• Title/Summary/Keyword: Embedding Energy

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Implementation of Face Recognition Pipeline Model using Caffe (Caffe를 이용한 얼굴 인식 파이프라인 모델 구현)

  • Park, Jin-Hwan;Kim, Chang-Bok
    • Journal of Advanced Navigation Technology
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    • v.24 no.5
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    • pp.430-437
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    • 2020
  • The proposed model implements a model that improves the face prediction rate and recognition rate through learning with an artificial neural network using face detection, landmark and face recognition algorithms. After landmarking in the face images of a specific person, the proposed model use the previously learned Caffe model to extract face detection and embedding vector 128D. The learning is learned by building machine learning algorithms such as support vector machine (SVM) and deep neural network (DNN). Face recognition is tested with a face image different from the learned figure using the learned model. As a result of the experiment, the result of learning with DNN rather than SVM showed better prediction rate and recognition rate. However, when the hidden layer of DNN is increased, the prediction rate increases but the recognition rate decreases. This is judged as overfitting caused by a small number of objects to be recognized. As a result of learning by adding a clear face image to the proposed model, it is confirmed that the result of high prediction rate and recognition rate can be obtained. This research will be able to obtain better recognition and prediction rates through effective deep learning establishment by utilizing more face image data.

Hybrid Transparent Conductor by using Solution-Processed AgNWs for High-Performing Si Photodetectors

  • Kim, Hong-Sik;Kim, Joondong
    • Current Photovoltaic Research
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    • v.3 no.4
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    • pp.116-120
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    • 2015
  • A hybrid transparent conducting layer was applied for Si photodetector. To realize the hybrid transparent conducting layer, a 200 nm-thick ITO layer was deposited onto a Si substrate, following by a solution-processed AgNWs-coating on the ITO. The hybrid transparent conducting layer showed an excellent low electric resistance of $15.9{\Box}/{\Omega}$ with a high optical transparency of 86.89%. Due to these optical and electrical benefits, the hybrid transparent conductor-embedding Si diode provides an extremely high rectifying ratio of 3386. Under light-illumination, the hybrid transparent conductor device provides extremely high photoresponses for broad wavelengths. This implies that a functional design for hybrid transparent conductor is crucial for photoelectric devices and applications.

Numerical Study on Properties of Metals and Expansion of Metal Hydrides (금속의 특성 및 금속수소화물의 팽창에 관한 수치해석)

  • Jung, Y.G.;Park, K.S.
    • Transactions of the Korean hydrogen and new energy society
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    • v.15 no.4
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    • pp.257-265
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    • 2004
  • Numerical analysis, as EAM(Embedded Atom Method), in the atomic level is necessary to analyze the relation between the hydrogen and hydrogen absorption metals. EAM established on density functional theory was developed as a new means for calculating various properties and phenomena of realistic metal systems. In this study, we had constructed the EAM program from constitutive formulae and parameters of the hydrogen, nickel and palladium for the purpose of predicting the expansion behavior on hydrogen absorbing. In result, not only the ground state properties of metals but also lattice constants and the volume expansion ratio of metal hydrides show good agreement with Daw's data and experiment data.

A Simultaneous Improvement in $CO_2$ Flux and $CO_2/N_2$ Separation Factor of Sodium-type FAU Zeolite Membranes through 13X Zeolite Beads Embedding (13X 제올라이트 흡착제 충진에 의한 Na형 Faujasite 제올라이트 분리막의 $CO_2/N_2$ 선택도 및 $CO_2$ 투과도 동시 증가 현상)

  • Cho, Churl-Hee;Yeo, Jeong-Gu;Ahn, Young-Soo;Han, Moon-Hee;Moon, Jong-Ho;Lee, Chang-Ha
    • Membrane Journal
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    • v.17 no.3
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    • pp.269-275
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    • 2007
  • Sodium type faujasite(FAU) zeolite membranes with a thickness of 5${\mu}m$ and a Si/Al molar ratio of 1.5 were prepared by the secondary growth process. The $CO_2/N_2$ separation in the vacuum mode was investigated at $30^{\circ}C$ for an equimolar $CO_2-N_2$ mixed gas before and after embedding 13X zeolite beads in the permeate side. The embedded 13X zeolite beads improved both $CO_2$ permeance and $CO_2/N_2$ separation factor, simultaneously. The phenomenon was explained by an increment in the $CO_2$ desorption rate at the FAU zeolite/$\alpha-Al_2O_3$ phase boundary due to an enhanced $CO_2$ escaping through the pore channels of the $\alpha-Al_2O_3$ support layer. In the present paper, it will be emphasized that a hybridization of a membrane with an adsorbent can provide a key to break through the trade-off between permeance and separation factor, generally shown in a membrane separation.

