• 제목/요약/키워드: Trajectory generation

검색결과 266건 처리시간 0.028초

강화학습을 이용한 무인 자율주행 차량의 지역경로 생성 기법 (Local Path Generation Method for Unmanned Autonomous Vehicles Using Reinforcement Learning)

  • 김문종;최기창;오병화;양지훈
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제3권9호
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    • pp.369-374
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    • 2014
  • 무인 자율주행 차량에서의 경로 생성 기법은 차량이 자동적으로 안전하고 효율적인 경로를 생성하고 주행할 수 있도록 해 준다. 경로에는 크게 전역경로와 지역경로가 있다. 전역경로는 차량이 출발점으로부터 도착점까지 가기 위해 주행해야 하는 구간을, 지역경로는 전역경로에서 얻은 구간을 주행하기 위해서 차량이 실제로 주행해야 할 경로를 의미한다. 본 논문에서는 지역경로 생성을 위하여 효율성 높은 곡선 함수를 사용하는 기존연구에서 더 나아가 학습을 통해 경로를 생성하는 방법을 제안한다. 먼저 강화학습을 통해서 후보경로에 대한 예측 보상 값을 얻고 보상 값이 최고가 되는 경로를 찾는 작업을 한다. 또한 인공 신경망을 통해서는 생성된 경로에 최적화된 조향 명령을 주기 위해 조향 각을 학습하는 작업을 한다. 더 나아가 주행하는 경로에 장애물이 발견되더라도 이를 효율적으로 회피하는 최적의 경로를 학습 기법을 통해 만들어낸다. 본 논문에서 제안된 알고리즘의 우수성은 실제 주행 환경으로 모델링한 시뮬레이션 실험을 통해 검증되었다.

Trajectory Generation of a Moving Object for a Mobile Robot in Predictable Environment

  • Jin, Tae-Seok;Lee, Jang-Myung
    • International Journal of Precision Engineering and Manufacturing
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    • 제5권1호
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    • pp.27-35
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    • 2004
  • In the field of machine vision using a single camera mounted on a mobile robot, although the detection and tracking of moving objects from a moving observer, is complex and computationally demanding task. In this paper, we propose a new scheme for a mobile robot to track and capture a moving object using images of a camera. The system consists of the following modules: data acquisition, feature extraction and visual tracking, and trajectory generation. And a single camera is used as visual sensors to capture image sequences of a moving object. The moving object is assumed to be a point-object and projected onto an image plane to form a geometrical constraint equation that provides position data of the object based on the kinematics of the active camera. Uncertainties in the position estimation caused by the point-object assumption are compensated using the Kalman filter. To generate the shortest time trajectory to capture the moving object, the linear and angular velocities are estimated and utilized. The experimental results of tracking and capturing of the target object with the mobile robot are presented.

우주비행체의 대기권 재진입 기준궤적 해석 (Reference Trajectory Analysis of Atmosphere Re-entry for Space Vehicle)

  • 이대우;조겸래
    • 한국정밀공학회지
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    • 제17권6호
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    • pp.111-118
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    • 2000
  • The design of reference trajectory with respect to drag acceleration is necessary to decelerate from hypersonic speed safely after atmosphere re-entry of space vehicle. The re-entry guidance design involves trajectory optimization, generation of a reference drag acceleration profile with the satisfaction of 6 trajectory constraints during the re-entry flight. This reference drag acceleration profile can be considered as the reference trajectory. The cost function is composed of the accumulated total heating on vehicle due to the reduction of weight. And a regularization is needed to prevent optimal drag profile from varying too fast and achieve realized trajectory. This paper shows the relations between velocity, drag acceleration and altitude in drag acceleration profile, and how to determine the reference trajectory.

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4 족보행 로봇의 갤로핑 궤적의 최적화 (Trajectory optimization for galloping quadruped robots)

  • 채기주;박종현
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2007년도 춘계학술대회A
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    • pp.831-836
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    • 2007
  • This paper proposes an optimal galloping trajectory which costs low energy and guarantees the stability of the quadruped robot. In the realization of the fast galloping, the trajectory design is important. As a galloping trajectory, we propose an elliptic leg trajectory, which provides simplified locomotion to complex galloping motions of animals. However, the elliptic trajectory, as an imitation of animal galloping motion, does not guarantee stability and minimal energy consumption. We propose optimization based on the energy and stability using a genetic algorithm, which provides the robust and global solution to a multi-body, highly nonlinear dynamic system. To evaluate and verify the effectiveness of the proposed trajectory, computer simulations were carried out.

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여유구동을 활용한 생체모방 궤적계획 (Biomimetic Trajectory Planning Via Redundant Actuation)

  • 이재훈;이병주
    • 제어로봇시스템학회논문지
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    • 제9권6호
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    • pp.456-465
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    • 2003
  • It is well-known that bio-systems does not calculate inverse dynamics for trajectory planning, but they move by proper modulation of system impedances. Inspired by bio-systems, a biomimetic trajectory planning method is proposed in this work. This scheme is based on employment of redundant actuation which prevails in bio-systems. We discuss that for the generation of the biomimetic trajectory, intelligent structure of bio-systems plays an important role. Redundant actuation and kinematic redundancy fall into such a category of intelligent structure. The proposed biomimetic trajectory planning modulates the complete dynamic behavior such as natural frequencies and damping ratios by using the intelligent structure. Experimental work is illustrated to show the effectiveness of the proposed biomimetic trajectory planning for a five-bar mechanism with redundant actuators.

