• 제목/요약/키워드: Regression Depth

검색결과 646건 처리시간 0.025초

통계적 기법을 이용한 선삭 가공 절삭조건에 따른 공구온도 예측 (Study on the tool temperature estimation for different cutting conditions in turning using a statistical method)

  • 김성청;이응석;문홍현;송길용
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 1997년도 추계학술대회 논문집
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    • pp.851-856
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    • 1997
  • This study is on the estimation of the tool temperature for different tool nose radius and cutting conditions in turning. The experiment has been performed in different cutting conditions such as cutting speed, feed rate, and depth of cut for the tool nose radius, 0.4R, 0.8R using SMC workpiece materials. Tool temperature is measured using thermo-couple which is embedded in the insert tip. Using a multiple linear regression method, the tool temperature can be determined as an exponential equation with cutting variables and tool nose diameters for different tool materials. The equations determined in this study show a good correlation for the cutting conditions and can be used for the tool temperature estimation. The result indicates that the tool temperature decreases for ~ncreasing the tool nose radius in general. Also, nose radius hardly influences on the tool temperature compared with cutting speed, feed rate and depth of cut.

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연삭력을 이용한 공작물의 형상오차 예측 (Geometric Error Prediction of Ground Surface by Using Grinding Force)

  • 하만경;지용주;곽재섭
    • 한국공작기계학회논문집
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    • 제13권2호
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    • pp.9-16
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    • 2004
  • Because a generated heat during grinding operation makes a serious deformation on a ground surface as a convex form, a real depth of cut in deformed zone has larger than an ideal depth of cut. Consequently, the ground surface has a geometric error as a concave form after cooling the workpiece. In this study, the force and the geometric error of surface grinding were examined. From evaluating magnitude and mode of the geometric error according to grinding conditions, an optimal grinding condition was proposed to minimize the geometric error. In addiction the relationship between the geometric error and the grinding force was found out. Due to least square regression it was able to predict the geometric error by using the grinding force.

남악신도시 연약점토의 물리적 특성 및 역학적 특성 연구 (Physcial and Mechanical Characteristics of Soft Clay in Nam-Ak New City)

  • 김종렬;배성웅;이치열
    • 한국지반공학회:학술대회논문집
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    • 한국지반공학회 2002년도 가을 학술발표회 논문집
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    • pp.271-278
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    • 2002
  • Soft ground has complex features in mechanic character of ground. Some problems about the settlement and transformation occur if the ground strength is comparatively weak and the depth is large. Therefore, we should consider physical and mechanical characters for safe, economical design and management. As the result of the course, we can compare them with those of field then solve the limitations which were came from the complex character of the soft ground. I have considered the soil's physical character (specific gravity of soil particles, moisture content, grain-size analysis etc) and mechanical character (direct shear test, consolidation, triaxial shear test etc), and then make out a linear interpolation by regression using the two, those and connection of the depth

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A Comparative Study of Medical Data Classification Methods Based on Decision Tree and System Reconstruction Analysis

  • Tang, Tzung-I;Zheng, Gang;Huang, Yalou;Shu, Guangfu;Wang, Pengtao
    • Industrial Engineering and Management Systems
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    • 제4권1호
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    • pp.102-108
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    • 2005
  • This paper studies medical data classification methods, comparing decision tree and system reconstruction analysis as applied to heart disease medical data mining. The data we study is collected from patients with coronary heart disease. It has 1,723 records of 71 attributes each. We use the system-reconstruction method to weight it. We use decision tree algorithms, such as induction of decision trees (ID3), classification and regression tree (C4.5), classification and regression tree (CART), Chi-square automatic interaction detector (CHAID), and exhausted CHAID. We use the results to compare the correction rate, leaf number, and tree depth of different decision-tree algorithms. According to the experiments, we know that weighted data can improve the correction rate of coronary heart disease data but has little effect on the tree depth and leaf number.

