• 제목/요약/키워드: R&D input

검색결과 747건 처리시간 0.023초

Strength and toughness prediction of slurry infiltrated fibrous concrete using multilinear regression

  • Shelorkar, Ajay P.;Jadhao, Pradip D.
    • Advances in concrete construction
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    • 제13권 2호
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    • pp.123-132
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    • 2022
  • This paper aims to adapt Multilinear regression (MLR) to predict the strength and toughness of SIFCON containing various pozzolanic materials. Slurry Infiltrated Fibrous Concrete (SIFCON) is one of the most common terms used in concrete manufacturing, known for its benefits such as high ductility, toughness and high ultimate strength. Assessment of compressive strength (CS.), flexural strength (F.S.), splitting tensile strength (STS), dynamic elasticity modulus (DME) and impact energy (I.E.) using the experimental approach is too costly. It is time-consuming, and a slight error can lead to a repeat of the test and, to solve this, alternative methods are used to predict the strength and toughness properties of SIFCON. In the present study, the experimentally investigated SIFCON data about various mix proportions are used to predict the strength and toughness properties using regression analysis-multilinear regression (MLR) models. The input parameters used in regression models are cement, fibre, fly ash, Metakaolin, fine aggregate, blast furnace slag, bottom ash, water-cement ratio, and the strength and toughness properties of SIFCON at 28 days is the output parameter. The models are developed and validated using data obtained from the experimental investigation. The investigations were done on 36 SIFCON mixes, and specimens were cast and tested after 28 days of curing. The MLR model yields correlation between predicted and actual values of the compressive strength (C.S.), flexural strength, splitting tensile strength, dynamic modulus of elasticity and impact energy. R-squared values for the relationship between observed and predicted compressive strength are 0.9548, flexural strength 0.9058, split tensile strength 0.9047, dynamic modulus of elasticity 0.8611 for impact energy 0.8366. This examination shows that the MLR model can predict the strength and toughness properties of SIFCON.

레이다 신호처리 보드의 EMC 대책 설계 (Design of EMC countermeasures for radar signal processing board)

  • 김홍락;이만희;김윤진;박성호
    • 한국인터넷방송통신학회논문지
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    • 제23권5호
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    • pp.41-46
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    • 2023
  • 레이다 시스템에서 최대 탐지거리를 충족하는 것은 매우 중요하다. 최대 탐지거리를 충족하기 위해서는 레이다 시스템의 수신신호에 대한 민감도가 높아야 한다. 또한 레이다 신호처리기에서 동적 영역이 넓어야 한다. 이러한 요구사항을 충족하기 위해서는 신호처리기 보드가 외부 및 내부 노이즈에 강인하게 설계되어야 한다. 특히 보드 내부에서 여러 스위칭 회로로 인하여 발생되는 잡음이 수신되는 레이다 신호에 영향을 최소화 하기 위한 설계가 필요하다. 본 논문에서는 레이다 시스템 성능을 충족하기 위하여 신호처리기 보드의 요구사항을 도출하고 도출된 요구사항을 충족하기 위한 설계에 대하여 기술한다. 또한 외부에서 입력되어 들어오거나 내부에서 생성되는 노이즈의 영향을 최소화 하기 위한 EMC 설계에 대하여 기술한다. 제작된 보드의 시험을 통하여 확보된 성능을 확인한다.

W대역 자율주행 레이다용 MIMO 안테나 설계 및 빔 패턴 검증 방법 (MIMO Antenna Design and Beam Pattern Verification for W-band Autonomous Driving Radar)

  • 이창현;최준혁;이미림;박신명;백승열
    • 한국인터넷방송통신학회논문지
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    • 제23권5호
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    • pp.123-129
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    • 2023
  • MIMO 안테나는 오래 전부터 다양한 연구가 활발하게 수행되어온 분야로 그 설계 개념이 보편적으로 잘 알려져 있다. 하지만 최근 주목받고 있는 자율주행 레이더용 MIMO 안테나는 기존의 일반적인 MIMO 안테나들과 다르게 밀리미터파 대역인 W대역을 사용할 뿐만 아니라 자율주행 레이다의 성능을 만족하기 위한 새로운 설계 조건들을 충족시켜야 한다. 따라서 자율주행 레이다용 MIMO 안테나의 설계와 빔 패턴 검증은 기존과 다른 새로운 접근을 필요로 한다. 본 논문에서는 W대역 자율주행 레이다의 설계 조건들을 만족하는 MIMO 안테나를 설계하며, 그 설계 과정을 소개하고, 자율주행 레이다에 결합된 W대역 MIMO 안테나의 빔 패턴 검증 방법을 제안한다.

