• 제목/요약/키워드: Multi-layer composite

검색결과 166건 처리시간 0.028초

심층 신경회로망 모델을 이용한 일별 주가 예측 (Daily Stock Price Forecasting Using Deep Neural Network Model)

  • 황희수
    • 한국융합학회논문지
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    • 제9권6호
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    • pp.39-44
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    • 2018
  • 심층 신경회로망은 적합한 수학적 모델에 대한 어떠한 가정 없이 데이터로부터 유용한 정보를 추출해서 예측에 필요한 입출력 관계를 정의할 수 있기 때문에 최근 시계열 예측 분야에서 주목 받고 있다. 본 논문에서는 주가의 일별 종가를 예측하기 위한 심층 신경회로망 모델을 제안한다. 제안된 심층 신경회로망은 예측 정밀도를 높이기 위해 단일 층의 오토인코더와 4층의 신경회로망이 결합된 구조를 갖는다. 오토인코더 층은 주가 예측에 필요한 최적의 입력 특징을 추출하고 4층의 신경회로망은 추출된 특징을 사용해 주가 예측에 필요한 동특성을 반영하여 주가를 출력한다. 제안된 심층 신경회로망의 학습은 층별로 단계적으로 이뤄지며 최종 단계에서 전체 심층 신경회로망에 대해 한 번 더 학습이 실행된다. 본 논문에 제안된 방법으로 KOrea composite Stock Price Index (KOSPI) 일별 종가를 예측하는 심층 신경회로망을 구현하고 기존 방법과 예측 정확도를 비교, 평가한다.

불소도포가 상아질 접착에 미치는 영향 (EFFECT OF FLUORIDE APPLICATION ON DENTIN BONDING)

  • 권형조;박진훈;조규증
    • Restorative Dentistry and Endodontics
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    • 제20권1호
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    • pp.113-128
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    • 1995
  • The purpose of this study was to investigate the effect of stannous fluoride on the dentin bonding with three kinds of commercially available dentin bonding systems containing different adhesive monomers. Dentin specimens with exposed labial dentin prepared from freshly extracted bovine mandibular anterior teeth were divided into experimental and control groups. The specimens of experimental groups were bonded with dentin bonding systems and composite resins including All bond 2 ㅡ& Bisfil, Scotchbond Multi-Purpose & Z100, and Denthesive II Charisma after 2 % stannous& fluorided application for S minutes and washing for 1 minute. The specimens of control groups were bonded with the same dentin bonding systems and composite resins as used in the experimental groups. After bonded specimens were stored in $37^{\circ}C$ distilled water for 24 hours, the tensile bond strength and cohesive failure rate were measured, and then the pretreated dentin surfaces and the fractured dentin surfaces were examined under scanning electron microscope. The results were as follows : Mean bond strength of stannous fluoride applied groups of All bond 2, Scotchbond MP, and Denthesive II were 2.5MPa, 1.1MPa, and 1.1MPa respectively, and those of control groups were 7.5MPa, 8.1MPa, and 4.6MPa. Bond strength values of stannous fluoride applied groups were significantly lower than those of the control groups(p<0.05). SEM findings of dentin surfaces after stannous fluoride application demonstrated an appearance of partially remained smear layer and smear plugs inspite of pretreatment with 10 % phosphoric aicd or maleic acid solution, and an appearance of smear layer covered surface under Denthesive II priming. But those of control groups commonly showed clean dentin surfaces without smear layer and smear plugs. On SEM observation of the fractured dentin-resin interface, while most of the specimens of stannous fluoride applied groups showed adhesive failure mode, those of All bond 2 and Scotchbond MP control groups showed mainly adhesive-cohesive mixed failure mode, and mainly adhesive failure mode in Denthesive II control group.

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자이오머와 컴포머의 치과용 접착제를 통한 불소 유리에 관한 연구 (Fluoride Release of Giomer and Compomer Through the Dental Adhesive Layer)

  • 황민선;박호원;이주현;서현우
    • 대한소아치과학회지
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    • 제44권2호
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    • pp.180-187
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    • 2017
  • 본 연구는 접착층을 통한 자이오머(Beautifil Injectable)와 컴포머($Dyract^{(R)}$ XP)의 불소 유리를 직접적으로 평가하고 비교하였다. 자이오머와 컴포머 그리고 불소를 함유하지 않은 복합레진의 원통형 시편을 각각 20개씩 제작하였다. 20개 중 10개의 시편은 접착제(Scotchbond Multi-Purpose)를 균일하게 도포하였다. 각 시편은 2 mL 탈이온수에 넣어 $37^{\circ}C$에서 보관하였으며 1, 3, 7, 14, 21, 28일째 유리된 불소를 측정하였다. 접착제를 적용한 추가적인 시편을 제작하여 주사전자현미경으로 접착제가 균일하게 도포되었는지 확인하였다. 자이오머와 컴포머에 접착제를 도포한 군은 3일째까지 불소가 검출되지 않았으나 7일째부터는 불소가 검출되었다. 접착제는 불소의 유리를 완전히 차단하지 못하였으며, 접착제를 투과하는 자이오머와 컴포머의 불소 유리량은 유의하게 감소하였다(p < 0.05). 불소의 유리량 감소는 컴포머보다 자이오머에서 더 현저했다.

