• Title/Summary/Keyword: least-squares estimation

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Examination of experimental errors in Scanlan derivatives of a closed-box bridge deck

  • Rizzo, Fabio;Caracoglia, Luca
    • Wind and Structures
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    • v.26 no.4
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    • pp.231-251
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    • 2018
  • The objective of the investigation is the analysis of wind-tunnel experimental errors, associated with the measurement of aeroelastic coefficients of bridge decks (Scanlan flutter derivatives). A two-degree-of-freedom experimental apparatus is used for the measurement of flutter derivatives. A section model of a closed-box bridge deck is considered in this investigation. Identification is based on free-vibration aeroelastic tests and the Iterative Least Squares method. Experimental error investigation is carried out by repeating the measurements and acquisitions thirty times for each wind tunnel speed and configuration of the model. This operational procedure is proposed for analyzing the experimental variability of flutter derivatives. Several statistical quantities are examined; these quantities include the standard deviation and the empirical probability density function of the flutter derivatives at each wind speed. Moreover, the critical flutter speed of the setup is evaluated according to standard flutter theory by accounting for experimental variability. Since the probability distribution of flutter derivatives and critical flutter speed does not seem to obey a standard theoretical model, polynomial chaos expansion is proposed and used to represent the experimental variability.

Error Estimation of Fast Target Coordinate (고속 표적 좌표의 오차추정)

  • Oh, Jun Ho;Cho, Chil Suk;Lee, Sang Hwa;Lee, Boo Hwan;Park, Jong-Il
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2011.07a
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    • pp.441-445
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    • 2011
  • 본 논문에서는 적외선 스테레오 카메라를 이용하여 고속으로 날아가는 표적의 좌표들을 측정하고 회귀분석을 통한 오차특성을 이용하여 추정하는 시스템을 제안한다. 표적과 배경의 온도차이로 표적 영역을 검출하고 적외선 스테레오 카메라 정합과 카메라 파라미터를 이용하여 표적의 좌표를 추정한다. 본 논문에서 제안하는 적외선 스테레오 카메라 시스템을 검증하기 위해 3차원 궤적(x,y,z) 측정기로 표적의 속도와 거리를 측정하여 표적 궤도를 예측하고, 여러 차례 실험한 비디오 데이터로부터 스테레오 정합을 이용하여 z, x축의 거리(좌표)들을 구하고 회귀 분석(regression analysis)을 사용하여 최소 자승법(Least squares method)으로 표적의 궤적들을 비교하였다. 적외선 스테레오 정합 시스템에 오차특성을 적용하여 표적의 좌표를 보정할 수 있었다. 향후 다양한 표적들의 오차를 모델화하여 고속표적들의 좌표 측정을 향상 시킬 수 있을 것으로 기대된다.

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Analysis of Hierarchical Competition Structure and Pricing Strategy in the Hotel Industry

  • BAEK, Unji;SIM, Youngseok;LEE, Seul-Ki
    • The Journal of Asian Finance, Economics and Business
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    • v.6 no.4
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    • pp.179-187
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    • 2019
  • This study aims to investigate the effects of market commonality and resource similarity on price competition and the recursive consequences in the Korean lodging market. Price comparison among hotels in the same geographic market has been facilitated through the development of information technology, rendering little search cost of consumers. While the literature implies the heterogeneous price attack and response among hotels, a limited number of empirical researches focus on the asymmetric and recursive pattern in the competitive dynamics. This study empirically examines the price interactions in the Korean lodging market based on the theoretical framework of competitive price interactions and countervailing power. Demonstrating superiority to the spatial lag model and the ordinary least squares in the estimation, the results from spatial error model suggest that the hotels with longer operational history pose an asymmetric impact on the price of the newer hotels. The asymmetry is also found in chain hotels over the independent, further implying the possibility of predatory pricing. The findings of this study provide the evidence of a hierarchical structure in the price competition, with different countervailing power by the resources of the hotels. Theoretical and managerial implications are discussed, with suggestions for future study.

