基于直接逆控制的大升力六旋翼机高度控制的反向传播神经网络与Elman递归神经网络算法比较

B. Suprapto, B. Kusumoputro
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引用次数: 2

摘要

高度控制是控制重型六旋翼机的重要因素之一。这种高度控制需要精确控制,因为重型六旋翼机的移动是基于其驱动电机的速度。本文采用了一种基于神经网络算法的直接逆控制器控制。本文采用的算法是Elman递归神经网络,与反向传播神经网络进行了比较。反向传播算法是神经网络中应用最广泛的算法。在测试结果中,与反向传播神经网络算法相比,Elman递归神经网络算法的MSE值更小,能够跟上给定的数据测试。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Comparison of Back Propagation Neural Network and Elman Recurrent Neural Network Algorithms on Altitude Control of Heavy-lift Hexacopter Based on Direct Inverse Control
The altitude control is one of the important factors in controlling the heavy-lift hexacopter. This altitude control needs precise control since the heavy-lift hexacopter moves based on the speed of its driving motors. This paper uses a control based on Direct Inverse Controller with Neural Network Algorithm. The algorithm which used in this paper is Elman Recurrent Neural Network compared with Backpropagation Neural Network. The Backpropagation is the most used algorithm in Neural Network. In the testing result, The Elman Recurrent Neural Network algorithm result in smaller MSE value and capable to keep up with given data test compared with Backpropagation Neural Network algorithm.
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