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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.

Analysis on Effective Range of Temperature Observation Network for Evaluating Urban Thermal Environment (도시 열환경 평가를 위한 기온관측망 영향범위 분석)

  • Kim, Hyomin;Park, Chan;Jung, Seunghyun
    • KIEAE Journal
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    • v.16 no.6
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    • pp.69-75
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    • 2016
  • Climate change has resulted in the urban heat island (UHI) effect throughout the globe, contributing to heat-related illness and fatalities. In order to reduce such damage, it is necessary to improve the climate observation network for precise observation of the urban thermal environment and quick UHI forecasting system. Purpose: This study analyzed the effective range of the climate observation network and the distribution of the existing Automatic Weather Stations (AWS) in Seoul to propose optimal locations for additional installment of AWS. Method: First, we performed quality analysis to pinpoint missing values and outliers within the high-density temperature data measured. With the result from the analysis, a spatial autocorrelation structure in the temperature data was tested to draw the effective range and correlation distance for each major time period. Result: As a result, it turned out that the optimal effective range for the climate observation network in Seoul in July was a radius of 2.8 kilometers. Based on this result, population density, and temperature data, we selected the locations for additional installment of AWS. This study is expected to be used to generate urban temperature maps, select and move measurement locations since it is able to suggest valid, specific spatial ranges when the data measured in point is converted into surface data.

Effect of different abutment height and convergence taper on the retention of crowns cemented onto implant-supported prostheses (시멘트 유지형 임플란트 지대주의 높이와 축면경사도가 보철물의 유지력에 미치는 영향)

  • Byun, Tae-Hee;Kim, Bu-Sob;Chung, In-Sung
    • Journal of Technologic Dentistry
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    • v.30 no.1
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    • pp.57-63
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    • 2008
  • The purpose of this study was to ascertain the effect of different abutment height and different taper of abutment on retention force of cemented implant-supported prostheses. Test specimens consisted of different abutment height group(3mm, 4mm, 5mm, 6mm, 7mm) and different taper(degrees) abutment group($4^{\circ},\;5^{\circ},\;6^{\circ},\;7^{\circ},\;8^{\circ}$). The surfaces of abutments and crowns were manufactured and finished by automatic lathe(CNC). Luting cement(Tokuso Ionomer) was prepared according to the manufacturer's instruction. And the cylinders were sealed onto the abutments and loaded in compression at 5kg for 10minutes. Excess cement was removed from the abutment-cylinder junction and the specimens were stored at room temparature for 24 hours. Specimens were tested in tension using a universal testing machine. Within the limits of this study, the following conclusions were drawn: 1. The increase in abutment height result in improvement in retention strength(P<0.05). 2. The increase in taper of abutment result in decrease in retention strength(P<0.05). 3. The decrease in abutment height result in decrease in retention strength, besides has a significantly lower retention strength at 3mm abutment height. 4. The increase in taper of abutment result in decrease in retention strength, besides has a significantly lower retention strength at $7^{\circ}$ abutment.

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Roughness Measurement of Hole Processing Surface for Mold Steel Using White Light Interferometer (백색광간섭계를 이용한 금형용 강재 구멍가공면의 조도 측정)

  • Lee, Seung-Chul;Kim, Kyeong-Suk
    • Journal of the Korean Society for Nondestructive Testing
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    • v.33 no.1
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    • pp.73-79
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    • 2013
  • In this study, NIMAX material has been processed using the three-dimensional measuring instrument and white light interferometer. they were tested to roundness and surface roughness and results are as follows: As for a cutting characteristic, it indicated that F4 showed a lower result than 2F showed due to the high hardness of the material and showed a good result when spindle rotation speed and tool feed were low. As for the measurement of roundness through 3-Dimensional measuring machine, it indicated that 4F showed a good result like the condition of cutting component and that roundness showed a good result when spindle rotation speed of 1,700 rpm and tool feed speed of 85 mm/min were applied. As for the surface roughness of processing surface, Surface roughness showed better 4F than 2F and conditions of spindle rotation speed 1,700 rpm, tool feed rate 55 mm/min showed good results in the Ra $0.4025{\mu}m$.

