• 제목/요약/키워드: generation of trajectory

검색결과 266건 처리시간 0.025초

저가 Redundant Manipulator의 최적 경로 생성을 위한 Deep Deterministic Policy Gradient(DDPG) 학습 (Learning Optimal Trajectory Generation for Low-Cost Redundant Manipulator using Deep Deterministic Policy Gradient(DDPG))

  • 이승현;진성호;황성현;이인호
    • 로봇학회논문지
    • /
    • 제17권1호
    • /
    • pp.58-67
    • /
    • 2022
  • In this paper, we propose an approach resolving inaccuracy of the low-cost redundant manipulator workspace with low encoder and low stiffness. When the manipulators are manufactured with low-cost encoders and low-cost links, the robots can run into workspace inaccuracy issues. Furthermore, trajectory generation based on conventional forward/inverse kinematics without taking into account inaccuracy issues will introduce the risk of end-effector fluctuations. Hence, we propose an optimization for the trajectory generation method based on the DDPG (Deep Deterministic Policy Gradient) algorithm for the low-cost redundant manipulators reaching the target position in Euclidean space. We designed the DDPG algorithm minimizing the distance along with the jacobian condition number. The training environment is selected with an error rate of randomly generated joint spaces in a simulator that implemented real-world physics, the test environment is a real robotic experiment and demonstrated our approach.

Co-Pilot Agent for Vehicle/Driver Cooperative and Autonomous Driving

  • Noh, Samyeul;Park, Byungjae;An, Kyounghwan;Koo, Yongbon;Han, Wooyong
    • ETRI Journal
    • /
    • 제37권5호
    • /
    • pp.1032-1043
    • /
    • 2015
  • ETRI's Co-Pilot project is aimed at the development of an automated vehicle that cooperates with a driver and interacts with other vehicles on the road while obeying traffic rules without collisions. This paper presents a core block within the Co-Pilot system; the block is named "Co-Pilot agent" and consists of several main modules, such as road map generation, decision-making, and trajectory generation. The road map generation builds road map data to provide enhanced and detailed map data. The decision-making, designed to serve situation assessment and behavior planning, evaluates a collision risk of traffic situations and determines maneuvers to follow a global path as well as to avoid collisions. The trajectory generation generates a trajectory to achieve the given maneuver by the decision-making module. The system is implemented in an open-source robot operating system to provide a reusable, hardware-independent software platform; it is then tested on a closed road with other vehicles in several scenarios similar to real road environments to verify that it works properly for cooperative driving with a driver and automated driving.

Trajectory generation for contour control of mechatronics servo systems subjected to torque constraints

  • Goto, Satoru;Nakamura, Masatoshi;Kyura, Nobuhiro
    • 제어로봇시스템학회:학술대회논문집
    • /
    • 제어로봇시스템학회 1994년도 Proceedings of the Korea Automatic Control Conference, 9th (KACC) ; Taejeon, Korea; 17-20 Oct. 1994
    • /
    • pp.66-70
    • /
    • 1994
  • The actuator saturation defects the countour control performance of mechatronics servo systems. In this paper, trajectory generation of contour control of the mechatronics servo system is developed taking into account of the constraints of the torque in the system. By using the generated trajectory, the torque constraint and assigned working accuracy are satisfied and the accurate contour control performance is achieved.

  • PDF

Bezier 곡선을 이용한 이륜 구동 로봇의 경로 생성 (Trajectory Generation of Two Wheeled Mobile Robot using Bezier Curve)

  • 조규상
    • 대한전기학회:학술대회논문집
    • /
    • 대한전기학회 2002년도 하계학술대회 논문집 D
    • /
    • pp.2472-2474
    • /
    • 2002
  • This paper describe a trajectory generation method for a two-wheeled mobile robot using cubic Bezier curve. It is proposed that the method to determine the location of control points which mainly affect the shape of curve, and constrains for two-wheeled mobile are examined. Simulation results show its traceability of the trajectory of mobile robot.

  • PDF

한글 음절 분류를 통한 입 모양 궤적 생성 (Mouth Shape Trajectory Generation Using Hangul Phoneme Analysis)

  • 박유신;김종수;김태용;최종수
    • 대한전자공학회:학술대회논문집
    • /
    • 대한전자공학회 2003년도 신호처리소사이어티 추계학술대회 논문집
    • /
    • pp.53-56
    • /
    • 2003
  • In this paper, we propose a new method which generates the trajectory of the mouth shape for the characters by the user inputs. It is based on the character at a basis syllable and can be suitable to the mouth shape generation. In this paper, we understand the principle of the Korean language creation and find the similarity for the form of the mouth shape and select it as a basic syllable. We also consider the articulation of this phoneme for it and create a new mouth shape trajectory and apply at face of an 3D avatar.

  • PDF

Look Ahead 알고리즘에 의한 CNC 공작 기계의 속도 궤적 생성 연구 (Velocity Profile Generation of CNC Machines by the Look Ahead Algorithm)

  • 전도영;김한석
    • 한국정밀공학회:학술대회논문집
    • /
    • 한국정밀공학회 1995년도 추계학술대회 논문집
    • /
    • pp.977-980
    • /
    • 1995
  • This paper proposes the look ahead algorithm with the trapezoidal velocity trajectory in each G-code block. The algorithm requires the information on the length of next trajectories and the connecting angle between each trajectiories. A method of generating the maximum corner velocity upon the connecting angle within the machining tolerance is developed and applied to the look ahead algorithm. Simulations and experiments witha machining center show the effectiveness of the methodology.

