransferases, with some regional structural differences. The monomeric structure of CaPTB consists of two distinct domains, the N- and C-terminal domains. The active site cleft was formed at the interface between the two domains. Interestingly, the crystal structure of CaPTB contained eight molecules per asymmetric unit, forming an octamer, and the size-exclusion chromatography experiment also suggested that the enzyme exists as an octamer in solution. The structural analysis of CaPTB identifies the substrate binding mode of the enzyme and comparisons with other acyltransferase structures lead us to speculate that the enzyme undergoes a conformational change upon binding of its substrate.

Development of hanbok design using deconstruction fashion features - Focused on the creation of 3D digital fashion design works - (해체주의 패션의 표현 특성을 응용한 한복 디자인 개발 - 3D 디지털 패션 디자인 작품 제작을 중심으로 -)

  • Han, Minjae;Yang, Eun Kyoung
    • The Research Journal of the Costume Culture
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    • v.29 no.1
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    • pp.65-86
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    • 2021
  • This study aims to develop a hanbok design method in response to recent changes in consumption trends that emphasize new aesthetic and cultural values, which contrast with the existing cultural order and repetitive normative styles in fashion designing. With this in mind, our study explores the main features of deconstruction fashion design as a theoretical guide for developing a methodology for deconstruction hanbok design, on the basis of which new, experimental and creative hanbok design works can be produced. To do this, we first investigate current trends in hanbok design and changing concepts of Korean fashion design through literature review of previous studies. Secondly, we explore deconstructionism and analyze its features to lay down the foundation for a post-modern approach in hanbok design. As the result of analysis, the main features of deconstruction fashion design are summarized as the following: 1) non-finishing, 2) decomposing and recomposing, 3) recycling, 4) transparent, 5) grunge, 6) flattening, and 7) exaggeration. Based on the identified core features of deconstruction fashion design, we develop a creative method of hanbok design in the context of modern Korean fashion design. Finally, we show five design outputs via a 3D digital fashion design process using the CLO3D software program.

Difficulty Analysis of an Introductory Computer Programming Course for non-Major Students (비전공자 대상의 컴퓨터 프로그래밍 입문 교양 수업에서의 학습자의 어려움 분석)

  • Kim, Jaekyung;Sohn, Eisung
    • Journal of Creative Information Culture
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    • v.7 no.2
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    • pp.69-77
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    • 2021
  • In the past, computer programming was a course taken by students of computing domain majors. With the advent of the fourth industrial revolution, students in all major fields are taking it as the general required course. However, students have difficulties in learning new subject such as unfamiliar computational problem solving approach and general purposed programming language, which can lead to negative phenomena such as learning effectiveness, confidence, and decreased interest. In this paper, the causes of difficulties experienced by non-majors students while learning programming language are analyzed and identified through qualitative and quantitative research on questionnaires, journals, and achievements. Thus, we suggest that designing an educational plan that minimizes difficulties.

Strategies for Recreation of Metaverse Convergence Space (메타버스 융복합 공간의 재창조를 위한 전략)

  • Cho, Byung Chul
    • Journal of Broadcast Engineering
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    • v.27 no.5
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    • pp.676-684
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    • 2022
  • In this paper, we consider the potential of a metaverse space that can be expanded infinitely through the reinvention of the metaverse space. In particular, this study attempted to establish a new concept of metaverse space, and to present research models and strategies between technologies and humanities. To perform this, this study revealed problems that can be overlooked through characteristic analysis of the metaverse space and proposed ways to overcome them through in-depth interviews with experts. In this way, interdisciplinary research will contribute to the revitalization of the metaverse content industry in the mid to long term. Therefore, through this study, it is expected that reinterpreted metaverse space can reach a practical realization as a meaningful place of life and a creative space through Yi-Fu Tuan's concept.

Analysis of Elementary and Middle School Students' Perceptions of Virtual Reality Interaction Tool (가상현실에서 상호작용 도구에 대한 초·중학생의 인식 분석)

  • Shim, Jaekwoun
    • Journal of Creative Information Culture
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    • v.5 no.1
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    • pp.15-24
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    • 2019
  • Tools and methods for interacting with the virtual environment are essential in order for a student to perform the virtual reality education contents. However, since the developed controller has generally been constructed for adults, it is necessary to study interaction tools considering the purpose of education and the level of students. Therefore, this study analyzed elementary and middle school students' perceptions of HMD and interactive tools, which are currently widely used as an initial research for developing interactive tools. Results show that students' perceptions has increased in post-questionnaire compared to pre-questionnaire, indicating that the universal controller can be used in the education. Implications for the development of interaction tools are discussed based on interviews with students.

Efficient mesh-based realistic computer-generated hologram synthesis with polygon resolution adjustment

  • Yeom, Han-Ju;Cheon, Sanghoon;Choi, Kyunghee;Park, Joongki
    • ETRI Journal
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    • v.44 no.1
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    • pp.85-93
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    • 2022
  • We propose an efficient method for synthesizing mesh-based realistic computer-generated hologram (CGH). In a previous nonanalytic mesh-based CGH synthesis, the angular spectrum of the two-dimensional (2D) plane is calculated using the fast Fourier transform (FFT) with the same size as the resolution of the final hologram. Because FFT increases the computation time as the size of the input matrix increases, the previous method has a problem: The higher the resolution of the hologram, the greater the computational load, thereby delaying synthesis time. In this study, when calculating the angular spectrum of the 2D plane in mesh-based CGH synthesis, we propose a method to calculate the angular spectrum by defining the 2D plane with an arbitrary size smaller than the resolution of the final hologram. The resolution adjustment method reduces the computation time and can be applied to occlusion culling and texturing for the realistic effect of mesh-based CGH. We describe the principle, error analysis, application of realistic effect, and experimental results of the proposed method.