• 제목/요약/키워드: Robust tracking performance

검색결과 439건 처리시간 0.025초

효과적인 증강현실 구현을 위한 특징점 분석 기반의 마커영상 평가 방법 (Evaluation of Marker Images based on Analysis of Feature Points for Effective Augmented Reality)

  • 이진영;김종호
    • 한국산학기술학회논문지
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    • 제20권9호
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    • pp.49-55
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    • 2019
  • 본 논문에서는 효과적인 마커기반의 증강현실 구현을 위하여 영상 내 객체의 분포에 대한 분석과 반복 패턴을 포함하는 영상의 분류를 통한 마커영상의 평가 방법을 제안한다. 객체의 분포는 영상의 부분적 가림 현상에 따라 객체추적성능에 영향을 미치기 때문에 특징점 좌표의 분산을 이용하여 가림 현상에 취약한 마커영상을 구분할 수 있도록 하였고, 일반 영상과 반복 패턴을 포함하는 영상의 특징점 기술자 벡터의 분포가 현저하게 다르다는 사실에 기반하여 객체의 인식 및 추적에 적합한 영상을 구분할 수 있는 방법을 제안한다. 다양한 실험 결과 제안하는 마커 평가 방법이 가림 현상에 취약한 영상 및 반복 패턴 영상을 구분하는데 우수한 성능을 보이는 것을 확인하였다. 또한 마커영상에 대한 객체 추적 등의 안정성 측면에서 SURF보다 SIFT 기법이 우수한 성능을 보임을 확인할 수 있었다. 이러한 결과를 이용하여 다양한 종류의 마커영상에 대한 적합성 정보를 사용자에게 제공함으로써 효과적인 증강현실 시스템을 구현할 수 있을 것으로 판단된다.

불법 주정차 무인 자동 단속을 위한 환경 변화에 강건한 적응적 배경영상 모델링 알고리즘 (Algorithm of Generating Adaptive Background Modeling for crackdown on Illegal Parking)

  • 주성일;전영민;최형일
    • 한국컴퓨터정보학회논문지
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    • 제13권6호
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    • pp.117-125
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    • 2008
  • 실시간 입력영상 분석에 의한 객체 추적은 사람의 시각이 요구되는 여러 응용분야에서 관심 있는 주제 중 하나이다. 객체를 추적하기 위해서는 객체 검지가 선행 된다. 실외 환경에서 안정적인 객체 검지 성능의 달성은 태양의 남중고도 변화에 따른 빛과 그림자의 변화, 자연현상 등의 다양한 환경변화를 수용하는 효과적인 적응적 배경영상 생성 방법이 필요하다. 본 논문에서는 불법 주정차 무인 자동 단속 응용에 효과적으로 활용 가능한 환경 변화에 강건한 적응적 배경영상 생성과 이동 객체의 정지 여부를 판단하는 방법을 제안한다. 본 논문에서 제안하는 적응적 배경영상 생성 방법은 먼저, 초기 배경영상을 생성 후, 생성된 초기 배경영상과 입력영상 프레임 간의 차연산 기법으로 객체를 검지하고, 객체 검지 결과로 이동객체를 추적한다. 또한 객체 검지의 결과로부터 얻어진 객체영역을 제외한 입력영상의 영역을 활용하여 배경영상을 갱신한다. 이후 갱신된 배경영상과 입력영상 간의 차연산 방법으로 객체 검지를 수행하고 이후, 추적, 객체영역을 제외한 영역으로 배경영상 갱신의 과정을 반복한다. 실험에서는 제안방법을 가변하는 실제 도로환경에 적용하여 효과적으로 객체 검지가 가능함과 서행하는 객체 또한 효과적으로 검지됨을 보이고 이동 객체의 정지 여부를 판단할 수 있음을 보인다.

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Development, implementation and verification of a user configurable platform for real-time hybrid simulation

  • Ashasi-Sorkhabi, Ali;Mercan, Oya
    • Smart Structures and Systems
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    • 제14권6호
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    • pp.1151-1172
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    • 2014
  • This paper presents a user programmable computational/control platform developed to conduct real-time hybrid simulation (RTHS). The architecture of this platform is based on the integration of a real-time controller and a field programmable gate array (FPGA).This not only enables the user to apply user-defined control laws to control the experimental substructures, but also provides ample computational resources to run the integration algorithm and analytical substructure state determination in real-time. In this platform the need for SCRAMNet as the communication device between real-time and servo-control workstations has been eliminated which was a critical component in several former RTHS platforms. The accuracy of the servo-hydraulic actuator displacement control, where the control tasks get executed on the FPGA was verified using single-degree-of-freedom (SDOF) and 2 degrees-of-freedom (2DOF) experimental substructures. Finally, the functionality of the proposed system as a robust and reliable RTHS platform for performance evaluation of structural systems was validated by conducting real-time hybrid simulation of a three story nonlinear structure with SDOF and 2DOF experimental substructures. Also, tracking indicators were employed to assess the accuracy of the results.