합류부 하상고 불일치에 의한 두부침식 및 분리구역 특성분석 (An Analysis for the Characteristics of Headward Erosion and Separation Zone due to Bed Discordance at Confluence)

  • 최흥식;모선재;이삼희
    • 한국수자원학회논문집
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    • 제48권11호
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    • pp.879-889
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    • 2015
  • 본 연구는 지류의 합류각, 지류와 본류의 유량비, 준설 깊이비의 변화에 따른 지류에서의 두부침식 양상과 합류부 이동상 하도에서의 분리구역의 특성을 분석하였다. 분리구역은 지류가 합류되어진 직후 단면에서의 유속이 0(영)인 구간으로 정의하였다. 준설 깊이에 따른 두부침식이 발생치 않은 범위를 제시하였다. 합류각, 유량비, 준설 깊이비 증가에 따른 두부침식 깊이비 및 천급점의 이동거리비는 전반적으로 증가하였으며, 천급점의 이동거리비의 관계식을 제시하였다. 이동상 하도에서의 유량비와 합류각 증가에 따른 분리구역의 길이비 및 폭비는 고정상 하도에서와 같은 양상으로 증가하였다. 준설 깊이비 증가에 따른 분리구역의 길이비는 감소하고 폭비은 증가하여 형상지수는 크게 증가하여 통수단면의 감소로 배수위 현상이 기대된다. 고정상 하도와 이동상하도에서의 합류각, 유량비, 준설 깊이비에 따른 형상지수 관계식을 제안하였다.

Estimation of Soil Organic Carbon Stock in South Korea

  • Thi, Tuyet-May Do;Le, Xuan-Hien;Van, Linh Nguyen;Yeon, Minho;Lee, Giha
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2022년도 학술발표회
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    • pp.159-159
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    • 2022
  • Soil represents a substantial component within the global carbon cycle and small changes in the SOC stock may result in large changes of atmospheric CO2 particularly over tens to hundreds of years. In this study, we aim to (i) evaluate the SOC stock in the topsoil 0 - 15 cm from soil physical and chemical characteristics and (ii) find the correlation of SOC and soil organic matter (SOM) for national-scale in South Korea. First of all, based on the characteristics of the soil to calculate the soil hydraulic properties, SOC stock is the SOC mass per unit area for a given depth. It depends on bulk density (BD-g/cm3), SOC content (%), the depth of topsoil (cm), and gravel content (%). Due to insufficient data on BD observation, we establish a correlation between BD and SOC content, sand content, clay content parameter. Next, we present linear and non-linear regression models of BD and the interrelationship between SOC and SOM using a linear regression model and determine the conversion factor for them, comparing with Van Bemmelen 1890's factor value for the country scale. The results obtained, helps managers come up with suitable solutions to conserve land resources.

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수리모형실험 자료를 이용한 교각 세굴심 산정공식의 통계적 특성 분석 (Analysis of Statistical Characteristics of Pier-Scour Depth Formula Using Hydraulic Experiment Data)

  • 김종섭;장형준
    • 한국산학기술학회논문지
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    • 제22권6호
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    • pp.349-356
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    • 2021
  • 우리나라는 1960년대 이후, 공산품의 수출 증가로 인하여 경제성장을 거듭하며, 도시화 및 산업화가 급격하게 진행됨에 따라 교량 등과 같은 교통 기반시설이 급격하게 증가하였다. 교통기반시설 중 교량의 규모가 대형화되면서 교량의 상부 구조물에 대한 안정성 검토가 활발하게 이루어지고 있으나 교량 하부 구조물을 대상으로 한 세굴 안정성 검토는 충분히 이루어지지 못하고 있다. 본 연구에서는 교량의 하부 구조물인 교각에서 발생하는 세굴 현상에 따른 대규모 재해를 예방하기 위한 기초 연구로서 17개의 교각 세굴심 산정식을 바탕으로 계산된 교각 세굴심 깊이와 수리 모형실험을 바탕으로 측정된 세굴심에 대하여 단순선형회귀모형을 활용하여 분석하였다. 그 결과, 교각 세굴심 산정공식 중 가장 우수한 방법은 Coleman(1971)방법이 선정되었으며, 교각 세굴심 산정에 가장 유효한 방법은 Froehlich(1987) 방법으로 확인되었다. 또한, 단순회귀모형을 활용하여 검토한 결과 CSU(1993), Coleman(1971) 및 Froehlich(1987) 교각세굴심 산정식이 국내 하천특성을 반영하여 가장 유사한 세굴심을 예측 할 수 있음을 확인하였다. 본 연구의 결과는 향후 하천설계에 있어 우리나라 환경에 적합한 세굴심을 산정하는데 활용할 수 있을 것으로 기대된다.

