• Title/Summary/Keyword: Surface Regression

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Wave Information Estimation and Revision Using Linear Regression Model (선형회귀모델을 이용한 파랑 정보 예측 및 보정)

  • Lim, Dong-hee;Kim, Jin-soo;Lee, Byung-Gil
    • Journal of Korea Multimedia Society
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    • v.19 no.8
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    • pp.1377-1385
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    • 2016
  • Conventional X-band marine radar has been used as one of the effective tools for collecting and retrieving ocean surface information parameters for three decades. Several wave information extracting algorithms have been designed in such a way that they can be utilized for efficiently estimating sea surface wave parameters such as current velocities, wave direction, significant wave heights in VTS (Vessel Traffic Service). However, their performances are still restricted. For the purpose of overcoming the performance limits, in this paper, first the conventional algorithms are analyzed and their performances are compared, and then a new control algorithm is proposed. Furthermore, we try to improve the estimation performances of typical wave parameters including wave directions and significant wave heights by introducing linear regression model in the process of computing wave information extraction. Through several simulations with the X-band radar images, it is shown that the proposed method is very effective in estimating the wave information compared to the real measured buoy data.

Identifying Puddles based on Intensity Measurement using LiDAR

  • Minyoung Lee;Ji-Chul Kim;Moo Hyun Cha;Hanmin Lee;Sooyong Lee
    • Journal of Sensor Science and Technology
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    • v.32 no.5
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    • pp.267-274
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    • 2023
  • LiDAR, one of the most important sensing methods used in mobile robots and cars with assistive/autonomous driving functions, is used to locate surrounding obstacles or to build maps. For real-time path generation, the detection of potholes or puddles on the driving surface is crucial. To achieve this, we used the coordinates of the reflection points provided by LiDAR as well as the intensity information to classify water areas, which was achieved by applying a linear regression method to the intensity distribution. The rationale for using the LiDAR index as an input variable for linear regression is presented, and we demonstrated that it is not affected by errors in the distance measurement value. Because of LiDAR vertical scanning, if the reflective surface is not uniform, it is divided into different groups according to the intensity distribution, and a mathematical basis for this is presented. Through experiments in an outdoor driving area, we could distinguish between flat ground, potholes, and puddles, and kinematic analysis was performed to calculate the maximum width that could be crossed for a given vehicle body size and wheel radius.

Automatic TFT-LCD Mura Inspection Based on Studentized Residuals in Regression Analysis

  • Chuang, Yu-Chiang;Fan, Shu-Kai S.
    • Industrial Engineering and Management Systems
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    • v.8 no.3
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    • pp.148-154
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    • 2009
  • In recent days, large-sized flat-panel display (FPD) has been increasingly applied to computer monitors and TVs. Mura defects, appearing as low contrast or non-uniform brightness region, sometimes occur in manufacturing of the Thin-Film Transistor Liquid-Crystal Displays (TFT-LCD). Implementation of automatic Mura inspection methods is necessary for TFT-LCD production. Various existing Mura detection methods based on regression diagnostics, surface fitting and data transformation have been presented with good performance. This paper proposes an efficient Mura detection method that is based on a regression diagnostics using studentized residuals for automatic Mura inspection of FPD. The input image is estimated by a linear model and then the studentized residuals are calculated for filtering Mura regions. After image dilation, the proposed threshold is determined for detecting the non-uniform brightness region in TFT-LCD by means of monitoring the every pixel in the image. The experimental results obtained from several test images are used to illustrate the effectiveness and efficiency of the proposed method for Mura detection.

Study on the Aerodynamic Performance of Low Reynolds Airfoils using a Regression Analysis (회귀분석을 이용한 저(低)레이놀즈수 익형 공력성능 연구)

  • Jin, Wonjin
    • Journal of Aerospace System Engineering
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    • v.10 no.3
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    • pp.9-14
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    • 2016
  • Using a multiple regression analysis, a total of 78 low-Reynolds-number airfoils are examined in this paper to clarify the systematic relationships between the geometrical parameters of the airfoils and experimentally-determined aerodynamic coefficients. The results show that the effects of the maximum camber and the maximum thickness regarding the maximum lift and the stalling angle of attack, respectively, are major. The lower-surface flatness of the airfoil is also a crucial geometrical parameter for aerodynamic performance. It is proven here that, generally, the application of the regression equations for an assessment of the aerodynamic performance is relatively acceptable, along with an expectation that the lift-curve slope violates the normality assumption.

