• 제목/요약/키워드: jacobian matrix

검색결과 230건 처리시간 0.031초

스테레오 시각과 Kalman 필터링을 이용한 강인한 3차원 운동추정 (Robust 3-D Motion Estimation Based on Stereo Vision and Kalman Filtering)

  • 계영철
    • 방송공학회논문지
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    • 제1권2호
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    • pp.176-187
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    • 1996
  • 본고는 로보트 팔의 선단에 부착된 카메라에 의하여 촬영된 일련의 스테레오 영상을 이용하여 운동물체의 3차원 자세 (위치와 방향)를 정확히 추정하는 방법을 다룬다. 본고는 이미 발표된 바 있는 연구결과를 확장한 것으로서[1], 2차원 영상의 측정잡음 뿐만아니라[1], 또한 로보트 팔의 죠인트 각도의 랜덤잡음이 함께 존재할 경우 world 좌표계 (또는 로보트 기지좌표계)를 기준으로 한 운동물체의 3차원 자세의 추정에 중점을 둔다. 이를 위하여, 다음 사항에 근거하여 선형 Kalman 필터를 유도한다. (1) 2차원 영상의 측정잡음이 3차원 공간으로 전파되는 것을 분석함으로써, 이에 기인한 물체좌표계의 방향오차를 카메라 좌표계를 기준으로 하여 모델링한다; (2) 죠인트 각도 오차에 의한 로보트 선단좌표계의 방향오차를 (1)의 결과와 결합하여 extended Jacobian matrix를 유도한다; 그리고 (3) 본질적으로 비선형인 물체의 회전운동을 quaternion을 도입함으로써 선형화 한다. 운동 파라메터는 추정된 quaternion으로부터 반복 최소자승 방법을 이용하여 계산된다. 모의실험 결과, 추정오차가 상당히 감소되고, 실제의 운동 파라메터가 참 값으로 정확히 수렴함을 알 수 있다.

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분산된 센서들의 Registration 오차를 줄이기 위한 새로운 필터링 방법 (New Filtering Method for Reducing Registration Error of Distributed Sensors)

  • 김용식;이재훈;도현민;김봉근;타니카와 타미오;오바 코타로;이강;윤석헌
    • 로봇학회논문지
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    • 제3권3호
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    • pp.176-185
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    • 2008
  • In this paper, new filtering method for sensor registration is provided to estimate and correct error of registration parameters in multiple sensor environments. Sensor registration is based on filtering method to estimate registration parameters in multiple sensor environments. Accuracy of sensor registration can increase performance of data fusion method selected. Due to various error sources, the sensor registration has registration errors recognized as multiple objects even though multiple sensors are tracking one object. In order to estimate the error parameter, new nonlinear information filtering method is developed using minimum mean square error estimation. Instead of linearization of nonlinear function like an extended Kalman filter, information estimation through unscented prediction is used. The proposed method enables to reduce estimation error without a computation of the Jacobian matrix in case that measurement dimension is large. A computer simulation is carried out to evaluate the proposed filtering method with an extended Kalman filter.

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Terrain Slope Estimation Methods Using the Least Squares Approach for Terrain Referenced Navigation

  • Mok, Sung-Hoon;Bang, Hyochoong
    • International Journal of Aeronautical and Space Sciences
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    • 제14권1호
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    • pp.85-90
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    • 2013
  • This paper presents a study on terrain referenced navigation (TRN). The extended Kalman filter (EKF) is adopted as a filter method. A Jacobian matrix of measurement equations in the EKF consists of terrain slope terms, and accurate slope estimation is essential to keep filter stability. Two slope estimation methods are proposed in this study. Both methods are based on the least-squares approach. One is planar regression searching the best plane, in the least-squares sense, representing the terrain map over the region, determined by position error covariance. It is shown that the method could provide a more accurate solution than the previously developed linear regression approach, which uses lines rather than a plane in the least-squares measure. The other proposed method is weighted planar regression. Additional weights formed by Gaussian pdf are multiplied in the planar regression, to reflect the actual pdf of the position estimate of EKF. Monte Carlo simulations are conducted, to compare the performance between the previous and two proposed methods, by analyzing the filter properties of divergence probability and convergence speed. It is expected that one of the slope estimation methods could be implemented, after determining which of the filter properties is more significant at each mission.

