• 제목/요약/키워드: Combined Loss

검색결과 849건 처리시간 0.027초

결합된 파라메트릭 활성함수를 이용한 합성곱 신경망의 성능 향상 (Performance Improvement Method of Convolutional Neural Network Using Combined Parametric Activation Functions)

  • 고영민;이붕항;고선우
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제11권9호
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    • pp.371-380
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    • 2022
  • 합성곱 신경망은 이미지와 같은 격자 형태로 배열된 데이터를 다루는데 널리 사용되고 있는 신경망이다. 일반적인 합성곱 신경망은 합성곱층과 완전연결층으로 구성되며 각 층은 비선형활성함수를 포함하고 있다. 본 논문은 합성곱 신경망의 성능을 향상시키기 위해 결합된 파라메트릭 활성함수를 제안한다. 결합된 파라메트릭 활성함수는 활성함수의 크기와 위치를 변환시키는 파라미터를 적용한 파라메트릭 활성함수들을 여러 번 더하여 만들어진다. 여러 개의 크기, 위치를 변환하는 파라미터에 따라 다양한 비선형간격을 만들 수 있으며, 파라미터는 주어진 입력데이터에 의해 계산된 손실함수를 최소화하는 방향으로 학습할 수 있다. 결합된 파라메트릭 활성함수를 사용한 합성곱 신경망의 성능을 MNIST, Fashion MNIST, CIFAR10 그리고 CIFAR100 분류문제에 대해 실험한 결과, 다른 활성함수들보다 우수한 성능을 가짐을 확인하였다.

와류발생기의 충돌각과 루버각의 상호작용에 의한 열전달촉진 (Heat Transfer Enhancement by the Combined Effect of Louver Angle and Angle of Attack of Vertex Generator)

  • 박병규;정재동;이준식
    • 설비공학논문집
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    • 제14권6호
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    • pp.477-484
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    • 2002
  • A numerical investigation of the performance of the plate heat exchanger with rectangular winglet is conducted to examine the combined effect of vortex generator and louver fins. Velocity and temperature fields and spanwise averaged Nu and friction factor are presented. Enhancement of heat transfer and flow loss penalty is evident. A Parametric study of three factors (Re, angle of attack and louver angle) with levels of 5 (Re= 300, 500, 700, 900, 1100), 4($\alpha=15^{\circ}, 30^{\circ}, 45^{\circ}, 90^{\circ},$), and 4($\beta=0^{\circ}, 15^{\circ}, 30^{\circ}, 45^{\circ}$), respectively, indicates the performance defined by the ratio of heat transfer enhancement to flow loss penalty shows monotonic behavior for each parameter alone but the interactions between parameters is found to be considerable effect on the performance of heat exchanger and should be considered in design. The effect of stamping is also examined.

A 90°-Bent Spur-Line Combined CRLH ZOR Bandpass Filter for the Channel of the UWB Communication System

  • Lee, Changhyeong;Kahng, Sungtek
    • Journal of Electrical Engineering and Technology
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    • 제13권2호
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    • pp.928-935
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    • 2018
  • In this paper, a compact fully printable bandpass filter is suggested for a low-frequency channel 3.2 GHz ~ 3.7 GHz in the Ultra-Wideband (UWB) communication system. It is featured with a small geometry of $0.5{\lambda}_g/15$ and a low insertion loss despite using FR4 as a cheap substrate of a high dielectric loss. This is made possible by generating zeroth-order-resonance (ZOR) from one cell comprising two series resonances obviously separated from one shunt resonance as a third-order bandpass filter. Especially, the series resonance elements are combined with spur-lines bent by 90 degrees, which makes the port-impedance matched well and eliminates spurious hikes in the stopband, while the overall size remains almost unchanged. The design is carried out by setting up the equivalent circuit and the circuit simulation is checked by the full-wave EM analysis. The structure is manufactured and measured to show that the circuit modeling and EM simulation results agree with the measured data.