A pH Measurement Study on Commercial Alcoholic Drinks (시판주류의 pH 측정 연구)

  • Shim, Jae-Sun;Song, Ae-Hee
    • Journal of dental hygiene science
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    • v.12 no.6
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    • pp.696-701
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    • 2012
  • The purpose of this study was to determine pH value of some alcoholic drinks sold in Korea and to provide the basic information which can cause dental erosion. Alcoholic drinks commercially sold were purchased from various big markets in Korea. The sorts of drinks tested in this study consisted of 5 brands of beers, 24 brands of makgeollis, 9 brands of wines and 12 brands of sojus. The test groups were selected randomly and the pH of each beverage was determined using a pH meter he each pH was measured. For statistical data, Mann-Whitney test was used to analyze difference for red wine and white wine and Kruskal-Wallis test was used to compare the pH of each test group. The result of this study was as followings: the mean pH of 5 brands of beers was 4.21, that of 24 brands of makgeollis 3.88, of 9 brands of wines 3.34 and of 12 brans of sojus 7.86. Each test group was significantly different (p<0.05). Except for soju groups, the test groups had a low pH value which can cause dental erosion. In terms of comparing between pH value of red wine and white wine, the result of this study represented that the mean pH of red wine was 3.45 and that of white wine was 3.21. This result showed the pH of two kinds of wine had a low pH which can lead to dental erosion and the difference of two wine were significantly different (p<0.05). As a result, some drinks sold in Korea have a high erosive potential on teeth since they have a comparatively low pH expect soju. Hence, when we consume some kinds of alcoholic drinks, we make sure to remember that the alcoholics which had a low pH, can have an effect on dental erosion that mean we should avoid to drink some alcoholic drinks with low pH for long time.

Acceleration Amplification Analysis according to Changes in Laminar Shear Box Boundary Conditions (연성토조의 경계조건 변화에 따른 가속도 증폭 분석)

  • Jeong, Sugeun;Jin, Yong;Park, Kyungho;Kim, Daehyeon
    • The Journal of Engineering Geology
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    • v.32 no.1
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    • pp.143-155
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    • 2022
  • In this study, the response acceleration amplification according to different conditions was analyzed by changing the boundary condition of the soil called LSB (Laminar Shear Box), which is placed on a 1 g shaking table for earthquake simulation experiments. Experiments were carried out with different boundary conditions by fixing both sides of the LSB, and two samples were tested by installing an accelerometer at the same location. In addition, using DEEPSOIL v7 program, a one-dimensional ground response analysis was performed to compare and analyze with the free field condition. As a result, it was confirmed that the acceleration was amplified as it went from the lower layer to the upper layer, and as a result of comparing it with the ground response analysis, it was confirmed that it appeared similar to the analysis under the free field condition. As a result of the SA (Spectrum acceleration) analysis, a result similar to that of the ground response analysis was obtained, and in the case of fixing, it was confirmed that the PSA (Peak Spectral Acceleration) was further amplified.

Edge Flame propagation for Twin Premixed Counterflow Slot Burner (대향류 슬롯 버너에서 이중 예혼합 선단화염의 전파특성)

  • Clayton, David B.;Cha, Min-Suk;Ronney, Paul D.
    • 한국연소학회:학술대회논문집
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    • 2006.10a
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    • pp.60-64
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    • 2006
  • Propagation rates ($U_{edge}$) of various premixed, twin edge-flames were measured as a function of global strain rate ($\sigma$), mixture strength, and Lewis number (Le). Using a counterflow slot-jet burner with electrical heaters at each end, both advancing (positive $U_{edge}$) and retreating (negative $U_{edge}$) edge-flames can be studied as they propagate along the long dimension of the burner. Experimental results are presented for premixed methane/air twin flames in terms of the effects of $\sigma$ on $U_{edge}$. Both low-$\sigma$ and high-$\sigma$ extinction limits were discovered for all mixtures tested. As a result, the domain of edge-flame stability was obtained in terms of heat loss factor and normalized flame thickness, and comparison with the numerical result of other researchers was also made. For low ($CH_4/O_2/CO_2$) and high ($C_3H_8$/air) Lewis number cases, propagation rates clearly show a strong dependence on Le.

