基于ANFIS的无人起重机防摇摆定位算法

Youcheng Chen, D. Niu, Qi Li, Xisong Chen, Li Ding, Jinbo Liu
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引用次数: 1

摘要

桥式起重机系统在工业生产中应用广泛,其防摇定位控制至关重要。本文提出了一种基于ANFIS的无人起重机防摇摆定位控制算法,该算法采用类似神经网络的结构,通过反向传播算法和最小二乘算法可以有效地计算出隶属函数的最优参数。实验结果表明,在一定的绳长范围内,该算法能够实现较高的定位精度。当到达目标位置时,负载摇摆角很小。
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An Anti-sway Positioning Algorithm of Unmanned Crane Based on ANFIS
The bridge crane system is widely used in the industrial production and its anti-sway positioning controls are crucial. In this paper, an anti-sway positioning control algorithm of unmanned crane is proposed based on ANFIS, which employs a structure similar to neural networks and can effectively calculate the optimal parameters of the membership function through the back propagation algorithm and the least square algorithm. The experimental results show that the proposed algorithm can achieve high positioning accuracy under the condition of a certain range of rope length. The load sway angle is small when the target position is reached.
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