Hearing Rehabilitation with Combined Electroacoustic Stimulation and Ossiculoplasty

  • Lee, Jeon Mi;Na, Gina;Choi, Jae Young
    • 대한청각학회지
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    • 제25권2호
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    • pp.110-114
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    • 2021
  • We report a case of hearing rehabilitation following combined cochlear implantation and ossiculoplasty. A 71-year-old patient visited the clinic for right-sided mixed hearing loss. We targeted neural and conductive components, performing two different operations simultaneously. At two months post-operative, the patient showed satisfactory results with respect to hearing threshold and speech comprehension. Our experience suggests that careful evaluation of patients and consideration of the diverse array of available treatment strategies can be used to provide personalized rehabilitation with maximal effectiveness. To the best of our knowledge, this is the first report to take such an integrated approach to treat hearing impairment and is thus likely to have clinical importance for otologists.

Hearing Rehabilitation with Combined Electroacoustic Stimulation and Ossiculoplasty

  • Lee, Jeon Mi;Na, Gina;Choi, Jae Young
    • Journal of Audiology & Otology
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    • 제25권2호
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    • pp.110-114
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    • 2021
  • We report a case of hearing rehabilitation following combined cochlear implantation and ossiculoplasty. A 71-year-old patient visited the clinic for right-sided mixed hearing loss. We targeted neural and conductive components, performing two different operations simultaneously. At two months post-operative, the patient showed satisfactory results with respect to hearing threshold and speech comprehension. Our experience suggests that careful evaluation of patients and consideration of the diverse array of available treatment strategies can be used to provide personalized rehabilitation with maximal effectiveness. To the best of our knowledge, this is the first report to take such an integrated approach to treat hearing impairment and is thus likely to have clinical importance for otologists.

Experimental study on long-term behavior of prestressed steel I-beam-concrete composite beams

  • Sung, Deokyong;Hong, Seongwon
    • Steel and Composite Structures
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    • 제42권5호
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    • pp.671-683
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    • 2022
  • To investigate and predict the long-term time-dependent behavior, such as creep, shrinkage, and relaxation of PS strands, and prestress loss in prestressed steel-concrete composite beams, named Precom, full-scale tests were conducted and the collected data were compared with those obtained from the two proposed analytical models. The combined effective modulus method (EMM)-empirical model proposed with a flowchart considered the creep effect to determine the prestress loss. Conversely, the age-adjusted effective modulus method (AEMM) with CEB-FIP equation was developed to account for the concrete aging. The results indicated that the AEMM with CEB-FIP model predicts the long-term behavior of Precom effectively.

차상통합신호시스템에서 k out of n 시스템 적용에 대한 신뢰도 및 손실비용 분석에 관한 연구 (A Study on the Analysis of Reliability and Loss Cost by Appling k out of n System in Combined On-board Signaling System)

  • 김민규;차기호;김민석;이종우
    • 한국철도학회논문집
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    • 제15권1호
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    • pp.42-47
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    • 2012
  • 열차제어시스템에는 자동열차제어, 자동열차방호, 자동열차정지, 자동열차운행 시스템 등이 있다. 다양한 열차제어시스템은 노선에 따라 다르게 설치되어 있으므로 열차노선에 맞는 차상신호시스템이 설치되어야 한다. 이로 인해 열차의 운행 유연성은 떨어진다. 즉, 다른 열차제어시스템을 사용하는 노선에 열차를 운행할 경우에는 차상신호시스템을 다시 설치해야 하는 문제가 있다. 이 문제를 해결하기 위해 최근에 차상통합신호시스템을 개발하는 연구가 진행 중에 있다. 차상통합신호시스템은 자동열차제어, 자동열차방호, 자동열차정지장치로 구성되어 있다. 열차제어시스템은 안전성이 필수적인 시스템으로써 차상통합신호시스템을 k out of n시스템으로 설계할 필요가 있다. 본 논문에서는 차상통합신호시스템에서 k out of n시스템을 적용하였을 경우, 각 장치별 고장률을 이용하여 신뢰도 및 손실비용을 분석하여 전체 출력 수에 대한 이상적인 시스템 수를 제시하였다.

