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Neural Network Inversion for Multilayer Quaternion Neural Networks 被引量:1

Neural Network Inversion for Multilayer Quaternion Neural Networks
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摘要 Recently, solutions to inverse problems have been required in various engineering fields. The neural network inversion method has been studied as one of the neural network-based solutions. On the other hand, the extension of the neural network to a higher-dimensional domain, e.g., complex-value or quaternion, has been proposed, and a number of higher-dimensional neural network models have been proposed. Using the quatemion, we have the advantage of expressing 3D (three-dimensional) object attitudes easily. In the quaternion domain, we can define inverse problems where the cause and the result are expressed by the quaternion. In this paper, we extend the neural network inversion method to the quatemion domain. Further, we provide the results of the computer experiments to demonstrate the process and effectiveness of our method.
出处 《Computer Technology and Application》 2016年第2期73-82,共10页 计算机技术与应用(英文版)
关键词 Inverse problems neural network inversion quatemion inverse mapping inverse kinematics. 神经网络模型 反演方法 四元数 计算机实验 逆问题 三维 数域 高维
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