• Title/Summary/Keyword: 하이브리드 법

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Improving the Training Performance of Neural Networks by using Hybrid Algorithm (하이브리드 알고리즘을 이용한 신경망의 학습성능 개선)

  • Kim, Weon-Ook;Cho, Yong-Hyun;Kim, Young-Il;Kang, In-Ku
    • The Transactions of the Korea Information Processing Society
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    • v.4 no.11
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    • pp.2769-2779
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    • 1997
  • This Paper Proposes an efficient method for improving the training performance of the neural networks using a hybrid of conjugate gradient backpropagation algorithm and dynamic tunneling backpropagation algorithm The conjugate gradient backpropagation algorithm, which is the fast gradient algorithm, is applied for high speed optimization. The dynamic tunneling backpropagation algorithm, which is the deterministic method with tunneling phenomenon, is applied for global optimization. Conversing to the local minima by using the conjugate gradient backpropagation algorithm, the new initial point for escaping the local minima is estimated by dynamic tunneling backpropagation algorithm. The proposed method has been applied to the parity check and the pattern classification. The simulation results show that the performance of proposed method is superior to those of gradient descent backpropagtion algorithm and a hybrid of gradient descent and dynamic tunneling backpropagation algorithm, and the new algorithm converges more often to the global minima than gradient descent backpropagation algorithm.

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Study of Spectral Doppler Waveform Interpretation and Nomenclature in Peripheral Artery (말초 동맥 분광 도플러 파형 해석 및 명명법에 대한 고찰)

  • Ji, Myeong-Hoon;Seoung, Youl-Hun
    • Journal of the Korean Society of Radiology
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    • v.16 no.5
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    • pp.649-660
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    • 2022
  • In 1959, Satomura used spectral Doppler ultrasound to express the velocity of red blood cells according to time change, and Kato defined a zero-base line that could tell the direction of blood flow, making it possible to know the direction of blood flow. This became the basis for the widely used classifications of Triphasic, Biphasic, and Monophasic. However, the above classification has limitations that confuse users with the meaning and timing of use in a clinical environment. As a result, the American Society for Vascular Medicine (SVM) and the Society for Vascular Ultrasound (SVU) A consensus document on Doppler waveform analysis was declared by the joint committee. This study tried to review this consensus and to suggest nomenclature and modifiers that can be used in the domestic vascular ultrasound clinical field. The joint committee formed by SVM and SVU recommended that the use of the triphasic waveform and the biphasic waveform be used as a multiphasic waveform rather than being used due to the ambiguity of interpretation. In addition, it was agreed to name the hybrid-type waveform, which is a monophasic and high-resistance waveform, which has always been a problem of interpretation in a clinical environment, as an intermediate resistive waveform. In addition, in order to increase the communication efficiency between the interpreter and the sonographer, waveform analysis was classified into a main descriptor and a modifier, and it was recommended to use a single nomenclature by unifying various synonyms. It is expected that this literature review will provide accurate arterial spectral Doppler waveform interpretation and an agreed-upon nomenclature to radiologists performing vascular ultrasound examination in clinical practice, and will be utilized as basic data that can contribute to the improvement of public health.

Fabrication of Reaction Squeeze Cast (${Al_2}{O_3}$+Si)/Mg Hybrid Metal Matrix Composites (반응용탕단조법에 의한 (${Al_2}{O_3}$+Si)/Mg 하이브리드 금속복합재료의 제조)

  • 전상혁;오동현;박익민;조경목;최일동
    • Proceedings of the Korean Society For Composite Materials Conference
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    • 2000.04a
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    • pp.109-115
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    • 2000
  • In the present study, (10%$Al_2O_3$+5%Si)/AZ91 Mg hybrid composite was fabricated using the squeeze casting method. During squeeze casting, molten Mg was infiltrated into the preform of 10%$Al_2O_3$+5%Si and reaction product of $Mg_2Si$ intermetallic compound was formed by the reaction between molten Mg and Si powder. Microstructure has been observed and mechanical properties were evaluated for the reaction squeeze cast (RSC) hybrid composite. It was found that Si powder totally reacted with molten Mg to form $Mg_2Si$. Reinforcement ($Al_2O_3$) and the reaction product ($Mg_2Si$) are fairly uniformly distributed in Mg matrix for the squeeze cast hybrid composite. Mechanical properties were improved with hybridization of reinforcements, namely higher hardness and enhanced wear resistance comparing squeeze cast (15%$Al_2O_3$)/AZ91 Mg composite.