Integrated Roll-Pitch-Yaw Autopilot via Equivalent Based Sliding Mode Control for Uncertain Nonlinear Time-Varying Missile

  • AWAD, Ahmed;WANG, Haoping
    • International Journal of Aeronautical and Space Sciences
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    • 제18권4호
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    • pp.688-696
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    • 2017
  • This paper presents an integrated roll-pitch-yaw autopilot using an equivalent based sliding mode control for skid-to-turn nonlinear time-varying missile system with lumped disturbances in its six-equations of motion. The considered missile model are developed to integrate the model uncertainties, external disturbances, and parameters perturbation as lumped disturbances. Moreover, it considers the coupling effect between channels, the variation of missile velocity and parameters, and the aerodynamics nonlinearity. The presented approach is employed to achieve a good tracking performance with robustness in all missile channels simultaneously during the entire flight envelope without demand of accurate modeling or output derivative to avoid the noise existence in the real missile system. The proposed autopilot consisting of a two-loop structure, controls pitch and yaw accelerations, and stabilizes the roll angle simultaneously. The Closed loop stability is studied. Numerical simulation is provided to evaluate performance of the suggested autopilot and to compare it with an existing autopilot in the literature concerning the robustness against the lumped disturbances, and the aforesaid considerations. Finally, the proposed autopilot is integrated in a six degree of freedom flight simulation model to evaluate it with several target scenarios, and the results are shown.

Application to Speed Control of Brushless DC Motor Using Mixed $H_2/H_{\infty}$ PID Controller with Genetic Algorithm

  • ;;;;김상봉
    • 한국해양공학회지
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    • 제22권4호
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    • pp.14-19
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    • 2008
  • This paper proposes a mixed $H_2/H_{\infty}$ optimal PID controller with a genetic algorithm based on the dynamic model of a brushless direct current (BLDC) motor and applies it to speed control. In the dynamic model of the BLDC motor with perturbation, the proposed controller guarantees arobust and optimal tracking performance to the desired speed of the BLDC motor. A genetic algorithm was used to obtain parameters for the PID controller that satisfy the mixed $H_2/H_{\infty}$ constraint. To implement the proposed controller, a control system based on PIC18F4431 was developed. Numerical and experimental results are shown to prove that the performance of the proposed controller was better than that of the optimal PID controller.

퍼지추론을 이용한 이동로봇의 백스테핑 제어기 성능개선 (Performance Improvement for Back-stepping Controller of a Mobile Robot Based on Fuzzy Systems)

  • 박재훼;진태석;이만형
    • 전자공학회논문지SC
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    • 제40권5호
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    • pp.308-316
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    • 2003
  • 이 논문은 퍼지 시스템을 기반으로 하여 이동로봇의 제적제어에 대하여 기술한다. 기존의 백스텝핑 (back-stepping) 제어기는 이동로봇의 동역학과 기구학을 모두 포함하여 제어기를 구성하였다. 그러나 기존의 back-stepping 제어기는 기구학적 제어기에서 생성되는 속도 명령에 의해서 많은 영향을 받는다. 기존의 back-stepping 제어기의 성능을 증가 시키기 위해서 본 논문에서는 비선형 제이기로 많이 사용되고 있는 퍼지 시스템을 사용하였다. 본 논문에서는 back-stepping 제어기의 새로운 속도명령을 퍼지 추론을 통하여 생성하였다. 퍼지 규칙은 기구학적 제어기의 개인을 설정하기 위해서 설정하였으며, 퍼지 추론을 통하여 새로 생성된 속도명령은 기준명령의 변화를 고려하여 생성되었다. 그리고 수치실험을 통하여 기존의 back-stepping 제어기 보다 제안된 방법이 우수함을 증명하였다.

