• 제목/요약/키워드: Macro-micro model

검색결과 167건 처리시간 0.026초

합성곱 순환 신경망 구조를 이용한 지진 이벤트 분류 기법 (Earthquake events classification using convolutional recurrent neural network)

  • 구본화;김관태;장수;고한석
    • 한국음향학회지
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    • 제39권6호
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    • pp.592-599
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    • 2020
  • 본 논문은 다양한 지진 이벤트 분류를 위해 지진 데이터의 정적인 특성과 동적인 특성을 동시에 반영할 수 있는 합성곱 순환 신경망(Convolutional Recurrent Neural Net, CRNN) 구조를 제안한다. 중규모 지진뿐만 아니라 미소 지진, 인공 지진을 포함한 지진 이벤트 분류 문제를 해결하려면 효과적인 특징 추출 및 분류 방법이 필요하다. 본 논문에서는 먼저 주의 기반 합성곱 레이어를 통해 지진 데이터의 정적 특성을 추출 하게 된다. 추출된 특징은 다중 입력 단일 출력 장단기메모리(Long Short-Term Memory, LSTM) 네트워크 구조에 순차적으로 입력되어 다양한 지진 이벤트 분류를 위한 동적 특성을 추출하게 되며 완전 연결 레이어와 소프트맥스 함수를 통해 지진 이벤트 분류를 수행한다. 국내외 지진을 이용한 모의 실험 결과 제안된 모델은 다양한 지진 이벤트 분류에 효과적인 모습을 보여 주었다.

하이브리드 섬유보강 시멘트 페이스트의 보강효율에 대한 특성화 (Characterization of Reinforcing Efficiency in Hybrid Fiber Reinforced Cementitous pastes)

  • 박대효;노명현;박춘근
    • 한국콘크리트학회:학술대회논문집
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    • 한국콘크리트학회 2004년도 춘계 학술발표회 제16권1호
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    • pp.644-647
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    • 2004
  • Modulus of rupture (MOR) and flexural toughness in hybrid fiber reinforced cement pastes mixed with micro-fiber (carbon fiber) and macro-fiber (steel fiber) and replaced with silica fume according to the fixed ratio were researched. Reinforcing efficiency in specimens were estimated by two factors, such as strengthening factor $(F_s)$ and toughening factor $(F_t)$, which were calculated from the analysis of variance (ANOVA) of the response values, such as MOR and absorbtion energy $(W_0)$. According to the experimental design by the fractional orthogonal array, nine hybrid fibrous reinforced paste series and one non-reinforced control paste were manufactured. Specimens of each series were tested by the INSTRON Inc. 8502(model) equipment in three-points bending and then measured the load-deflection response relationships. Considerable strengthening of cement pastes resulted in' the case of other factors without carbon fiber and toughening of cement pastes about all factors showed high. Based on the significance of factors related to response values from ANOVA, following assessments were available; $F_s$ or MOR: silica fume $\gg$ steel fiber $\gg$ carbon fiber; $F_t\;or\;W_0$: steel fiber > carbon fiber > silica fume. Optimized composition condition was estimated by steel fiber of $1.5\%$, carbon fiber of $0.5\%$ and silica fume $7.5\%$ in side of strengthening and steel fiber of $1.5\%$, carbon fiber of $0.75\%$ and silica fume $7.5\%$ in side of toughening.

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국내 재벌 계열사들의 최적 현금유동성 수준에 대한 실증적 분석 (Searching for an Optimal Level of Cash Holdings for Korean Chaebols)

  • 김한준
    • 한국산학기술학회논문지
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    • 제16권10호
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    • pp.7118-7125
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    • 2015
  • 본 논문에서는 현재 국내외적으로 재무분야에서 중요 이슈가 되고 있는 주제들 중, 대기업의 현금유동성 적정수준에 대한 존재 여부와 이와 관련한 상대적으로 과도한 현금유보 기업들의 재무적 특성들을 실증적인 방법을 통하여 검정, 분석하였다. 2가지의 관련 가설들이 설정되었으며, 전자는 다항함수모형과 잔차변수모형를 이용한 현금유동성의 존재 여부를 추정하는 것이고, 후자의 검정에서는 로짓회기모형을 활용한, 현금유보비율 기준 상대적으로 높은 기업과 낮은 기업들 간의 통계적 유의성이 있는 차별적 재무변수들을 분석하였다. 표본기업들로서는 국내 재벌 계열사들이며, 표본기간은 2009년부터 2013년 (5년간)으로 설정되었다. 학문적 그리고 실무적인 측면에서 본 연구가 기여할 수 있다고 판단되는 시사점으로는 기존의 현금유동성 관련 선행연구들에서 판명된 재무적 유의변수를 사용하여, 상충이론에 의거한 국내 재벌기업들의 최적의 현금유동성 수준의 존재를 검정하였다는 점이며, 이를 통하여 주주들의 목표인 기업가치의 극대화에 최종적으로 기여할 수 있다는 점이라 판단된다.

