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Application of Dimensional Expansion and Reduction to Earthquake Catalog for Machine Learning Analysis (기계학습 분석을 위한 차원 확장과 차원 축소가 적용된 지진 카탈로그)

  • Jang, Jinsu;So, Byung-Dal
    • The Journal of Engineering Geology
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    • v.32 no.3
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    • pp.377-388
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    • 2022
  • Recently, several studies have utilized machine learning to efficiently and accurately analyze seismic data that are exponentially increasing. In this study, we expand earthquake information such as occurrence time, hypocentral location, and magnitude to produce a dataset for applying to machine learning, reducing the dimension of the expended data into dominant features through principal component analysis. The dimensional extended data comprises statistics of the earthquake information from the Global Centroid Moment Tensor catalog containing 36,699 seismic events. We perform data preprocessing using standard and max-min scaling and extract dominant features with principal components analysis from the scaled dataset. The scaling methods significantly reduced the deviation of feature values caused by different units. Among them, the standard scaling method transforms the median of each feature with a smaller deviation than other scaling methods. The six principal components extracted from the non-scaled dataset explain 99% of the original data. The sixteen principal components from the datasets, which are applied with standardization or max-min scaling, reconstruct 98% of the original datasets. These results indicate that more principal components are needed to preserve original data information with even distributed feature values. We propose a data processing method for efficient and accurate machine learning model to analyze the relationship between seismic data and seismic behavior.

Nanofibers Comprising Mo2C/Mo2N Nanoparticles and Reduced Graphene Oxide as Functional Interlayers for Lithium-Sulfur Batteries (Mo2C/Mo2N 나노 입자와 환원된 그래핀 옥사이드가 복합된 나노 섬유 중간층이 적용된 리튬-황 전지)

  • Lee, Jae Seob;Yang, Ji Hoon;Cho, Jung Sang
    • Korean Chemical Engineering Research
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    • v.60 no.4
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    • pp.574-581
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    • 2022
  • Nanofibers comprising reduced graphene oxide (rGO) and Mo2C/Mo2N nanoparticles (Mo2C/Mo2N rGO NFs) were prepared for a functional interlayer of Li-S batteries (LSBs). The well-dispersed Mo2C and Mo2N nanoparticles in the nanofiber structure served as active polar sites for efficient immobilization of dissolved lithium polysulfide. The rGO nanosheets in the structure also provide conductive channels for fast ion/electron transport during charging-discharging and ensured reuse of lithium polysulfide during redox reactions through a fast charge transfer process. As a result, the cell assembled with Mo2C/Mo2N rGO NFs-coated separator and pure sulfur electrode (70 wt% of sulfur content and 2.1 mg cm-2 of sulfur loading) showed a stable discharge capacity of 476 mA h g-1 after 400 charge-discharge cycles at 0.1 C. Furthermore, it exhibited a discharge capacity of 574 mA h g-1 even at a high current density of 1.0 C. Therefore, we believe that the proposed unique nanostructure synthesis strategy could provide new insights into the development of sustainable and highly conductive polar materials as functional interlayers for high performance LSBs.

Exploring the Potential of Podcasts in Flower Design Industry (플라워디자인 산업 활성화를 위한 팟캐스트 콘텐츠의 가능성 연구)

  • Yang, Dongbok
    • Journal of the Korean Society of Floral Art and Design
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    • no.44
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    • pp.75-100
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    • 2021
  • The purpose of this study is to explore ways in which the flower design industry can utilize podcasts that are rapidly growing in recent years. I selected foreign flower podcasts that are ranked on the global podcast chart, and examined the genre, content, components, show hosts and etc. By analyzing the characteristics of the podcast, the type of communication between the host and the audience, the audience interaction, the industry connection, and the media expansion strategy, I tried to derive the possibility of the flower podcast in Korea. As a result of analyzing foreign flower podcasts, podcasters built listener communities based on their rich experience and knowledge through podcasts and used them for education and marketing. They acted as leaders in the industry or led public opinion such as the sustainable flower industry. Podcast shows were repurposed as various content and used to spread flower design culture. In Korea, flower podcasts can be the basis for the formation of a community related to the flower design industry. Flower design experts can use podcasts as a source asset for various content. Listeners within the industry can get hands-on knowledge about the business from flower podcasts. The popular flower podcast will contribute to the vitalization of flower design culture and industry. Flower podcasts can be a starting point to actively cope with the era of personal media.