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A Study on Stability Analysis of Large Underground Limestone Openings considering Excavation Damaged Zone (굴착손상영역을 고려한 대형 석회석 갱내채광장의 안정성 분석 연구)

  • Kwon, Min-Hyuk;Choi, Sung-Oong;Kim, Chang-Oh
    • Tunnel and Underground Space
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    • v.26 no.2
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    • pp.131-142
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    • 2016
  • Investigation for rock joints, inspection for rock core, and laboratory tests for rock specimens, in this study, have been performed for identification of the extent and properties of Excavation Damaged Zone in a underground limestone mine, which plans to enlarge the size of openings to improve the production rate. Properties of EDZ and surrounding rock masses have been used numerically for discontinuum analysis, and it is concluded that the effect of EDZ can be increased with increasing the opening size and a blasting pattern of high precision can be suggested for the counterplan.

Hybrid Constrained Extrapolation Experimental Design (하이브리드형 제약 외삽실험 계획법)

  • Kim, Young-Il;Jang, Dae-Heung
    • Communications for Statistical Applications and Methods
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    • v.19 no.1
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    • pp.65-75
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    • 2012
  • In setting an experimental design for the prediction outside the experimental region (extrapolation design), it is natural for the experimenter to be very careful about the validity of the model for the design because the experimenter is not certain whether the model can be extended beyond the design region or not. In this paper, a hybrid constrained type approach was adopted in dealing model uncertainty as well as the prediction error using the three basic principles available in literature, maxi-min, constrained, and compound design. Furthermore, the effect of the distance of the extrapolation design point from the design region is investigated. A search algorithm was used because the classical exchange algorithm was found to be complex due to the characteristic of the problem.

Optimal Mix Proportion of Steel Fiber and Hybrid Fiber Reinforced Concrete Using Harmony Search (화음탐색법을 이용한 강섬유 및 하이브리드 섬유보강 콘크리트의 최적배합 설계)

  • Lee, Chi-Hoon;Lee, Joo-Ha;Yoon, Young-Soo
    • Proceedings of the Korea Concrete Institute Conference
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    • 2004.05a
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    • pp.280-283
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    • 2004
  • Today, the guide line of the SFRC mix design and the construction was not embodied, and the convenience of the practical application on the spot is not good. In this research, hence, the program which is optimized to result the mix proportion by the flexural strength and toughness, was developed to apply with ease SFRC on the practical spot. This program would minimize the number of trial mixes and achieve an economical and appropriate mixture. In addition, the theoretical background on which the program is based, will be the basis of the embodied method to mixing SFRC. New algorithm, in this research, was used to develop the mix proportioning program of SFRC. The new algorithm is the Harmony Search which is the heuristic method mimicking the improvisation of music players. And, beside to single fiber reinforced concrete, it was developed the program about the hybrid fiber reinforced concrete that two kinds of steel fibers, which have the different geometry, was reinforced. This will be able to keep the world trend to study, hence, offers the basis of the next generation research.

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Stress Analysis of Hybrid Implant Using Finite Element Method (유한요소법을 이용한 하이브리드형 임플란트의 응력해석)

  • Kwon, Young-Doo;Jang, Suck-Ho;Park, Sang-Hyun;Lee, Sang-Won
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.32 no.3
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    • pp.290-296
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    • 2008
  • After scientific verification of the osteointegration of dental implants, the overall efficiency of dental implants has been generally accepted. Thus, implants now play a major role in the clinical treatment of an edentulous mandible, and in the prosthetic maintenance equipment for partial edentulous mandible patients. Yet, for the successful long-term maintenance of implants, careful consideration of the bio-mechanics is needed to ensure that the maximum stress in the mandible as a result of chewing is maintained under a critical value. Accordingly, this study focuses on reducing the maximum stresses in an implanted mandible, especially in the cortical bone. Thus, the stresses in the implant and mandible are analyzed using finite element packages, including I-DEAS and NISA II/DISPLAY III, using a local zooming technique for a concentrated stress analysis. In addition, the von-Mises stress and principal stress in the mandible are both checked to determine the best combination.