Evaluation on Cooling Performance of Thermally Activated Building System by Insulation and Shading Conditions in Apartments (공동주택의 단열 및 차양에 따른 구체축열시스템 냉방성능 평가)

  • Yoo, Mi-Hye;Yeo, Myoung-Souk;Lee, Yu-Ji;Chung, Woong-June;Park, Sang-Hoon;Kim, Kwang-Woo
    • Journal of the Korean housing association
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    • v.23 no.2
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    • pp.107-114
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    • 2012
  • Thermally Activated Building System(TABS) is a radiant heating and cooling system which uses structures as thermal storage by embedding pipes in a concrete slab. Using TABS as the cooling system in residential buildings can reduce energy consumption and peak loads. But the ratio of cooling loads handled by TABS is low in the residential buildings which are significantly influenced by outside condition because condensation and over-cooling may occur. However, recent interest on energy-saving buildings is increasing and new residential buildings are expected to be less influenced by outside with high-insulation and shading. In such residential buildings, the heating and cooling loads and the range of load changes reduce. So the ratio of loads handled by TABS can increase. Therefore, this research investigates the cooling performance and energy performance of TABS in the residential buildings with less influence from outside using the simulation.

TREATING UNCERTAINTIES IN A NUCLEAR SEISMIC PROBABILISTIC RISK ASSESSMENT BY MEANS OF THE DEMPSTER-SHAFER THEORY OF EVIDENCE

  • Lo, Chung-Kung;Pedroni, N.;Zio, E.
    • Nuclear Engineering and Technology
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    • v.46 no.1
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    • pp.11-26
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    • 2014
  • The analyses carried out within the Seismic Probabilistic Risk Assessments (SPRAs) of Nuclear Power Plants (NPPs) are affected by significant aleatory and epistemic uncertainties. These uncertainties have to be represented and quantified coherently with the data, information and knowledge available, to provide reasonable assurance that related decisions can be taken robustly and with confidence. The amount of data, information and knowledge available for seismic risk assessment is typically limited, so that the analysis must strongly rely on expert judgments. In this paper, a Dempster-Shafer Theory (DST) framework for handling uncertainties in NPP SPRAs is proposed and applied to an example case study. The main contributions of this paper are two: (i) applying the complete DST framework to SPRA models, showing how to build the Dempster-Shafer structures of the uncertainty parameters based on industry generic data, and (ii) embedding Bayesian updating based on plant specific data into the framework. The results of the application to a case study show that the approach is feasible and effective in (i) describing and jointly propagating aleatory and epistemic uncertainties in SPRA models and (ii) providing 'conservative' bounds on the safety quantities of interest (i.e. Core Damage Frequency, CDF) that reflect the (limited) state of knowledge of the experts about the system of interest.

Viologen Based All-in-one Flexible Electrochromic Devices (바이올로진 기반의 일체형 유연 전기변색소자)

  • Park, Bo-Seong;Kim, Hyun-Jeong;Shin, Hyeonho;Park, Seongmin;Lee, Jaeun;Jeon, Sunggun;Nah, Yoon-Chae
    • Korean Journal of Materials Research
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    • v.31 no.3
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    • pp.132-138
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    • 2021
  • Electrochromic devices (ECDs) have been drawing great attention due to their high color contrast, low power consumption, and memory effect, and can be used in smart windows, automatic dimming mirrors, and information display devices. As with other electronic devices such as LEDs (light emitting diodes), solar cells, and transistors, the mechanical flexibility of ECDs is one of the most important issue for their potential applications. In this paper, we report on flexible ECDs (f-ECDs) fabricated using an all-in-one EC gel, which is a mixture of electrolyte and EC material. The f-ECDs are compared with rigid ECDs (r-ECDs) on ITO glass substrate in terms of color contrast, coloration efficiency, and switching speed. It is confirmed that the f-ECDs embedding all-in-one gel show strong blue absorption and have competitive EC performance. Repetitive bending tests show a degradation of electrochromic performance, which must be improved using an optimized device fabrication process.