병렬구조를 이용한 새로운 6 자유도 역감제시장치의 설계 및 해석 (Analysis and Design of a New 6-DOF Haptic Device Using a Parallel Mechanism)

  • 윤정원;류제하
    • 제어로봇시스템학회논문지
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    • 제7권1호
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    • pp.1178-1186
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    • 2001
  • This paper presents design and analysis of a 6 degree-of-freedom new haptic device using a par-allel mechanism for interfacing with virtual reality. The mechanism is composed of three pantograph mecha-misms that, driven by ground-fixed servomotors. stand perpendicularly to the base plate. Three spherical joints connect the top of the pantograph with connecting bars, and three revolute joint connect connecting bars with a mobile joystick handle. Forward and inverse kinematic analyses have been performed and the Jacobian matrix is derived by using the screw theroy. Performance indices such as GPI(Global Payload Index), GCI(Global Conditioning index), Traslation and Orientation workspaces, and Sensitivity are evaluated to find optimal pa-rameters in the design stage. The proposed haptic mechanism has better load capability than those of the ex-isting haptic mechanisms due to the fact that motors are fixed at the base. It has also wider orientation work-space mainly due to RRR type spherical joints.

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두 개의 스튜어트 플랫폼을 이용한 병렬형 신 압연기의 조작성 해석 (Manipulability Analysis of a New Parallel Rolling Mill Based upon Two Stewart Platforms)

  • 이준호;홍금식
    • 제어로봇시스템학회논문지
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    • 제9권11호
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    • pp.925-936
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    • 2003
  • The manipulability analysis of the parallel-type rolling mill proposed in Hong et al. [1] is re-visited. The parallel rolling mill uses two Stewart platforms in opposite direction for the generation of 6 degree-of-freedom motions of each roll. The objective of this new parallel rolling mill is to permit an integrated control of the strip thickness, strip shape, pair crossing angle, uniform wear of rolls, and tension of the strip. New forward/inverse kinematics problems, in contrast with [1], are formulated. The forward kinematics problem is defined as the problem of finding the roll-gap and the pair-crossing angle of two work rolls for given lengths of twelve legs. On the other hand, the inverse kinematics problem is defined as the problem of finding the lengths of twelve legs when the roll-gap, the pair-crossing angle, and the position and orientation of one work roll are given. The method of manipulability analysis used in this paper follows the spirit of [1]. But, because the rolling force and moment exerted from both upper and lower rolls have been included in the manipulability analysis, more accurate results than the use of a single platform can be achieved. Two. kinematic parameters, the radius of the base and the angle between two neighboring joints, are optimally designed by maximizing the global manipulability measure in the entire workspace.

Isotropic Configurations of Omnidirectional Mobile Robots with Three Caster Wheels

  • Kim, Sung-Bok;Lee, Jae-Young;Kim, Hyung-Gi
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2003년도 ICCAS
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    • pp.2066-2071
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    • 2003
  • In this paper, we identify the isotropic configurations of an omnidirectional mobile robot with three caster wheels, depending on the selection of actuated joints. First, We obtain the kinematic model of a caster wheeled omnidirectional mobile robot(COMR) without matrix inversion. For a given task velocity, the instantaneous motion of each wheel is decomposed into two orthogonal instantaneous motions of the steering and the rotating joints. Second, with the characteristic length introduced, we derive the isotropy conditions of a COMR having $n({\ge}3)$ actuated joints, which are imposed on two Jacobian matrices, $A{\in}R^{n{\times}3}$ and $B{\in}R^{6{\times}6}$. Under the condition of $B{\propto}I_6$, three caster wheels should have identical structure with the length of the steering link equal to the radius of the wheel. Third, depending on the selection of actuated joints, we derive the conditions for $A^t$ $A{\propto}I_3$ and identify the isotropic configurations of a COMR. All possible actuation sets with different number of actuated joints and different combination of rotating and steering joins are considered.