IPMN-LEARN: A linear support vector machine learning model for predicting low-grade intraductal papillary mucinous neoplasms

  • Yasmin Genevieve Hernandez-Barco;Dania Daye;Carlos F. Fernandez-del Castillo;Regina F. Parker;Brenna W. Casey;Andrew L. Warshaw;Cristina R. Ferrone;Keith D. Lillemoe;Motaz Qadan
    • 한국간담췌외과학회지
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    • 제27권2호
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    • pp.195-200
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    • 2023
  • Backgrounds/Aims: We aimed to build a machine learning tool to help predict low-grade intraductal papillary mucinous neoplasms (IPMNs) in order to avoid unnecessary surgical resection. IPMNs are precursors to pancreatic cancer. Surgical resection remains the only recognized treatment for IPMNs yet carries some risks of morbidity and potential mortality. Existing clinical guidelines are imperfect in distinguishing low-risk cysts from high-risk cysts that warrant resection. Methods: We built a linear support vector machine (SVM) learning model using a prospectively maintained surgical database of patients with resected IPMNs. Input variables included 18 demographic, clinical, and imaging characteristics. The outcome variable was the presence of low-grade or high-grade IPMN based on post-operative pathology results. Data were divided into a training/validation set and a testing set at a ratio of 4:1. Receiver operating characteristics analysis was used to assess classification performance. Results: A total of 575 patients with resected IPMNs were identified. Of them, 53.4% had low-grade disease on final pathology. After classifier training and testing, a linear SVM-based model (IPMN-LEARN) was applied on the validation set. It achieved an accuracy of 77.4%, with a positive predictive value of 83%, a specificity of 72%, and a sensitivity of 83% in predicting low-grade disease in patients with IPMN. The model predicted low-grade lesions with an area under the curve of 0.82. Conclusions: A linear SVM learning model can identify low-grade IPMNs with good sensitivity and specificity. It may be used as a complement to existing guidelines to identify patients who could avoid unnecessary surgical resection.

항공무장 안정성 향상을 위한 날개 전개 구동기의 작동로직 설계 (Deployment Actuator Logic Design for Enhancing Aircraft Armament Stability)

  • 전선재;이기두;이진우;안효득;송원종;이진혁
    • 한국군사과학기술학회지
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    • 제27권2호
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    • pp.277-284
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    • 2024
  • For the high reliability of guidance weapon, it is important to maintain the stable supply voltage for guidance system while the bomb is gliding. However, the DC motor drive for guidance control in the low temperature can lead to the critical voltage drop due to a large inrush current. In this paper, we propose the wing deployment logic design to enhance the guidance system stability. To derive the stable drive logic based on PWM, we controlled the duty cycles for input voltage of DC motor in low temperature. The initial duty cycle was set to 40 % to relieve the inrush current. Moreover, the proper time, which is less than 1 second for controlling duty cycles, was determined by the iterative wing deployments of guidance kit. Finally, the validity of proposed logic was confirmed from the result the maximum voltage drop for the wing deployment was decreased by 23 %.

사업포트폴리오의 기술시너지효과 :50대 재벌의 패널자료분석 (Technological Synergy Effect of Business Portfolio : Panel Data Analysis on 50 Largest Chaebols in Korea)