Flamelet Modeling for Combustion Processes of Hybrid Rocket Engine (화염편 모델을 이용한 하이브리드 로켓의 연소과정 해석)

  • Lim, Jae-Bum;Kim, Yong-Mo;Yoon, Myung-Won
    • 유체기계공업학회:학술대회논문집
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    • 2006.08a
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    • pp.245-248
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    • 2006
  • Hybrid propulsion systems provide many advantages in terms of stable operation and safety. However, classical hybrid rocket motors have lower fuel regression rate and combustion efficiency compared to solid propellant rocket motor. Accordingly, the recent research efforts are focused on the improvement of engine efficiency and regression rate in the hybrid rocket engine. The present study has numerically investigated the combustion processes in the hybrid rocket engine. The turbulent combustion is represented by the flamelet model and Low Reynolds number $k-{\varepsilon}$ turbulent model is employed to reduce the uncertainties for convective heat transfer near solid fuel surface having strong blowing effect. Based on numerical results, the detailed discussions have been made for the effects of oxygen injection methods and oxygen injection flow rate on flame structure and regression rate in the vortex hybrid rocket engines

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Combustion Characteristics of Multi-port Hybrid Rocket (Multi-port 하이브리드 로켓의 연소 특성)

  • Kim, Soo-Jong;Min, Moon-Ki;Cho, Sung-Bong;Moon, Hee-Jang;Sung, Hong-Gye;Kim, Jin-Kon
    • Proceedings of the Korean Society of Propulsion Engineers Conference
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    • 2007.11a
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    • pp.256-259
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    • 2007
  • In this paper, the combustion characteristics of hybrid rocket were studied with various port number of the cylindrical multi-port grain. For the regression rate case, as the port number increases, the both port regression rate and end-surface regression rate tend to increase. For the performance parameter case, as the port number increases, the O/F ratio tends to decreases and the specific impulse tends to increase.

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Quantitative Analysis and Mathematical Model for Spindle Vibration of the End-Milling by Design of Experiment (실험계획법을 이용한 엔드밀 가공시 주축 진동에 대한 정량적 분석 및 수학적 모형)

  • Park, Heung-Sik;Lee, Sang-Jae;Bae, Hyo-Jun;Jin, Dong-Kyu;Kim, Young-Hee
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.3 no.4
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    • pp.37-42
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    • 2004
  • End-milling have been widely used in aircraft, automobile part and moulding industry. However, various working factors such as spindle speed, feed rate and depth of cut in end-milling have an effect on spindle vibration. There it is demanded the quantitative analysis of spindle vibration in order to get the optimum surface roughness. This study was carried out to analyze an influence of working factors on spindle vibration by design of Experiment. The results are shown that mathematical model of regression equation for an influence of working factors on vibration acceleration of spindle in end-milling by regression analysis is presented.

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NASA Model Deviation Correction for Accuracy Improvement of Land Surface Temperature Extraction in Broad Region (NASA 모델의 편차보정에 의한 광역지역의 지표온도산출 정확도 향상)

  • Um Dae-Yong;Park Joon-Kyu;Kim Min-Kyu;Kang Joon-Mook
    • Proceedings of the Korean Society of Surveying, Geodesy, Photogrammetry, and Cartography Conference
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    • 2006.04a
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    • pp.281-286
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    • 2006
  • In this study, acquired time series Landsat TM/ETM+ image to extract land surface temperature for wide-area region and executed geometric correction and radiometric correction. And extracted land surface temperature using NASA Model, and I achieved the first correction by perform land coverage category for study region and applies characteristic emission rate. Land surface temperature that acquire by the first correction analyzed correlation with Meteorological Administration's temperature data by regression analysis, and established correction formula. And I wished to improve accuracy of land surface temperature extraction using satellite image by second correcting deviations between two datas using establishing correction formula. As a result, land surface temperature that acquire by 1,2th correction could correct in mean deviation of about ${\pm}3.0^{\circ}C$ with Meteorological Administration data. Also, could acquire land surface temperature about study region by relative high accuracy by applying to other Landsat image for re-verification of study result.

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Emotional Organizational Commitment, Surface Acting, and Personal Accomplishment among Flight Attendants (항공사 객실 승무원의 정서적 조직몰입, 표면행동, 그리고 성취감의 관계)

  • Lee, Dong-Hui;Lee, Dong-Myong
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.15 no.4
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    • pp.45-52
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    • 2007
  • This study testifies the proposition that in the case of high emotional organizational commitment, through employees perform surface acting, they feel high personal accomplishment. Data was collected from 158 flight attendants of two airlines in Korea. From the hierarchical regression analysis, we could conclude such as follows. First, emotional organizational commitment has a positive effect on surface acting. It means that because employees with high emotional organizational commitment accept organizational goals as theirs, they are willing to perform surface acting. Second, surface acting has a positive effect on personal accomplishment. It means that surface acting has a "positive" side as well as negative one. Third, according to above results, organizations should try to take measures to increase the emotional organizational commitment of flight attendants.

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Optimization of Finish Cutting Condition of Impeller with Five-Axis Machine by Response Surface Method (반응표면법을 이용한 5축 임펠러 정삭 가공의 최적화)

  • Lim, Pyo;Yang, Gyun-Eui
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.31 no.9
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    • pp.924-933
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    • 2007
  • An impeller is a important part of turbo-machinery. It has a set of twisted surfaces because it consists of many blades. Five-axis machining is required to produce a impeller because of interference between tool and workpiece. It can obtain good surface integrity and high productivity. This paper proposes finish cutting method for machining impeller with 5-axis machining center and optimization of cutting condition by response surface method. Firstly, cutting methods are selected by consideration of operation characteristics. Secondly, response factors are determined as cutting time and cutting error for prediction of productivity. Experiments are projected by central composite design with axis point. Thirdly, regression linear models are estimated as single surface in the leading edge and as dual surface in the hub surface cutting. Finally, cutting conditions are optimized.