Realtime Clock Skew Estimator for Time Synchronization in Wireless Sensor Networks of WUSB and WBAN (무선 센서네트워크에서의 시각동기를 위한 실시간 클럭 스큐 추정)

  • Hur, Kyeong
    • Journal of Korea Multimedia Society
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    • v.15 no.11
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    • pp.1391-1398
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    • 2012
  • Time synchronization is crucial in wireless sensor networks such as Wireless USB and WBAN for diverse purposes from the MAC to the application layer. This paper proposes online clock skew estimators to achieve energy-efficient time synchronization for wireless sensor networks. By using recursive least squares estimators, we not only reduce the amount of data which should be stored locally in a table at each sensor node, but also allow offset and skew compensations to be processed simultaneously. Our skew estimators can be easily integrated with traditional offset compensation schemes. The results of simulation and experiment show that the accuracy of time synchronization can be greatly improved through our skew compensation algorithm.

2-Input 2-Output ANFIS Controller for Trajectory Tracking of Mobile Robot (이동로봇의 경로추적을 위한 2-입력 2-출력 ANFIS제어기)

  • Lee, Hong-Kyu
    • Journal of Advanced Navigation Technology
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    • v.16 no.4
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    • pp.586-592
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    • 2012
  • One approach of the control of a nonlinear system that has gained some success employs a fuzzy structure in cooperation with a neural network(ANFIS). The traditional ANFIS can only model and control the process in single-dimensional output nature in spite of multi-dimensional input. The membership function parameters are tuned using a combination of least squares estimation and back-propagation algorithm. In the case of a mobile robot, we need to drive left and right wheel respectively. In this paper, we proposed the control system architecture for a mobile robotic system that employs the 2-input 2-output ANFIS controller for trajectory tracking. Simulation results and preliminary evaluation show that the proposed architecture is a feasible one for mobile robotic systems.

System identification and admittance model-based nanodynamic control of ultra-precision cutting process (다이아몬드 터닝 머시인의 극초정밀 절삭공정에서의 시스템 규명 및 제어)

  • 정상화;김상석;오용훈
    • 제어로봇시스템학회:학술대회논문집
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    • 1996.10b
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    • pp.1352-1355
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    • 1996
  • The control of diamond turning is usually achieved through a laser-interferometer feedback of slide position. If the tool post is rigid and the material removal process is relatively static, then such a non-collocated position feedback control scheme may surface. However, as the accuracy requirement gets tighter and desired surface contours become more complex, the need for a direct tool-tip sensing becomes inevitable. The physical constraints of the machining process prohibit any reasonable implementation of a tool-tip motion measurement. It is proposed that the measured force normal to the face of the workpiece can be filtered through an appropriate admittance transfer function to result in the estimated depth of cut. This can be compared to the desired depth of cut to generate the adjustment control action in addition to position feedback control. In this work, the design methodology on the admittance model-based control with a conventional controller is presented. The recursive least-squares algorithm with forgetting factor is proposed to identify the parameters and update the cutting process in real time. The normal cutting forces are measured to identify the cutting dynamics in the real diamond turning process using the precision dynamometer. Based on the parameter estimation of cutting dynamics and the admittance model-based nanodynamic control scheme, simulation results are shown.

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A Causal Analysis on Factors Affecting Management Outcome of Cherry Tomato Farming in Chungnam Area (방울토마토 경영성과에 영향을 미치는 요인분석)