  • PDF

2족 보행로봇을 위한 여유자유도 궤적 생성 (Redundancy Trajectory Generation for Biped Robot Manipulators)

  • 연제성;박종현
    • 대한기계학회논문집A
    • /
    • 제33권10호
    • /
    • pp.1014-1022
    • /
    • 2009
  • A biped robot in locomotion can be regarded to be kinetically redundant in that the link-chain from its foot on the ground to its swing foot has more degrees of freedom that needed to realize stable bipedal locomotion. This paper proposes a new method to generate a trajectory for bipedal locomotion based on this redundancy, which directly generates a locomotion trajectory at the joint level unlike some other methods such as LIPM (linear inverted-pendulum mode) and GCIPM (gravity-compensated inverted-pendulum mode), each of which generates a trajectory of the center of gravity or the hip link under the assumption of the dominance of the hip-link inertia before generating the trajectory of the whole links at the joint level. For the stability of the trajectory generated in the proposed method, a stability condition based on the ZMP (zero-moment point) is used as a constraint as well as other kinetic constraints for bipedal motions. A 6-DOF biped robot is used to show how a stable locomotion trajectory can be generated in the sagittal plane by the proposed method and to demonstrate the feasibility of the proposed method.

Preventive Control for Transient Security with Generation Rescheduling Based on Rotor Trajectory Index

  • Verma, Kusum;Niazi, K.R.
    • Journal of Electrical Engineering and Technology
    • /
    • 제10권2호
    • /
    • pp.465-473
    • /
    • 2015
  • The increasing need to improve transient security assessment of existing or forecasted operating conditions of networks by power system operators is major concern of the power system security monitoring problem at the Energy Management Systems. This paper proposes a preventive control of transient stability with generation rescheduling based on rotor trajectory index obtained using time domain simulations. This index may help power engineers in making operational decision and to obtain a generation configuration with better transient security dispatch. The effectiveness of the proposed methodology is demonstrated on IEEE 39-bus New England system for a three phase fault at different loading conditions with single and multiple line outage cases.

신경 회로망에 의한 로보트 매니퓰레이터의 PTP 운동에 관한 연구 (A Study on the PTP Motion of Robot Manipulators by Neural Networks)

  • 경계현;고명삼;이범희
    • 대한전기학회:학술대회논문집
    • /
    • 대한전기학회 1989년도 하계종합학술대회 논문집
    • /
    • pp.679-684
    • /
    • 1989
  • In this paper, we describe the PTP notion of robot manipulators by neural networks. The PTP motion requires the inverse kinematic redline and the joint trajectory generation algorithm. We use the multi-layered Perceptron neural networks and the Error Back Propagation(EBP) learning rule for inverse kinematic problems. Varying the number of hidden layers and the neurons of each hidden layer, we investigate the performance of the neural networks. Increasing the number of learning sweeps, we also discuss the performance of the neural networks. We propose a method for solving the inverse kinematic problems by adding the error compensation neural networks(ECNN). And, we implement the neural networks proposed by Grossberg et al. for automatic trajectory generation and discuss the problems in detail. Applying the neural networks to the current trajectory generation problems, we can refute the computation time for trajectory generation.

  • PDF

실내 환경에서의 쿼드로터형 무인 비행체를 위한 비전 기반의 궤적 추종 제어 시스템 (Vision-Based Trajectory Tracking Control System for a Quadrotor-Type UAV in Indoor Environment)

  • 시효석;박현;김헌희;박광현
    • 한국통신학회논문지
    • /
    • 제39C권1호
    • /
    • pp.47-59
    • /
    • 2014
  • 본 논문은 실내 환경에서의 엔터테인먼트 활용을 목적으로 쿼드로터형 비행체를 위한 비전 기반의 궤적 추종제어 시스템을 다룬다. 항공촬영 및 감시 등의 특수임무를 완수하기 위해 자율성이 강조되는 실외 비행체와 비교할 때, 엔터테인먼트를 목적으로 하는 실내 환경에서의 비행체를 위해서는 안정성 및 정밀성이 특히 고려된 호버링 및 궤적추종 기능 등이 요구된다. 이에, 본 논문은 동작생성, 자세추정, 궤적추종 모듈로 구성된 궤적추종 제어시스템을 제안한다. 동작생성 모듈은 매 시간에서의 3차원 자세로 기술되는 동작들에 대한 연속적인 시퀀스를 생성한다. 자세추정 모듈은 비행체에 장착된 원형 링 패턴의 인식을 통해 쿼드로터의 3차원 자세정보를 추정한다. 궤적추종 모듈은 동작생성 모듈과 자세추정 모듈로부터 제공되는 정보를 이용하여 쿼드로터 비행체의 3차원 위치를 실시간적으로 제어한다. 제안된 시스템의 성능은 단일 점 추종, 다점 추종, 곡선궤적 추종에 대한 실험을 통해 평가된다.