스웨덴의 영유아 영양권장량 및 유아교육기관을 위한 급식지침 (Recommended Dietary Allowances for Young Children and Food Guideline for Preschool Children in Sweden)

  • 박은숙;이영환;이진숙
    • 대한지역사회영양학회지
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    • 제9권6호
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    • pp.742-752
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    • 2004
  • The purpose of this study is to offer information related to recommended dietary allowances for young children and food guidelines for preschool children in Sweden. Sweden, located in Europe, is the most developed country for young child care system. Swedish nutrition policy background, Swedish recommended dietary allowances for young children, and food guidelines of early childhood education center in Sweden were used. The number of Swedish child care centers increased from 70,000 in 1970 to 700,000 in 2000. The Swedish Institute of Public Health promoted children's indoor and outdoor activity. The aim of the Swedish public health contains children's safety, good food habits, and eating food safely. Swedish Food Administration made recommended dietary allowance and food guidelines for children care centers. The aim of food guidelines was to increase energy, calcium, iron, and dietary fiber intake. Swedish RDA contains minimum and maximum intake as well as mean intake for macro and micro nutrients. The fat intake ratio of energy is increased for younger children. For preschool children, the food guideline is determined by dietary allowances for breakfast, lunch, and snack respectively. Food guideline contains meal time schedule, menu for each meal using food model, amount of food for age group, and recommended dietary allowance for each meal. It is recommended for Korean early childhood education center: 1) Korean RDA for young children should be made range of intake, minimum and maximum intake. 2) Food guideline should be make for Korean child care center. 3) Korean child care centers should offer an afternoon snack twice for children who return home late. 4) Nutrition education program for preschool teachers should be developed for children's good eating habits and health promotion.

Analysis of the load distribution and contact safety factor of PTO gears of a 71 kW class agricultural tractor

  • Baek, Seung-Min;Kim, Wan-Soo;Kim, Yeon-Soo;Lee, Nam-Gyu;Kim, Nam-Hyeok;Kim, Yong-Joo
    • 농업과학연구
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    • 제47권2호
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    • pp.327-335
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    • 2020
  • The purpose of this study was to analyze the load distribution and contact safety factor for the power take off (PTO) gear of a 71 kW class agricultural tractor. In this study, a simulation model of the PTO gear-train was developed using Romax DESGINER. The face load factor and contact safety factor were calculated using ISO 6336:2006. The simulation time was set at 2,736 hours considering the lifetime of the tractor, and the simulation was performed for each PTO gear stage at the engine rated power conditions. As a result of the simulation, the face load factors for the driving gear at the PTO 1st, 2nd and 3rd stages were 1.644, 1.632, and 1.341, respectively. The contact safety factors for the driving gear at the PTO 1st, 2nd and 3rd stages were 1.185, 1.216, and 1.458, respectively. As the PTO gear stage was increased, the face load factor decreased, and the contact safety factor increased. The load distributions for all the PTO gears were concentrated to the right of the tooth width. This causes stress concentrations and shortens the lifespan of the gears. Therefore, it is necessary to improve the face load factor and the contact safety factor with macro-geometry and micro-geometry.