감자 슬라이스의 냉장 중 품질변화에 대한 침지용액과 예열처리의 영향 (Effecs of Dipping and Preheating Treatments on Quality of Potato Slices during Cold Storage)

  • 정현미;이귀주
    • 동아시아식생활학회지
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    • 제6권3호
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    • pp.325-333
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    • 1996
  • Potato slices were dipped in calcium choreide ar chitosan solutions or and preheated in each of these solutions. In order to prevent the quality deterioration while they were refrigerated for 4 weeks at 5$^{\circ}C$ Changes in degree of browning and other quality factors were determined while they were refrigerated for 4 weeks at 5$^{\circ}C$ During refrigeration, L values were decreased and optical density (A420) were increased. But L values were increased and A420 were decreased by dipping or preheating. The contents of vitamin C were decreased. however, the loss of vitmin C were the lowest in calcium chloride treaed potato slices(CaPS). And there were no combined effects of dipping and preheating during refrigeration. However, protein content of CaPS increased but that of other treated potato slices were decreased compared to that of control. With respect to changes in other physicochemical qualit, pH increased in chitosan treated potato slices(ChPS) and loss of weight was the lowest in combined with preheating. From these results, it was considered that the shelf-life of potato slices could be increased by dipping or-and preheating.

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실리카 충진된 실리콘 고무의 유전 특성에 관한 연구 (A Study on the Dielectric Properties of Silicone Rubber Filled with Silica)

  • 이성일
    • 한국전기전자재료학회논문지
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    • 제26권11호
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    • pp.810-815
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    • 2013
  • In this study, the capacitance and dielectric loss tangent of the silicone rubber which is combined with filler (30 phr~50 phr) have been measured on the range of 100 Hz~100 kHz and $30{\sim}170^{\circ}C$. It was found that when the frequency is 0.1 kHz~100 kHz and the silicone rubber is combined with 30 phr to 50 phr of filler, the capacitance of silicone rubber has increased by about 28.6 pF to 33 pF in 30 phr of filler, about 20 pF to 46.1 pF in 40 phr of filler and about 36.4 pF to 44 pF in 50 phr of filler. It seems that the volume of dielectric loss has gradually increased due to the temperature rise and the rotating of dipole in electric field through the electric dipole generated by the Si-O group which is induced by adding of filler, or the carbonyl group which is caused by oxidation. It seems that the dielectric dispersion in 0.1 kHz is caused by molecular motion of Siloxane group in main chain, and the dielectric dispersion in 10 kHz is caused by molecular motion of Methyl group in side chain.

Influence of mineral by-products on compressive strength and microstructure of concrete at high temperature

  • Sahani, Ashok Kr.;Samanta, Amiya K.;Roy, Dilip K. Singha
    • Advances in concrete construction
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    • 제7권4호
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    • pp.263-275
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    • 2019
  • In the present work, Granulated Blast Furnace Slag (GBFS) and Fly ash (FA) were used as partial replacement of Natural Sand (NS) and Ordinary Portland Cement (OPC) by weight. One control mix, one with GBFS, three with FA and three with GBFS-FA combined mixes were prepared. Replacements were 50% GBFS with NS and 20%, 30% and 40% FA with OPC. Preliminary investigation on development of compressive strength was carried out at 7, 28 and 90 days to ensure sustainability of waste materials in concrete matrix at room temperature. After 90days, thermo-mechanical study was performed on the specimen for a temperature regime of $200^{\circ}-1000^{\circ}C$ followed by furnace cooling. Weight loss, visual inspection along with colour change, residual compressive strength and microstructure analysis were performed to investigate the effect of replacement of GBFS and FA. Although adding waste mineral by-products enhanced the weight loss, their pozzolanicity and formation history at high temperature played a significant role in retaining higher residual compressive strength even up to $800^{\circ}C$. On detail microstructural study, it has been found that addition of FA and GBFS in concrete mix improved the density of concrete by development of extra calcium silicate gel before fire and restricts the development of micro-cracks at high temperature as well. In general, the authors are in favour of combined replacement mix in view of high volume mineral by-products utilization as fire protection.