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TSK퍼지 시스템의 안정도 해석 (Stability Analysis of TSK Fuzzy Systems)

  • 강근택;이원창
    • 한국지능시스템학회논문지
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    • 제8권4호
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    • pp.53-61
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    • 1998
  • 본 논문에서는 넓은 범위의 비선형 시스템들을 잘 표현할 수 있는 TSK(Takagai Sugeno Kang) 퍼지 시스템의 평형점의 지역 안정도를 해석하는 방법을 제시한다. TSK퍼지 모델은 TSK퍼지 규칙들로 구성되며, 각 규칙의 결론부는 상수항을 갖는 선형 입출력 방정식이다. TSK퍼지모델은 다수의평형점을 가질수 있으며, 각 평형점은 안정도에 있어서 역시 서로 단른 특징을 가질수 있다. 평형점의 지역 안정도는 평형점 부근에서 TSK퍼지 모델의 선형화로 얻어지는 자코비안 행렬의 교유치에 의해 결정된다. 본 논문에서는 연속시간 및 이산시간 시스템에 대한 안정도 해석을 위한 방법이 각각 제시된다.

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대칭 조건을 갖는 2-자유절점 공간 트러스의 평형점과 안정성 (Equilibrium Point and Stability of Double-Free-Nodes Space Truss Under Symmetric Condition)

  • 하준홍;손수덕;이승재;황경주
    • 한국공간구조학회논문집
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    • 제19권4호
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    • pp.69-76
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    • 2019
  • A stadium roof that uses the pin-jointed spatial truss system has to be designed by taking into account the unstable phenomenon due to the geometrical non-linearity of the long span. This phenomenon is mainly studied in the single-free-node model (SFN) or double-free-node model (DFN). Unlike the simple SFN model, the more complex DFN model has a higher order of characteristic equations, making analysis of the system's stability complicated. However, various symmetric conditions can allow limited analysis of these problems. Thus, this research looks at the stability of the DFN model which is assumed to be symmetric in shape, and its load and equilibrium state. Its governing system is expressed by nonlinear differential equations to show the double Duffing effect. To investigate the dynamic behavior and characteristics, we normalize the system of the model in terms of space and time. The equilibrium points of the system unloaded or symmetrically loaded are calculated exactly. Furthermore, the stability of these points via the roots of the characteristic equation of a Jacobian matrix are classified.

A METHOD USING PARAMETRIC APPROACH WITH QUASINEWTON METHOD FOR CONSTRAINED OPTIMIZATION

  • Ryang, Yong-Joon;Kim, Won-Serk
    • 대한수학회보
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    • 제26권2호
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    • pp.127-134
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    • 1989
  • This paper proposes a deformation method for solving practical nonlinear programming problems. Utilizing the nonlinear parametric programming technique with Quasi-Newton method [6,7], the method solves the problem by imbedding it into a suitable one-parameter family of problems. The approach discussed in this paper was originally developed with the aim of solving a system of structural optimization problems with frequently appears in various kind of engineering design. It is assumed that we have to solve more than one structural problem of the same type. It an optimal solution of one of these problems is available, then the optimal solutions of thel other problems can be easily obtained by using this known problem and its optimal solution as the initial problem of our parametric method. The method of nonlinear programming does not generally converge to the optimal solution from an arbitrary starting point if the initial estimate is not sufficiently close to the solution. On the other hand, the deformation method described in this paper is advantageous in that it is likely to obtain the optimal solution every if the initial point is not necessarily in a small neighborhood of the solution. the Jacobian matrix of the iteration formula has the special structural features [2, 3]. Sectioon 2 describes nonlinear parametric programming problem imbeded into a one-parameter family of problems. In Section 3 the iteration formulas for one-parameter are developed. Section 4 discusses parametric approach for Quasi-Newton method and gives algorithm for finding the optimal solution.

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광범위 환경에서 EKF-SLAM의 일관성 향상을 위한 새로운 관찰모델 (A new Observation Model to Improve the Consistency of EKF-SLAM Algorithm in Large-scale Environments)

  • 남창주;강재현;도낙주
    • 로봇학회논문지
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    • 제7권1호
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    • pp.29-34
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    • 2012
  • This paper suggests a new observation model for Extended Kalman Filter based Simultaneous Localization and Mapping (EKF-SLAM). Since the EKF framework linearizes non-linear functions around the current estimate, the conventional line model has large linearization errors when a mobile robot locates faraway from its initial position. On the other hand, the model that we propose yields less linearization error with respect to the landmark position and thus suitable in a large-scale environment. To achieve it, we build up a three-dimensional space by adding a virtual axis to the robot's two-dimensional coordinate system and extract a plane by using a detected line on the two-dimensional space and the virtual axis. Since Jacobian matrix with respect to the landmark position has small value, we can estimate the position of landmarks better than the conventional line model. The simulation results verify that the new model yields less linearization errors than the conventional line model.