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A Study of Nucleation and Growth in Zinc Crystal Glaze by Firing Conditions (아연결정유의 제조에 있어서 소성조건에 따른 결정생성과 성장에 관한 연구)

  • Lee, Chi-Youn;Lee, Byung-Ha
    • Journal of the Korean Ceramic Society
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    • v.46 no.3
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    • pp.253-262
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    • 2009
  • The purpose of this study is to find out optimum conditions for zinc crystalline glaze under variables of firing: maximum firing temperature, crystal growth temperature, temperature increasing speed, annealing speed, holding time at maximum temperature and holding time at crystal growth temperature. Ferro Frit3110, ZnO and Quartz were used as starting materials and tested by three component system. The best result of test was selected and extended to its vicinity as five glaze formulas. And then the specimens were experimented by variable firing conditions and analyzed by crystal appearance observation, XRD, FT-IR and Raman spectroscopy. In result, main crystal was willemite in the zinc glazes. Some gahnite was detected in specimens which were fired at $1230^{\circ}C$, $1250^{\circ}C$ and $1270^{\circ}C$, however gahnite was not identified at $1300^{\circ}C$. Optimum zinc crystalline glaze was gained by following firing condition: temperature increasing speed $5^{\circ}C$/min, holding 1 h at $1270^{\circ}C$, annealing speed $3^{\circ}C$/min till $1170^{\circ}C$, holding 2 h at $1170^{\circ}C$ then naturally annealed.

Using Canadian Occupational Performance Measure - On the Effects of Sensory Integration Treatment to the Daily-Life Task Performance of a Child with a Cerebral Palsy (감각통합치료가 뇌성마비 아동의 일상생활 기능에 미치는 효과 - 캐나다 작업수행 측정을 이용하여 -)

  • Kwon, Boon-Jung;Park, Ji-Young
    • The Journal of Korean Academy of Sensory Integration
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    • v.1 no.1
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    • pp.53-59
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    • 2003
  • Objective : The objective of this case study is to search the effects of sensory integration treatment. First we have taken a child with a cerebral palsy and given him/her sensory integration treatment. Then, we intended to look into whether the child performed his daily-life tasks and how satisfactory the parents were with the treatment. Methods : We have chosen a child with a cerebral palsy and tested his sensory integration functions. Applying the 30 minutes-sensory integration treatment twenty times to the child, we compared the result of the treatment using Canadian Occupational Performance Measure. We counseled the parents of the child before and after the treatment. Results : We have rated the problems with the degrees of importance referring to the parents. Important problems include controlling eliminations, having meals, moving by self, interacting with peer groups, and performing delicate hand-movements. The score of the in the performance is 1.2 and the score of the degree in the satisfaction is 1.4 compared with the total score. Conclusion : We have concluded that the sensory integration treatment has the effective result to the daily-life task performances of a child with a cerebral palsy, a kind of sensory integration dysfunction and satisfies the child's parents after this case study.

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Face Recognition in a Meeting Room (제한된 공간에서의 얼굴인식)

  • 이영식;배철수
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.7 no.1
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    • pp.164-169
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    • 2003
  • In this paper, we investigate recognition of human faces in a meeting room. The major challenges of identifying human faces in this environment include low quality of input images, poor illumination, unrestricted head poses and continuously changing facial expressions and occlusion. In order to address these problems we propose a novel algorithm, Dynamic Space Warping (DSW). The basic idea of the algorithm is to combine local features under certain spatial constraints. We compare DSW with the eigenface approach on data collected from various meetings. We have tested both front and profile face images and images with two stages of occlusion. As a result from the experiment, we obtained 82.7% for PCA algotithm, and 89.4% for DSW. We get to obtain 6.9% better result from conductive DSW approach rather than PCA. It turned out to be that it shows more original and unique facial image.