利用神经网络求解平面机械臂逆运动轨迹跟踪问题

Nurani Lathifah, A. N. Handayani, H. Herwanto, S. Sendari
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引用次数: 1

摘要

逆运动学是用给定末端执行器坐标估计关节角度的方法来控制机械臂的多个关节的问题。提出并分析了神经网络反向传播Levenberg - Marquardt的不同结构,以解决平面三连杆训练器机械臂的逆运动学轨迹跟踪问题。结果显示了隐层神经元数量对求解结果的影响。提高神经网络的性能可以在未来的工作中加以解决。
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Solving inverse kinematics trajectory tracking of planar manipulator using neural network
Inverse kinematics is the context of controlling multiple joints of a robot arm with the method of estimating the joint angles from the given end-effector coordinates. In this paper, different architecture of neural network Backpropagation Levenberg Marquardt was proposed and analyzed to solve inverse kinematics trajectory tracking in a trainer planar three-link manipulator. The result shows the amount of neuron(s) in hidden layer affected to the result of the solution. Improving the performance of the neural network can be addressed in the future work.
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