스마트 스킨 샌드위치 시편의 압축거동 연구 (Compressive Behavior for Smart Skin of Sandwich Structure)

  • 김영성;김용범;박훈철;윤광준;이재화
    • 한국항공우주학회지
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    • 제30권8호
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    • pp.56-64
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    • 2002
  • 본 연구에서는 다중 적층 구조의 스마트 스킨에 대한 개념 설계, 제작을 하였으며, 압축 실험을 통해 스마트 스킨의 거동 특성을 확인하였다. 상용 유한요소 소프트웨어인 NASTRAN 을 이용한 선형 압축 해석을 통해 스마트 스킨의 층별 응력 분포를 예측하였으며, 최초 파괴층을 예측하였다. 압축 시험과 선형 비선형해석 결과를 비교하여 유한요소 모델의 신뢰도를 검증하였으며, 본 모델을 이용한 설계 인자 해석을 통해 스마트 스킨 설계 자료를 확보하였다. 하니컴 심재의 전단탄성계수가 굽힘 변형과 전단 변형이 동시에 발생하는 스마트 스킨의 좌굴 하중에 큰 영향을 미치는 것을 화인하였다.

인천지역 다층지반에 시공된 SCP의 침하거동 분석 (The Settlement Behavior Analysis of SCP of Multi-Layered Ground in Incheon)

  • 윤원섭;김종국;박상준;조철현;채영수
    • 한국지반공학회:학술대회논문집
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    • 한국지반공학회 2008년도 춘계 학술발표회 초청강연 및 논문집
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    • pp.1042-1050
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    • 2008
  • In this study, SCP method was used by purpose to improve loose sand and soft clay that is drilled Sand Compaction Pile in underground. Settlement behavior of field analyzed through SCP method. When sand Compaction Pile drilled in clay, forming composite ground that foundation and Sand Compaction Pile behavior. According to SCP method can expect bearing capacity improvement, Settlement reduction, lateral flow protection. SCP increase the consolidation settlement of ground and it reduce settlement for that purpose increase liquefaction resistance, lateral Resistance. Because SCP had been widely used for sand. Area of Inchon-A by sand compose clay and silt to upper Ground and compose soft clay to under ground. After pre-loading, it measured settlement by extensometer and settlement extensometer that purpose of ground improvement with 13% in replacement ratio. The result analyzed settlement behavior is similar to Multi-layered Ground that it happened to elastic settlement at upper ground and to consolidation settlement at under ground.

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다층 압전 필름의 전극 패턴 최적화를 통한 2차원 구조물에서의 모달 변환기 구현 (Design of Modal Transducer in 2D Structure Using Multi-Layered PVDF Films Based on Electrode Pattern Optimization)

  • 유정규;김지철;김승조
    • 소음진동
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    • 제8권4호
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    • pp.632-642
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    • 1998
  • A method based on finite element discretization is developed for optimizing the polarization profile of PVDF film to create the modal transducer for specific modes. Using this concept, one can design the modal transducer in two-dimensional structure having arbitrary geometry and boundary conditions. As a practical means for implementing this polarization profile without repoling the PVDF film the polarization profile is approximated by optimizing electrode patterns, lamination angles, and poling directions of the multi-layered PVDF transducer. This corresponds to the approximation of a continuous function using discrete values. The electrode pattern of each PVDF layer is optimized by deciding the electrode of each finite element to be used or not. Genetic algorithm, suitable for discrete problems, is used as an optimization scheme. For the optimization of each layers lamination angle, the continuous lamination angle is encoded into discrete value using binary 5 bit string. For the experimental demonstration, a modal sensor for first and second modes of cantilevered composite plate is designed using two layers of PVDF films. The actuator is designed based on the criterion of minimizing the system energy in the control modes under a given initial condition. Experimental results show that the signals from residual modes are successfully reduced using the optimized multi-layered PVDF sensor. Using discrete LQG control law, the modal peaks of first and second modes are reduced in the amount of 12 dB and 4 dB, resepctively.