야외 RGB+D 데이터베이스 구축을 위한 깊이 영상 신뢰도 측정 기법 (Confidence Measure of Depth Map for Outdoor RGB+D Database)

  • 박재광;김선옥;손광훈;민동보
    • 한국멀티미디어학회논문지
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    • 제19권9호
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    • pp.1647-1658
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    • 2016
  • RGB+D database has been widely used in object recognition, object tracking, robot control, to name a few. While rapid advance of active depth sensing technologies allows for the widespread of indoor RGB+D databases, there are only few outdoor RGB+D databases largely due to an inherent limitation of active depth cameras. In this paper, we propose a novel method used to build outdoor RGB+D databases. Instead of using active depth cameras such as Kinect or LIDAR, we acquire a pair of stereo image using high-resolution stereo camera and then obtain a depth map by applying stereo matching algorithm. To deal with estimation errors that inevitably exist in the depth map obtained from stereo matching methods, we develop an approach that estimates confidence of depth maps based on unsupervised learning. Unlike existing confidence estimation approaches, we explicitly consider a spatial correlation that may exist in the confidence map. Specifically, we focus on refining confidence feature with the assumption that the confidence feature and resultant confidence map are smoothly-varying in spatial domain and are highly correlated to each other. Experimental result shows that the proposed method outperforms existing confidence measure based approaches in various benchmark dataset.

Non-destructive assessment of carbonation in concrete using the ultrasonic test: Influenced parameters

  • Javad Royaei;Fatemeh Nouban;Kabir Sadeghi
    • Structural Engineering and Mechanics
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    • 제89권3호
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    • pp.301-308
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    • 2024
  • Concrete carbonation is a continuous and slow process from the outside to the inside, in which its penetration slows down with the increased depth of carbonation. In this paper, the results of the evaluation of the measurement of concrete carbonation depth using a non-destructive ultrasonic testing method are presented. According to the results, the relative nonlinear parameter caused more sensitivity in carbonation changes compared to Rayleigh's fuzzy velocity. Thus, the acoustic nonlinear parameter is expected to be applied as a quantitative index to recognize carbonation effects. In this research, combo diagrams were developed based on the results of ultrasonic testing and the experiment to determine carbonation depth using a phenolphthalein solution, which could be considered as instructions in the projects involving non-destructive ultrasonic test methods. The minimum and maximum accuracy of this method were 89% and 97%, respectively, which is a reasonable range for operational projects. From the analysis performed, some useful expressions are found by applying the regression analysis for the nonlinearity index and the carbonation penetration depth values as a guideline.

펄라이트로 조성된 토양층의 하중 (Load of Soil Layers Established with Perlite)

  • 이성기;류남형;허근영
    • 한국조경학회지
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    • 제30권1호
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    • pp.87-95
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    • 2002
  • This study was carried out to investigate the load of soil layers affected by soil depth in artificial soil alone or in blends with Loam with various ratio. The artificial soils were perlite large grain, perlite small grain, and perlite small grains blended with Loam (sand 46%, silt 40%, clay 14%) at a ratio of 8:2, 6:4, 5:5 (v/v). The soil layers were divided into a planting layer and a well-drained layer, then the weight of each layer in the air-dried state and in the field capacity were determined. The data were subjected to correlation analysis, regression analysis, and paired samples t-test. The summarized results are as follows; 1) In the air-dried state, the regression equations of the well-drained layer weight(kg/m2) in perlite large grain, planting layer weight in perlite small grain, planting layer weight in perlite small grain biended with loam(8:2, v/v), perlite small grain blended with loam(6:4, v/v), and perlite small grain blended with loam(5:5, v/v) were; 1.65824*X+0.026, 1.52292*X-0.052, 3.21468*X+0.515, 6.17549*X+ 0.083, and 6.02100*X + 33.133, respectively, where X is soil depth measured in Centimeters. 2) In the field capacity, the regression equations of the well-drained layer weight(kg/m2) in perlite large grain, planting layer weight in perlite small grain, planting layer weight in perlite small grain blended with loam(8:2, v/v), perlite small grain blended with loam(6:4, v/v), and perlite small grain blended with loam(5:5, v/v) were 5.055*X - 2.006, 7.073*X + 100.008, 8.092*X + 116.676, 10.766*X + 100.112, and 10.974*X + 124.423, respectively, where X is the soil depth measured in Centimeters. 3) All of the equations mentioned above were statistically reliable and therefore easily applicable in practical business affairs.