Evaluation for the Manufacturing Characteristics and Thermal Conductivity of Engineering Scale Bentonite-Sand Buffer Blocks (공학규모 벤토나이트-모래 완충재 블록의 성형특성 및 열전도도 평가)

  • Lee, Deuk-Hwan;Yoon, Seok;Kim, Jin-Seop;Lee, Gi-Jun;Kim, Ji-Won;Kim, Min-Jun
    • Journal of the Korean Geotechnical Society
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    • v.38 no.12
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    • pp.113-123
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    • 2022
  • The required density relationship according to the press pressure of the floating die method and the homogeneity of the density distribution in the buffer block was evaluated to analyze the manufacturing characteristics of engineering scale bentonite-sand buffer blocks. In addition, the thermal conductivity was measured and compared with that of the pure bentonite buffer block to evaluate the level of thermal conductivity performance improvement of the bentonite-sand buffer material. As a result, it was confirmed that the standard deviation of dry density decreased to 0.011 and showed a homogeneous density distribution under the condition of press pressure greater than 400 kg/cm2. Furthermore, as a result of the thermal conductivity test, the thermal conductivity of the buffer with optimum moisture content conditions was 1.345 and 1.261 W/(m·K) under the press pressure of 400 and 600 kg/cm2, respectively. It increased by 16.1% and 11.0% compared to the pure bentonite buffer material. Based on the results of this study, it is judged that it can be used as fundamental data for manufacturing a homogeneous bentonite-sand buffer block on an engineering scale.

Optimal Design for Weight Reduction of Rotorcraft Shaft System (회전익기의 축계 경량화를 위한 최적설계)

  • Kim, Jaeseung;Moon, Sanggon;Han, Jeongwoo;Lee, Geun-Ho;Kim, Min-Geun
    • Journal of the Computational Structural Engineering Institute of Korea
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    • v.35 no.4
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    • pp.243-248
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    • 2022
  • Weight optimization was performed for a rotorcraft shaft system using one-dimensional Euler-Bernoulli beam elements. Torsion, shaft support stiffness such as bearings, flange mass are all considered. To guarantee structural dynamic stability, eigenvalue analysis was performed to avoid critical speed and tooth mesh excitation form the gearbox. The weight optimization was performed by adjusting the thickness and radius while the length of the shaft was fixed, and the optimization process was divided into two stages. In the first, the weight is optimized with the torsional strength constraint. In the second, the difference between the primary mode of shaft and the critical speed is maximized so that the primary mode of the shaft can avoid the critical speed while the constraint on the torsional strength of the shaft is satisfied according to the standard for shaft system stability (AMC P 706-201, 1974). The proposed method was verified by comparing the results of the optimal design using the given one-dimensional beam elements with the stress results of the 3D finite element and the actual manufactured shaft.

Assessment of the Coupled Electric-Thermal Numerical Model for Microwave Sintering of KLS-1 (한국형 인공월면토(KLS-1) 마이크로파 소결을 위한 전기장-열 연계해석 모델 평가)

  • Jin, Hyunwoo;Go, Gyu-Hyun;Lee, Jangguen;Shin, Hyu-Soung;Kim, Young-Jae
    • Journal of the Korean Geotechnical Society
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    • v.38 no.5
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    • pp.35-46
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    • 2022
  • The in-situ resource utilization (ISRU) for sustainable lunar surface and deep space explorations has recently gained attention. Also, research on the development of construction material preparation technology using lunar regolith is in progress. Microwave sintering technology for construction material preparation does not require a binder and is energy efficient. This study applies microwave sintering technology to KLS-1, a Korean lunar simulant. It is crucial to secure the homogeneity to produce a sintered specimen for construction material. Therefore, understanding the interactions between microwaves, cavities, and raw materials is required. Using a numerical model in terms of efficient assessment of several cases and establishment of equipment operating conditions is a very efficient approach. Therefore, this study also proposes and verifies a coupled electric-thermal numerical model through cross-validation and comparison with experimental results. The numerical model proposed in this study will be used to present an efficient method for producing construction material using microwave sintering technology.

Characteristics of Dynamic Shear Behavior of Pile-Soil Interface Considering pH Conditions of Groundwater (지하수 pH조건을 고려한 말뚝-지반 접촉면의 동적 전단거동 특성)

  • Kwak, Chang-Won
    • Journal of the Korean Geotechnical Society
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    • v.38 no.5
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    • pp.5-17
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    • 2022
  • A pile is a type of medium for constructing superstructures in weak geotechnical conditions. A pretensioned spun high-strength concrete (PHC) pile is composed of high-strength concrete with a specified strength greater than 80 MPa. Therefore, it has advantages in resistance to axial and bending moments and quality control and management since it is manufactured in a factory. However, the skin friction of a pile, which accounts for a large portion of the pile bearing capacity, is only approximated using empirical equations or standard penetration test (SPT) N-values. Particularly, there are some poor research results on the pile-soil interface under the seismic loads in Korea. Additionally, some studies do not consider geoenvironmental elements, such as groundwater pH values. This study performs sets of cyclic simple shear tests using submerged concrete specimens for 1 month to consider pH values of groundwater and clay specimens composed of kaolinite to generate a pile-soil interface. 0.2 and 0.4 MPa of normal stress conditions are considered in the case of pH values. The disturbed state concept is employed to express the dynamic behavior of the interface, and the disturbed function parameters are newly suggested. Consequently, the largest disturbance increase under basic conditions is observed, and an early approach to the failure under low normal stress conditions is presented. The disturbance function parameters are also suggested to express this disposition quantitatively.