  • 김태유;박경민
    • 기술경영경제학회:학술대회논문집
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    • 기술경영경제학회 1996년도 제10회 동계학술발표회 논문집
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    • pp.265-295
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    • 1996
  • This paper investigates empirically the relationship between various business portfolio properties (particularly technological properties) and chaebol′s performance using data on the 50 largest chaebols in Korea. In addition to the traditional indexes to measure diversification such as entropy index we calculated inter-industry technological similarity using R&D expenditure data by industry and 1990 Input-output Table in Korea, and obtained chaebol-level technological relatedness and internal transaction proportion from chaebols′business profile, inter-industry technological similarity and 1990 input-output table. We applied factor analysis on 13 business portfolio property indexes and showed that they could be grouped into 3 dimensions, diversification scope, inter-business relatedness and degree of vertical integration. In this paper, using 50 largest chaebols′financial data (1989-1994), we analyzed empirically the effect of business portfolio properties on ROS (Return On Sales) which is conventional index for firm performance and on TFP(Total Factor Productivity) growth which is a pure measure of firm performance. To utilize the advantage of panel data, FEM(Fixed Effect Model) and REM(Random Effect Model) were used. The empirical result shows that the entropy index as a measurement of inter-business relatedness is not significant but technological relatedness index is significant. OLS estimates on pooled data were considerably different from FEM or REM estimates on panel data. By introducing interaction effect among the three variables for business portfolio properties, we obtained three findings. First, only VI (Vertical integration) has a significant positive correlation with ROS. Second, when using TFP growth as an dependent variable, both TR(Technological Relatedness) and f[ are significant and positively related to the deepened variable. Third, the interaction term between TR and VI is significant and negatively affects TFP growth, meaning that TR and VI are substitutes. These results suggest strategic directions on restructuring business portfolio. As VI is increased, chaebols will get more profit. A higher level of either TR or W will increase TFP growth rate. but increase in both TR and VI will have a negative effect on TFP growth. To summarize, certain business portfolio properties such as VI and TR can be considered "resources" themselves since they can affect profit rate and productivity growth. VI and TR have a synergy effect of change in profit rate and productivity growth. VI increases ROS and productivity growth, while TR increases productivity growth representing a technological synergy effect.

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저속 센서리스 제어의 역기전력 추정 성능 향상을 위한 모터 파라미터 추정과 전압 오차의 개선 (Identification of Motor Parameters and Improvement of Voltage Error for Improvement of Back-emf Estimation in Sensorless Control of Low Speed Operation)

  • 김경훈;윤철;조내수;장민호;권우현
    • 전기학회논문지
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    • 제67권5호
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    • pp.635-643
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    • 2018
  • This paper propose a method to identify the motor parameters and improve input voltage error which affect the low speed position error of the back-emf(back electromotive force) based sensorless algorithm and to secure the operation reliability and stability even in the case where the load fluctuation is severe and the start and low speed operation frequently occurs. In the model-based observer used in this paper, stator resistance, inductance, and input voltage are particularly influential factors on low speed performance. Stator resistance can cause resistance value fluctuation which may occur in mass production process, and fluctuation of resistance value due to heat generated during operation. The inductance is influenced by the fluctuation due to the manufacturing dispersion and at a low speed where the change of the current is severe. In order to find stator resistance and inductance which have different initial values and fluctuate during operation and have a large influence on sensorless performance at low speed, they are commonly measured through 2-point calculation method by 2-step align current injection. The effect of voltage error is minimized by offsetting the voltage error. In addition, when the command voltage is used, it is difficult to estimate the back-emf due to the relatively large distortion voltage due to the dead time and the voltage drop of the power device. In this paper, we propose a simple circuit and method to detect the voltage by measuring the PWM(Pulse Width Modulation) pulse width and compensate the voltage drop of the power device with the table, thereby minimizing the position error due to the exact estimation of the back-emf at low speed. The suitability of the proposed algorithm is verified through experiment.

FEAS 프로그램 개발을 통한 방사성폐기물 처분장 종합 성능 평가(TSPA) 투명성 증진에 관한 연구 (Building Transparency on the Total System Performance Assessment of Radioactive Repository through the Development of the FEAS Program)

  • 서은진;황용수;강철형
    • 터널과지하공간
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    • 제13권4호
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    • pp.270-278
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    • 2003
  • 고준위 방사성폐기물 처분 연구 사업이 대중의 동의를 얻기 위해서는 처분 사업의 안전성에 대한 신뢰성 획득이 중요하다. 이를 위해서 투명하게 공개될 수 있는 종합성능평가(TSPA, Total System Performance Assessment)의 수행이 필요하다. 종합성능평가 수행에서 무엇을 평가할 것인가, 어떻게 평가할 것인가 그리고 각 이해 당사자들이 쉽게 이해할 수 있는 용어로 평가 결과들을 어떻게 전달할 것인가등과 같은 의견전달논의의 시발점이 된 것이 FEP(Features, Events, and Processes)시나리오 관련 연구라고 할 수 있는데 지금까지는 평가 영역 외부의 이해 당사자들이 평가 관련 상세 정보를 접하는 것이 쉽지 않은 일이었기 때문에 대부분의 경우 일방향(One-way communication) 의견 전달에 한정되어 왔다. 그러나 인터넷의 출현으로 성능 평가 등에도 쌍방향(Two-way communication) 의견 전달의 가능성이 높아지게 되었다. 본 연구에서는 FEP으로부터 AM(Assessment Methods Flow chart)까지의 형성 전 과정을 체계적으로 연결하여 웹 상에 나타내는 방법을 개발했다. 평가 관련 모든 요소들은 웹 기반 프로그램인 FEAS(FEp to Assessment through Scenario development) 내에서 시스템적 구성을 이루게 된다. 2003년부터 시작되는 연구에서는 FEAS 프로그램과 현재 개발 중에 있는 웹 기반의 품질보증(QA, Quality Assurance) 및 성능 평가(PA, Performance Assessment) 입력 자료 시스템을 하나의 시스템으로 통합하는 연구를 수행함으로써 든 이해 당사자들이 "처분장에서 생태계에 이르는 핵종들의 이동 경로에 대한 시나리오는 어떠한 것이며, 그 관계 결과들과 연구에 이용되는 실제 데이터들은 어떤 것인지"에 대해 쉽게 이해할 수 있도록 할 것이다.