The study of $Pt-TiO_{2}$ nanostructure electrode with UV for methanol oxidation (($Pt-TiO_{2}$ 나노구조에서의 UV에 의한 메탄올 산화반응연구)

  • Han, Sang-Beom;Song, You-Jung;Lee, Jong-Min;Park, Kyung-Won
    • 한국신재생에너지학회:학술대회논문집
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    • 2007.06a
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    • pp.220-223
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    • 2007
  • 이 논문은 DMFC와 태양전지의 하이브리드형 연료전지에 적합한 $TiO_{2}$구조에 대한 연구로서, DMFC에 사용되는 귀금속 Pt의 사용량을 줄이기 위해 Pt를 $TiO_{2}$광촉매 지지체에 함침 시켜 UV가 조사될 때 Pt의 활성을 극대화시키기 위한 연구이다. $TiO_{2}$는 Rutile결정 구조를 이루었으며, 반응 시간에 따라 나노막대 모양을 형성하였다. $NaBH_{4}$ 환원법을 통해 Pt를 함침 시켜 전극을 제조하였다. 이 전극들은 UV가 입사되지 않을 때보다 UV가 입사될 때 메탄올 산화성능이 주목할 만큼 향상되었다. 특히 긴 막대모양의 $TiO_{2}$에 백금이 잘 분산된 촉매의 메탄올 산화반응 성능이 크게 향상되었다. 이러한 $Pt/TiO_{2}$의 주목할 만한 성능 향상은 UV가 조사될 때 빛에 의해 생성된 $TiO_{2}$의 hole들에 의해 메탄올 산화반응이 향상된 것으로 사료된다.

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Component Sizing for Development of Novel PHEV System (신 개념 PHEV 시스템 개발을 위한 동력원 용량 설계)

  • Lee, Heeyun;Kang, Changbeom;Kim, Jinseong;Cha, Suk Won;Park, Yeong-il
    • Transactions of the Korean Society of Automotive Engineers
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    • v.24 no.3
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    • pp.330-337
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    • 2016
  • In this paper, component sizing and analysis of the novel plug-in hybrid electric vehicle powertrain configuration is conducted. Newly proposed powertrain configuration in prior study has an internal combustion engine and two electric motors. To optimize component size of the vehicle system and reduction gear ratio, component sizing methodology is proposed and conducted. Required power for vehicle's dynamic performance is calculated to decide minimum power requirement of powertrain component combination. Component size of engine and electric motor are optimized using vehicle simulation to maximize fuel economy performance. Optimized powertrain configuration and vehicle simulation results present validation of newly proposed vehicle system.

Study on the Characteristic due to the Various Polarity based on the Carbon Contents in Organic Thin Film (유기물 박막에서 탄소 함량에 따라서 달라지는 분극의 변화에 따른 특성 변화에 대한 연구)

  • Oh, Teresa
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.14 no.9
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    • pp.2065-2070
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    • 2010
  • The diluted PMMA treated $SiO_2$ films as an passivation materials for semiconductor devices was researched by using the FTIR spectra. The diluted PMMA solution with various ratios changed the surface of $SiO_2$ film as the hydrophilic, hydrophobic or hybrid type properties. The sample 7 with little carbon content showed dramatically the chemical variation by the FTIR spectra analysis. Beacuse the little carbon with electrons decreased the polarity and surface energy on the $SiO_2$ film, and then became a stable bonding structure and decreased the leakage current. The FTIR spectra can define the detail variation due to the chemical reaction on the organic thin film, and help to research the characteristic of the organic materials.