재진입 비행체의 A/L 단계 공력특성과 기준궤적 설계 (Aerodynamic Characteristic and Reference Trajectory Design of A/L Phase for the Re-Entry Vehicle)

  • 양장식;백조하;민찬오;김종훈;이대우
    • 한국항공우주학회지
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    • 제36권8호
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    • pp.753-760
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    • 2008
  • 본 연구는 재진입 비행체인 Hope-X의 공력특성과 A/L 단계에 있어서 기준궤적 생성에 관한 것으로서 A/L 단계의 궤적생성을 위해서는 우선적으로 Hope-X의 양력계수와 항력계수가 필요하다. 이를 위해서 상용 유동해석 코드인 Fluent를 사용하여 Hope-X의 유동특성을 해석하였다. A/L 단계는 기준 궤적은 개념적으로 3개의 세부단계 : 기체 안정성을 위한 Steepglide Slope 단계, 안전한 착륙을 위한 Flare Maneuver 단계, 이 두 단계를 자연스럽게 연결시키는 Circular Flare단계로 이루어진다. 기준 궤적은 공력계수와 기체의 운동 특성을 고려하여 기하학적 경로식에 의한 각 단계의 경로각을 결정하는 방법을 통하여 생성된다.

수송기계구조물의 대기권 재진입 기준궤도 설계 (Reference Trajectory Design for Atmosphere Re-entry of Transportation Mechanical Structure)

  • 박중현;엄위섭
    • 동력기계공학회지
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    • 제7권4호
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    • pp.67-73
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    • 2003
  • The entry guidance design involves trajectory optimization and generation of a drag acceleration profile as the satisfaction of trajectory conditions during the entry flight. The reference trajectory is parameterized and optimized as piecewise linear functions of the velocity. A regularization technique is employed to achieve desired properties of the optimal drag profile. The regularized problem has smoothness properties and the minimization of performance index then prevents the drag acceleration from varying too fast, thus eliminating discontinuities. This paper shows the trajectory control using the simple control law as well as the information of reference drag acceleration.

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자율주행 시스템의 장애물 회피 알고리즘에 관한 연구 (Researches on Collision Avoidance Algorithms for Autonomous Driving System)

  • 안두성;박근현;최규종;전순용
    • 동력기계공학회지
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    • 제16권1호
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    • pp.84-90
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    • 2012
  • In unmanned vehicles' navigation, the shapes of obstacles are generally irregular and complex. The motion of vehicles based on the range sensor system such as ultrasonic sensors or laser sensors can be unstable due to the irregular shape of the obstacles. In this case, to generate stable trajectory of unmanned vehicles equipped with range sensors, we need an approach that can simplify an obstacle's irregular shape information. In this paper, we propose the trajectory generation algorithm that an vehicle can stably navigate in the environments where irregular shaped obstacles are scattered. The proposed method is verified through the analysis of vehicle's trail and direction data acquired by simulations and implementations.

유전 알고리즘을 이용한 이족보행로봇의 균형 궤적 생성에 관한 연구 (A study on the generation of balancing trajectory for biped robot using genetic algorithm)

  • 김종태;김진걸
    • 제어로봇시스템학회논문지
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    • 제5권8호
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    • pp.969-976
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    • 1999
  • This paper is concerned with the generation of a balancing trajectory for improving the walking performance. The balancing motion has been determined by solving a second -order differential equation. However, this method caused some difficulties in linearizing and approximating the equation and had restrictions on using various balancing trajectories. The proposed difficulties in linearizing and approximating the equation and had restrictions on using various balancing trajectories. The proposed method i this paper is based on the genetic algorithm for minimizing the motins of balancing joints, whose trajectories are generated by the fifth-order polynomial interpolation after planning leg trajectories. The real walking experiments are made on the biped robot IWR-III, developed by our Automatic Control Laboratory. The system has 8 degrees of freedom and the structure of three pitches in each leg, and one roll and one prismatic joint in the balancing joints. The experimental result shows the validity and applicability of the new proposed algorithm.

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제어기가 분리 설계된 매크로/마이크로 로봇의 공동작용 제어 (Coordinated Control of a Macro/Micro Robot with Separate Controllers)

  • 황정훈;권동수
    • 제어로봇시스템학회논문지
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    • 제6권3호
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    • pp.309-316
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    • 2000
  • A coordination method for a macro/micro robot with separate controllers is proposed and evaluated. The macro/micro robot system generally has independent controllers for the macro and the micro robot respectively. A controller for the coordination of the macro and the micro robot has been designed based on the stable independent controller of each system. The method and trajectory generation method is also proposed to track the moving desired position rapidly. The control method and trajectory generation method is also proposed to track the moving desired position rapidly. The control strategy has been implemented to the macro/micron robot system to evaluate the performance. The experimental results show that the proposed method for maintaining the micro robot within its workspace has uniform performance over the various range of the bandwidth and the proposed trajectory generator is shown to be efficient.

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