개선된 보조전원장치에 의한 고조파 저감대책 (Harmonic Reduction Scheme By the Advanced Auxiliary Voltage Supply)

  • 윤두오;윤경국;김성환
    • 해양환경안전학회지
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    • 제21권6호
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    • pp.759-769
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    • 2015
  • 본 논문에서는 12펄스 정류기의 커패시터 중앙 DC버스에 개선된 보조전원장치를 설치하는 방법을 제안하였다. 11차 및 13차 고조파가 감소하는 이론적인 배경을 다루었으며 부하전류의 크기, 전원전압의 위상 및 크기, 커패시터 전압에 따라 개선된 보조전원의 파형 및 크기가 어떻게 제어되어야 하는지를 제시하였다. 기존의 구형파 보조전원장치를 적용한 경우는 전 영역에서 고조파 왜형률이 6~60[%]로 큰 편차를 보이지만 본 눈문에서 제안하는 개선된 보조전원장치를 적용한 경우 저 부하에서 고 부하에 이르는 전 영역에서 57~71[%] 라는 안정되고 뛰어난 고조파 왜형율 저감 효과를 보인다. 특히 10[%] 부하상태에서 기존방식은 고조파 왜형율 저감 효과가 6[%]로 효과가 거의 없지만 제안된 방식은 71[%]라는 놀라운 저감성능을 보여주고 있다. 소프트웨어 PSIM을 활용하여 컴퓨터 시뮬레이션을 통해 제안된 방식의 유효성을 입증하였다.

Electrical Properties of BaTiO3-based 0603/0.1µF/0.3mm Ceramics Decoupling Capacitor for Embedding in the PCB of 10G RF Transceiver Module

  • Park, Hwa-sun;Na, Youngil;Choi, Ho Joon;Suh, Su-jeong;Baek, Dong-Hyun;Yoon, Jung-Rag
    • Journal of Electrical Engineering and Technology
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    • 제13권4호
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    • pp.1638-1643
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    • 2018
  • Multi-layer ceramic capacitors as decoupling capacitor were fabricated by dielectric composition with a high dielectric constant. The fabricated decoupling capacitors were embedded in the PCB of the 10G RF transceiver module and evaluated for the characteristics of electrical noise by the level of AC input voltage. In order to further improve the electrical properties of the $BaTiO_3$ based composite, glass frit, MgO, $Y_2O_3$, $Mn_3O$, $V_2O_5$, $BaCO_3$, $SiO_2$, and $Al_2O_3$ were used as additives. The electrical properties of the composites were determined by various amounts of additives and optimum sintering temperature. As a result of the optimized composite, it was possible to obtain a density of $5.77g/cm^3$, a dielectric constant of 1994, and an insulation resistance of $2.91{\times}10^{12}{\Omega}$ at an additive content of 5wt% and a sintering temperature of $1250^{\circ}C$. After forming a $2.5{\mu}m$ green sheet using the doctor blade method, a total of 77 layers were laminated and sintered at $1180^{\circ}C$. A decoupling capacitor with a size of $0.6mm(W){\times}0.3mm(L){\times}0.3mm(T)$ (width, length and thickness, respectively) and a capacitance of 100 nF was embedded using a PCB process for the 10G RF Transceiver modules. In the range of AC input voltage 400mmV @ 500kHz to 2200mV @ 900kHz, the embedded 10G RF Transceiver modules evaluated that it has better electrical performance than the non-embedded modules.