Development of a Computation Program for Automatic Processing of Calibration Data of Radiation Instrument (방사선 측정기 교정 데이터의 자동처리를 위한 전산프로그램 개발)

  • Jang, Ji-Woon;Shin, Hee-Sung;Youn, Cheung;Lee, Yun-Hee;Kim, Ho-Dong;Jung, Ki-Jung
    • Journal of the Korean Society for Nondestructive Testing
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    • v.26 no.4
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    • pp.246-254
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    • 2006
  • A computation program has been developed for automatic data processing in the calibration process of gamma survey meter. The automatic processing program has been developed based on Visual Basic. The program has been coded according to steps of calibration procedure. The OLE(object linking an embedding) Excel automation method fur automatic data processing is used in this program, which is a kind of programming technique for the Excel control. The performance test on the basis of reference data has been carried out by using the developed program. In the results of performance test, the values of calibration factors and uncertainties by the developed program were equal to those obtained from the reference data. In addition, It was revealed that the efficiency and precision of working are significantly increased by using the developed program.

Hybrid Watermarking Technique using DWT Subband Structure and Spatial Edge Information (DWT 부대역구조와 공간 윤곽선정보를 이용한 하이브리드 워터마킹 기술)

  • 서영호;김동욱
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.29 no.5C
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    • pp.706-715
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    • 2004
  • In this paper, to decide the watermark embedding positions and embed the watermark we use the subband tee structure which is presented in the wavelet domain and the edge information in the spatial domain. The significant frequency region is estimated by the subband searching from the higher frequency subband to the lower frequency subband. LH1 subband which has the higher frequency in tree structure of the wavelet domain is divided into 4${\times}$4 submatrices, and the threshold which is used in the watermark embedding is obtained by the blockmatrix which is consists by the average of 4${\times}$4 submatrices. Also the watermark embedding position, Keymap is generated by the blockmatrix for the energy distribution in the frequency domain and the edge information in the spatial domain. The watermark is embedded into the wavelet coefficients using the Keymap and the random sequence generated by LFSR(Linear feedback shift register). Finally after the inverse wavelet transform the watermark embedded image is obtained. the proposed watermarking algorithm showed PSNR over 2㏈ and had the higher results from 2% to 8% in the comparison with the previous research for the attack such as the JPEG compression and the general image processing just like blurring, sharpening and gaussian noise.

IGCC용 반응소결용 SiC 고온 가스 필터 개발

  • Park, Sang-Hwan;Han, Jae-Ho;Gwon, Hyeok-Bo;Choe, Ju-Hong
    • 한국신재생에너지학회:학술대회논문집
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    • 2005.11a
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    • pp.446-461
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    • 2005
  • 본 연구에서는 반응소결 탄화규소 다공질 지지체 개발을 위하여 SiC/C로 이루어진 성형체를 사용한 Si melt infiltration 공정 및 SiC/C/Si으로 이루어진 성형체를 사용하는 Si embedding 공정 개발이 이루어졌다. 개발된 반응소결 탄화규소 다공질 지지체의 기공률은 38% 이상이었으며 평균기공은 130 ${\mu}m$ 크기이었다. Si melt infiltration 방법으로 제조된 반응소결 탄화규소 다공질 지지체의 파괴강도는 상용 반응소결 탄화규소 지지체의 파괴강도보다 최대 200% 이상 높게 나타났다. 본 연구에서는 용융 Si의 침윤공정을 이용하여 반응소결 탄화규소 여과층을 갖는 반응소결 탄화규소 필터 및 그 제조공정이 개발되었다. 개발된 반응소결 탄화규소 필터의 필터 특성은 상용 탄화규소 필터의 필터 특성과 대체적으로 대등한 것으로 조사되었다.

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