European Integration Processes for the Development of Future Foreign Language Specialists in the Information Society

  • Lazarenko, Natalia;Zadorozhna, Olga;Prybora, Tetiana;Shevchuk, Аndrii;Sulym, Volodymyr;Rudnytska, Nataliya
    • International Journal of Computer Science & Network Security
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    • 제21권12spc호
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    • pp.427-436
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    • 2021
  • The article reveals and theoretically substantiates the trends of foreign language teachers' professional training in universities of Ukraine in terms of European integration, which are systematized in three areas: macro-level (system of education), meso-level (universities) and micro-level (subjects of educational process). The article aims to substantiate the trends of foreign language teacher training in the context of European integration and the main directions of creative use of constructive ideas of European experience in the innovative development of education. The article lights up the system for improving foreign language teacher training in universities, which is based on updated goals, content and approaches to the implementation of basic concepts, principles and features of teacher training in European experience, enable us to improve the quality of teacher training, its competitiveness in the European labor market. In the article developed the conceptual model of strategic development of the university in the conditions of European integration. It is emphasized that information technologies provide great opportunities for the development of professional skills and intellectual potential of future professionals. At present, the computerization of the educational process in higher education institutions is considered as one of the first and most promising areas for improving the quality of education. The article offered directions of internationalization of educational activity of university in the conditions of European integration. Diagnostic tools for the development of the university in terms of integration into the European educational space, individual rating and ranking of structural units of the university have been developed; main directions of activity of the laboratory of the skill of the teacher of higher school and methodical recommendations on the creation and the organization of work of scientific laboratories.

Computational optimized finite element modelling of mechanical interaction of concrete with fiber reinforced polymer

  • Arani, Khosro Shahpoori;Zandi, Yousef;Pham, Binh Thai;Mu'azu, M.A.;Katebi, Javad;Mohammadhassani, Mohammad;Khalafi, Seyedamirhesam;Mohamad, Edy Tonnizam;Wakil, Karzan;Khorami, Majid
    • Computers and Concrete
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    • 제23권1호
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    • pp.61-68
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    • 2019
  • This paper presents a computational rational model to predict the ultimate and optimized load capacity of reinforced concrete (RC) beams strengthened by a combination of longitudinal and transverse fiber reinforced polymer (FRP) composite plates/sheets (flexure and shear strengthening system). Several experimental and analytical studies on the confinement effect and failure mechanisms of fiber reinforced polymer (FRP) wrapped columns have been conducted over recent years. Although typical axial members are large-scale square/rectangular reinforced concrete (RC) columns in practice, the majority of such studies have concentrated on the behavior of small-scale circular concrete specimens. A high performance concrete, known as polymer concrete, made up of natural aggregates and an orthophthalic polyester binder, reinforced with non-metallic bars (glass reinforced polymer) has been studied. The material is described at micro and macro level, presenting the key physical and mechanical properties using different experimental techniques. Furthermore, a full description of non-metallic bars is presented to evaluate its structural expectancies, embedded in the polymer concrete matrix. In this paper, the mechanism of mechanical interaction of smooth and lugged FRP rods with concrete is presented. A general modeling and application of various elements are demonstrated. The contact parameters are defined and the procedures of calculation and evaluation of contact parameters are introduced. The method of calibration of the calculated parameters is presented. Finally, the numerical results are obtained for different bond parameters which show a good agreement with experimental results reported in literature.

Traffic Flow Sensing Using Wireless Signals

  • Duan, Xuting;Jiang, Hang;Tian, Daxin;Zhou, Jianshan;Zhou, Gang;E, Wenjuan;Sun, Yafu;Xia, Shudong
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권10호
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    • pp.3858-3874
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    • 2021
  • As an essential part of the urban transportation system, precise perception of the traffic flow parameters at the traffic signal intersection ensures traffic safety and fully improves the intersection's capacity. Traditional detection methods of road traffic flow parameter can be divided into the micro and the macro. The microscopic detection methods include geomagnetic induction coil technology, aerial detection technology based on the unmanned aerial vehicles (UAV) and camera video detection technology based on the fixed scene. The macroscopic detection methods include floating car data analysis technology. All the above methods have their advantages and disadvantages. Recently, indoor location methods based on wireless signals have attracted wide attention due to their applicability and low cost. This paper extends the wireless signal indoor location method to the outdoor intersection scene for traffic flow parameter estimation. In this paper, the detection scene is constructed at the intersection based on the received signal strength indication (RSSI) ranging technology extracted from the wireless signal. We extracted the RSSI data from the wireless signals sent to the road side unit (RSU) by the vehicle nodes, calibrated the RSSI ranging model, and finally obtained the traffic flow parameters of the intersection entrance road. We measured the average speed of traffic flow through multiple simulation experiments, the trajectory of traffic flow, and the spatiotemporal map at a single intersection inlet. Finally, we obtained the queue length of the inlet lane at the intersection. The simulation results of the experiment show that the RSSI ranging positioning method based on wireless signals can accurately estimate the traffic flow parameters at the intersection, which also provides a foundation for accurately estimating the traffic flow state in the future era of the Internet of Vehicles.