Detection of Voltage Sag using An Adaptive Extended Kalman Filter Based on Maximum Likelihood

  • Xi, Yanhui;Li, Zewen;Zeng, Xiangjun;Tang, Xin
    • Journal of Electrical Engineering and Technology
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    • 제12권3호
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    • pp.1016-1026
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    • 2017
  • An adaptive extended Kalman filter based on the maximum likelihood (EKF-ML) is proposed for detecting voltage sag in this paper. Considering that the choice of the process and measurement error covariance matrices affects seriously the performance of the extended Kalman filter (EKF), the EKF-ML method uses the maximum likelihood method to adaptively optimize the error covariance matrices and the initial conditions. This can ensure that the EKF has better accuracy and faster convergence for estimating the voltage amplitude (states). Moreover, without more complexity, the EKF-ML algorithm is almost as simple as the conventional EKF, but it has better anti-disturbance performance and more accuracy in detection of the voltage sag. More importantly, the EKF-ML algorithm is capable of accurately estimating the noise parameters and is robust against various noise levels. Simulation results show that the proposed method performs with a fast dynamic and tracking response, when voltage signals contain harmonics or a pulse and are jointly embedded in an unknown measurement noise.

Velocity Controller Design for Fish Sorting Belt Conveyor System using M-MRAC and Projection Operator

  • Nguyen, Huy Hung;Tran, Minh Thien;Kim, Dae Hwan;Kim, Hak Kyeong;Kim, Sang Bong
    • 동력기계공학회지
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    • 제21권4호
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    • pp.42-50
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    • 2017
  • A velocity controller using a modified model reference adaptive controller (M-MRAC) and a projection operator for a fish sorting belt conveyor system with uncertainty parameters, input saturation and bounded disturbances is proposed in this paper. To improve the tracking performance and robustness of the proposed controller in the presence of bounded disturbances, the followings are done. Firstly, the reference model for the conventional model reference adaptive controller (CMRAC) is replaced by a modified reference model for a M-MRAC to reduce unexpected high frequency oscillation in control input signal when the adaptation rate is increased. Secondly, estimated parameters in an adaptive law are varied smoothly under bounded external disturbances and a projection operator is utilized in an adaptive law for the proposed M-MRAC controller to be robust. Thirdly, an auxiliary error vector is introduced for compensating the error dynamics of the system when the saturation input occurs. Finally, the experimental results are shown to verify the better effectiveness and performance of the proposed controller under the bounded disturbance and saturated input than that of a CMRAC.

A reliable quasi-dense corresponding points for structure from motion

  • Oh, Jangseok;Hong, Hyunggil;Cho, Yongjun;Yun, Haeyong;Seo, Kap-Ho;Kim, Hochul;Kim, Mingi;Lee, Onseok
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제14권9호
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    • pp.3782-3796
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    • 2020
  • A three-dimensional (3D) reconstruction is an important research area in computer vision. The ability to detect and match features across multiple views of a scene is a critical initial step. The tracking matrix W obtained from a 3D reconstruction can be applied to structure from motion (SFM) algorithms for 3D modeling. We often fail to generate an acceptable number of features when processing face or medical images because such images typically contain large homogeneous regions with minimal variation in intensity. In this study, we seek to locate sufficient matching points not only in general images but also in face and medical images, where it is difficult to determine the feature points. The algorithm is implemented on an adaptive threshold value, a scale invariant feature transform (SIFT), affine SIFT, speeded up robust features (SURF), and affine SURF. By applying the algorithm to face and general images and studying the geometric errors, we can achieve quasi-dense matching points that satisfy well-functioning geometric constraints. We also demonstrate a 3D reconstruction with a respectable performance by applying a column space fitting algorithm, which is an SFM algorithm.

유전 알고리즘을 이용한 모델 추종형 최적 다변수 보일러-터빈 H_\infty제어 시스템의 세계 (A Design of Model Following Optimal Multivariable BOiler-Turbine H_\infty Control System using Genetic Algorithm)

  • 황현준;김동완;박준호;황창선
    • 대한전기학회논문지:전력기술부문A
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    • 제48권2호
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    • pp.127-135
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    • 1999
  • Multivarialbe Boiler-Turbine H_\infty Control System Genetic Algorithm Weighting Functions $W_1$(s), $W_2$(s), and design parameter $\gamma$ that are given by Glover-Doyle algorithm, to optimally follow the output of reference model. The first method to do this is that the gains of weighting functions $W_1$(s), $W_2$(s), and design parameter are optimized simultaneously by genetic algorithm with the tournament method that can search more diversely, in the search domain which guarantees the robust stability of system. And the second method is that not only by genetic algorithm with the roulette-wheel method that can search more fast, in that search domain. The boiler-turbine H_\infty control system designed by theabove second method has not only the robust stability to a modeling error but also the the better command tracking preformance than those of the H_\infty control system designed by trial-and-error method and the above first method. Also, this boiler-turbine H_\infty control system has the better performance than that of the LQG/LTR contro lsystem. The effectiveness of this boiler-turbineH_\infty control system is verified by computer simulation.

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