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혼성층의 두께가 three-step과 self-etching 상아질 접착제의 미세인장결합강도에 미치는 효과 (THE EFFECT OF HYBRID LAYER THICKNESS ON MICROTENSILE BOND STRENGTH OF THREE-STEP AND SELF-ETCHING DENTIN ADHESIVE SYSTEMS)

  • 이혜정;박정길;허복
    • Restorative Dentistry and Endodontics
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    • 제28권6호
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    • pp.491-497
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    • 2003
  • The purpose of this study was to evaluate the correlation between hybrid layer thickness and bond strength using confocal laser scanning microscope and microtensile bond strength test of two adhesive systems. The dentin surface of human molars. sectioned to remove the enamel from the occlusal surface. Either Scotchbond Multi-Purpose(3M Dental Product, St. Paul, MN, U.S.A) or Clearfil SE Bond (Kuraray, Osaka, Japan) was bonded to the surface. and covered with resin-composite. The resin-bonded teeth were serially sliced perpendicular to the adhesive interface to measure the hybrid layer thickness by confocal laser scanning microscope. The specimen were trimmed to give a bonded cross-sectional surface area of $1\textrm{mm}^2$, then the micro-tensile bone test was performed at a cross head speed of 1.0 mm/min. All fractured surfaces were also observed by stereomicroscope. There was no significant differences in bond strengths the materials(p>0.05). However. the hybrid layers of three-step dentin adhesive system, SM, had significantly thicker than self-etching adhesive system. CS(p<0.05). Pearson's correlation coefficient showed no correlation between hybrid layer thickness and bond strengths(p>0.05). Bond strengths of dentin adhesive systems were not dependent on the thickness of hybrid layer.

직접메탄올 연료전지용 다층스택의 성능특성 (Performance of multi-cell stack for direct methanol fuel cells)

  • 이창형;정두환;김창수;신동열
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1999년도 하계학술대회 논문집 D
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    • pp.1870-1872
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    • 1999
  • Performance of 20-cell stack for direct methanol fuel cell (DMFC) was tested at constant temperature. Electrode evaluation used to the stack was tested by the performance of a single cell. A new composite electrode prepared from active carbon cloth and high porous active carbon was developed for hydrophilic layer of the cell. Characteristics of a single cell using the composite electrode showed the current density of $500mA/cm^2$ at the cell voltage of 0.4V at $120^{\circ}C$. For the operating of 20 days. the cell voltage at constant cell current densty of $100mA/cm^2$ was slightly reduced from 0.62V to 0.53V with the cell voltage decay rate of 14.5%. Power of 20-cell stack at 5.3V, $100^{\circ}C$ was about 180W.

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Control of IPMC-based Artificial Muscle for Myoelectric Hand Prosthesis

  • Lee Myoung-Joon;Jung Sung-Hee;Moon Inhyuk;Lee Sukmin;Mun Mu-Seong
    • 대한의용생체공학회:의공학회지
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    • 제26권5호
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    • pp.257-264
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    • 2005
  • This paper proposes an ionic polymer metal composite (IPMC) based artificial muscle to be applicable to the Myoelectric hand prosthesis. The IPMC consists of a thin polymer membrane with metal electrodes plated chemically on both faces, and it is widely applying to the artificial muscle because it is driven by relatively low input voltage. The control commands for the IPMC-based artificial muscle is given by electromyographic (EMG) signals obtained from human forearm. By an intended contraction of the human flexor carpi ulnaris and extensor carpi ulnaris muscles, we investigated the actuation behavior of the IPMC-based artificial muscle. To obtain higher actuation force of the IPMC, the single layered as thick as $800[{\mu}m]$ or multi-layered IPMC of which each layer can be as thick as $178[{\mu}m]$ are prepared. As a result, the bending force was up to the maximum 12[gf] from 1[gf] by actuating the single layered IPMC with $178[{\mu}m]$, but the bending displacement was reduced to 6[mm] from 30[mm]. The experimental results using an implemented IPMC control system show a possibility and a usability of the bio-mimetic artificial muscle.

P2P 환경에서 복합 스트림 서비스를 위한 효율적인 오버레이 멀티캐스트 스케줄링 (An Efficient Overlay Multicast Scheduling for Composite Stream in P2P Environment)

  • 김종경;최성욱
    • 한국컴퓨터정보학회논문지
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    • 제13권6호
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    • pp.233-241
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    • 2008
  • 최근 IP 멀티캐스팅 대신에 각광을 받고 있는 오버레이 멀티캐스팅은 다수의 사용자를 위하여 서버의 자원과 네트워크의 대역폭을 효율적으로 활용할 수 있는 스케줄링 기법이 필요하다. 따라서 본 논문에서는 효율적인 멀티미디어 서비스를 위하여 오버레이 멀티캐스팅 환경에서의 복합스트림 토폴로지 정책을 제안한다. 본 논문의 성능 평가를 위하여 본 논문과 유사성을 가진 Overcast[5]와 비교하여 멀티캐스트에 참여한 노드들의 RTT(Round Trip Time) 수치, 트리 구축시간에 따른 대역폭 소모량 측정, 그리고 수행시간에 따른 MOR 영향 실험을 하였다. 그 결과 약 $8{\sim}20%$의 성능의 향상을 보여 주었다.

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