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首页> 外文期刊>Advanced Robotics: The International Journal of the Robotics Society of Japan >Non-holonomic Path Planning of a Free-Floating Space Robotic System Using Genetic Algorithms
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Non-holonomic Path Planning of a Free-Floating Space Robotic System Using Genetic Algorithms

机译:基于遗传算法的自由浮动空间机器人系统的非完整路径规划

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In this paper, the non-holonomic characteristic of a free-floating space robotic system is used to plan the path of the manipulator joints, by whose motion the base attitude and the manipulator joints attain the desired states. Here, we parameterize the joint trajectory using sinusoidal functions, whose arguments are high-order polynomials. Then, we define the cost function for optimization according to the constraint conditions and the accuracy of the space robot. Finally, genetic algorithms (GAs) are used to search for the solutions of the parameters. Compared with others, our approach has advantages as follows, (i) The motion of the manipulator and the disturbance on the base are practically constrained, (ii) The dynamic singularities cannot affect the algorithm since only the direct kinematic equations are utilized, (iii) The planned path is smooth and more applicable for the control of the manipulator, (iv) The convergence of the algorithm is not affected by the attitude singularity since the orientation error is represented by quaternion, which is globally singularity-free. The simulation results of the spacecraft with a 6-d.o.f. manipulator verify the performance and the validity of the proposed method.
机译:在本文中,自由浮动空间机器人系统的非完整特性被用于规划机械手关节的路径,通过该运动,机器人的基本姿势和机械手关节达到所需的状态。在这里,我们使用正弦函数对关节轨迹进行参数化,正弦函数的参数是高阶多项式。然后,根据约束条件和空间机器人的精度定义成本函数进行优化。最后,遗传算法(GA)用于搜索参数的解。与其他方法相比,我们的方法具有以下优点:(i)实际限制了机械手的运动和对基座的干扰;(ii)由于仅利用了直接运动学方程,因此动态奇异性不会影响算法。 )计划的路径是平滑的,并且更适用于机械手的控制,(iv)算法的收敛性不受姿态奇点的影响,因为定向误差由四元数表示,而四元数表示该误差是全局无奇点的。 6 d.o.f.的航天器模拟结果机械手验证了所提方法的性能和有效性。

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