  • Lee, Kwang-Won;Kim, Jai-Hong
    • Korean Journal of Agricultural Science
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    • v.32 no.2
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    • pp.151-167
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    • 2005
  • In this study, certain factors influencing cherry tomato were estimated using system equations. In addition, the amount of influence to income from each factor was estimated from both direct and indirect effects. Based on OLS(Ordinary Least Squares) estimation, path analysis and factor analysis were employed to overcome multicollinearity problems. Data used in this study is interviewed cross sectional data of 65 cherry tomato producing farm in Chungnam-do area. Average age of the producers is 46.5. Average year of the production is 8 years. Average farm size, productivity, and income are 1,123 pyong, 7,439kg/10a, 8,112,000won/10a, respectively. The business performance of the sample farms were above average, in terms of the diagnosis by "Standard Business Diagnosis for Cherry tomato". To identify the factors influencing productivity, 15, 19, and 25 independent variables were selected for the dependent variables of yield, price(quality), and business cost, respectively. Finally, yield, quality, and business cost variables were set as independent variables to explain income as dependent variable. As a result of main factor analysis, 10, 12, 15, and 16 factors were identified as main factors for yield, quality, business cost, and income, respectively.

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Estimation of the Hydrodynamic Coefficients for the Deep-sea UUV "HEMIRE" (심해용 무인 잠수정의 동역학 계수의 추정에 관한 연구)

  • Baek, Hyuk;Kim, Ki-Hun;Jun, Bong-Huan;Lee, Pan-Mook;Lim, Yong-Kon
    • Journal of Ocean Engineering and Technology
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    • v.22 no.4
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    • pp.97-105
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    • 2008
  • This paper represents the experimental identification of a finite-dimensional dynamical plant model for the HEMIRE Remotely Operated Vehicle. The experiments were conducted during sea trials in the East Sea in October 2006 and peer testing by the South Sea Research Institute in January 2007. A least-squares method was employed to identify decoupled single degree-of-freedom plant dynamical models for the X, Y, Z and heading degree-of-freedom from experimental data. The performance of the identified plant dynamical model was evaluated by directly comparing simulations of the identified plant model to the experimentally observed motion data from the actual vehicle.

Learning Input Shaping Control with Parameter Estimation for Nonlinear Actuators (비선형 구동기의 변수추정을 통한 학습입력성형제어기)

  • Kim, Deuk-Hyeon;Sung, Yoon-Gyung;Jang, Wan-Shik
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.35 no.11
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    • pp.1423-1428
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    • 2011
  • This paper proposes a learning input shaper with nonlinear actuator dynamics to reduce the residual vibration of flexible systems. The controller is composed of an estimator of the time constant of the nonlinear actuator dynamics, a recursive least squares method, and an iterative updating algorithm. The updating mechanism is modified by introducing a vibration measurement function to cope with the dynamics of nonlinear actuators. The controller is numerically evaluated with respect to parameter convergence and control performance by using a benchmark pendulum system. The feasibility and applicability of the controller are demonstrated by comparing its control performance to that of an existing controller algorithm.

Estimation of Crossbreeding Parameters for Serum Lysozyme Level in Broiler

  • Nath, M.;Singh, B.P.;Saxena, V.K.;Dev Roy, A.K.;Singh, R.V.
    • Asian-Australasian Journal of Animal Sciences
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    • v.15 no.2
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    • pp.166-171
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    • 2002
  • The main objective of the present study is to estimate the crossbreeding parameters in respect to serum lysozyme level in broilers. The experiment involved a complete $4{\times}4$ diallel design using four synthetic broiler lines namely Coloured Synthetic Male Line (CSML), White Synthetic Male Line (WSML), Coloured Synthetic Female Line (CSFL) and Naked Neck Line (NNL). The lyophilised Micrococcus lysodeikticus suspension was used to detect the lysozyme level in the serum of birds. The data were analysed by least-squares method to find the effects of genetic and non-genetic factors using appropriate model. The crossbreeding parameters for this trait were estimated by complete diallel model assuming the effect of each synthetic line as fixed. The results indicated that additive and non-additive genetic variation attributed to minor genes at many loci is important for the genetic control of serum lysozyme level in chickens. Total non-additive components of variance also showed significant amount of heterosis in crossbred progenies, and therefore exploitation of non-additive component of variance is possible for improvement in serum lysozyme level in broilers. The overall results suggested that for commercial broiler production system, the selection for specialised line on the basis of serum lysozyme level and subsequent crossing of parent lines could enhance the immunocompetence status in relation to serum lysozyme level in crossbred chickens.