Convolutional neural network of age-related trends digital radiographs of medial clavicle in a Thai population: a preliminary study

  • Phisamon Kengkard;Jirachaya Choovuthayakorn;Chollada Mahakkanukrauh;Nadee Chitapanarux;Pittayarat Intasuwan;Yanumart Malatong;Apichat Sinthubua;Patison Palee;Sakarat Na Lampang;Pasuk Mahakkanukrauh
    • Anatomy and Cell Biology
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    • 제56권1호
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    • pp.86-93
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    • 2023
  • Age at death estimation has always been a crucial yet challenging part of identification process in forensic field. The use of human skeletons have long been explored using the principle of macro and micro-architecture change in correlation with increasing age. The clavicle is recommended as the best candidate for accurate age estimation because of its accessibility, time to maturation and minimal effect from weight. Our study applies pre-trained convolutional neural network in order to achieve the most accurate and cost effective age estimation model using clavicular bone. The total of 988 clavicles of Thai population with known age and sex were radiographed using Kodak 9000 Extra-oral Imaging System. The radiographs then went through preprocessing protocol which include region of interest selection and quality assessment. Additional samples were generated using generative adversarial network. The total clavicular images used in this study were 3,999 which were then separated into training and test set, and the test set were subsequently categorized into 7 age groups. GoogLeNet was modified at two layers and fine tuned the parameters. The highest validation accuracy was 89.02% but the test set achieved only 30% accuracy. Our results show that the use of medial clavicular radiographs has a potential in the field of age at death estimation, thus, further study is recommended.

에트링가이트-석탄 복합계 팽장재의 수화반응 모델에 관한 연구 (A Study on the Hydration Reaction Model of Expansive Additive of Ettringite-Gypsum Type)

  • 박선규;야구귀문;김무한
    • 콘크리트학회논문집
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    • 제17권4호
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    • pp.581-586
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    • 2005
  • 고성능 콘크리트는 단위 시멘트량이 많기 때문에 초기재령에 있어서 시멘트의 급속한 수화반응으로 인해 시멘트 경화체는 자기수축이 발생하게 된다. 이러한 자기수축 변형이 발생한 부재가 외부 또는 내부 구속 상태에 있을 경우에는 수축균열이 발생하게 되며, 이러한 초기재령에 발생한 수축균열은 콘크리트 구조물의 미관 및 내구성 저하를 초래하기 때문에 이를 억제하는 것은 매우 중요하다. 한편, 이러한 고성능 콘크리트의 자기수축을 저감시키는 방법으로서 팽창재의 혼입에 의한 수축보상이 있는데 자기수축 저감에 유효한 것으로 알려져 있다. 그러나 지금까지의 팽창재에 의한 고성능 콘크리트의 자기수축에 관한 연구는 실험에 근거한 연구로서 정량적인 연구가 아닌 정성적인 연구가 대부분 이었다. 이러한 팽창재에 의한 고성능 콘크리트의 자기수축 저감량을 정량적으로 평가하기 위해서는 팽창재의 수화반응 모델부터 시작하여 팽창재에 의한 시멘트 경화체의 팽창 모델을 구축할 필요가 있다. 따라서, 본 연구에서는 초기 재령의 자기수축 저감을 목적으로 초기재령에서 빠른 팽창력을 발휘하도록 재료 설계된 에트링가이트-석회 복합계를 대상으로하여, 팽창재의 입도분포 및 수화의 진행에 따른 인접겔과의 접촉을 고려한 팽창재의 수화반응모델을 제안하였다. 또한, 제안된 팽창재의 수화반응모델을 실험적으로 모델의 타당성에 대해서 검토한 결과, 본 연구에서 제안한 팽창재의 수화반응 모델은 실험치를 양호하게 평가할 수 있을 것으로 판단된다.