Application of Natural Dyes for Developing Colored Wood Furniture (I) - Color Variation by Extraction Methods of Natural Dyes - (색채 목가구재 개발을 위한 천연염료의 이용에 관한 연구 (제1보) - 천연염료의 추출 방법에 따른 색채 변화 연구 -)

  • Moon, Sun-Ok;Kim, Chul-Hwan;Kim, Jae-Ok;Kim, Jong-Gab
    • Journal of the Korean Wood Science and Technology
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    • v.32 no.5
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    • pp.75-85
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    • 2004
  • The natural dyes from Gardenia jasminoides, Carthamus tinctorius L., Rhus javanica, Lithospermum erythrorhizon, Caesalpinia sappan L., and Castanea crenata were extracted under different pH in distilled water, As the pH in distilled water went from acid to alkali, the much deeper colors in the same color tone were generated from the individual plant species. Before dyeing, wood species were treated by different mordants including AI, Cu, Cr and Fe for color-fixing between wood and the natural dyes. Each mordant could develop independent color on the surface of the woods. The wood species dyed by the natural dyes created deep-tone colors according to higher pH and temperature of the dyeing solution, leading to deeper penetration of the dyes into the wood tissues. Finally through the computer modelling of natural-dyed wood furniture, it was confirmed that the colored furniture can adequately be compatible with the current interior spaces of diverse colors.

Antimicrobial Properties of Cement Matrix using Pine Needle Extract (솔잎추출물을 혼입한 시멘트 경화체의 항균류 저항 특성)

  • Kim, Ho-Jin;Jung, Hyeon-Eui;Lim, Dong-Hyun;Han, Song-Yi;Park, Sun-Gyu
    • Journal of the Korean Recycled Construction Resources Institute
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    • v.10 no.1
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    • pp.117-123
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    • 2022
  • Recently, due to COV ID-19, many people are spending most of their time indoors. So, there is a rising interest on the indoor air quality in the field of building construction. The main sources for the indoor air pollution are human indoors activity, building materials, living supplies and the polluted air from outdoor. The Korean government has designated 17 indoor air pollutants including fine dust, total airborne bacteria, fungi and carbon dioxide, etc.. Most people are always exposed to assorted bacteria and molds in our daily life, because indoor environment for human, moderate temperature are humidity, it is favourable to the growth of most of bacteria and fungi. Pine needles have an antibacterial effect against bacteria and fungi. In this study, the antibacterial activity against bacteria and fungi was tested by cement matrix using pine needle extract. As a result, the cement matrix using pine needle extract showed antibacterial activities against bacteria, but in the case of fungi, it did not show antifungal activity.

Evaluation of the Change in Adhesion Strength of GFRP and CFRP with Carbon Nanotube Contents in Epoxy Adhesive with Moisture Change during Curing (에폭시 접착제의 탄소나노튜브 함량과 경화시 습도 변화에 따른 GFRP 및 CFRP의 접착강도 변화 평가)

  • Park, Hee-Woong;Kim, Jong-Hyun;Park, Joung-Man
    • Journal of Adhesion and Interface
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    • v.23 no.1
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    • pp.1-7
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    • 2022
  • As the wind blades become larger, they tend to be made by mixing glass fiber and carbon fiber, and it is important to increase the properties of the adhesive which adheres the two materials. The physical properties of the adhesive vary depending on the content of the additive and curing conditions. In this study, the change in adhesion strength with the difference between the CNT (Carbon Nanotube) content of the epoxy adhesive and the humidity during curing was evaluated. GFRP and CFRP specimens were prepared and adhered using an epoxy adhesive, and to examine changes in characteristics with carbon nanotube contents and with the humidity during curing of the epoxy adhesive, adhesion strength was evaluated by dividing the difference between carbon nanotube content and humidity. To find out the change with the CNT contents, the intelaminar shear strength (ILSS) test was performed by dividing the contents of the CNT into 0, 0.1, 0.3, 0.5, and 1 wt%, and to confirm the change with the humidity conditions, the adhesive was cured by dividing the humidity by 20, 50, and 80%. From the result of the experiment, the adhesive force decreased when the content was excessively large, although the adhesive property was enhanced by adding CNT to the epoxy adhesive. In addition, it was confirmed that the adhesion characteristics were not changed as the humidity increased.