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nBrains A New Type of Robot Brain

机译:nBrains一种新型的机器人大脑

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The design and implementation of a possible alternative to Artificial Neural Networks (ANNs) for agent control is described. This alternative, known as the nBrain, uses the phase-space representation as the inspiration for a controller. The agent progresses to different states due to the presence of attractors in phase space, whose locations are set by the robot's genome. Several experiments with simulated agents are described. The experiments were successful in that tasks which have been performed by ANNs in the past were successfully accomplished by nBrains under evolution. The possible advantages and disadvantages of nBrains over ANNs are discussed, and directions for future work are presented.
机译:描述了用于人工神经网络控制的人工神经网络(ANN)可能替代方案的设计和实现。这种称为nBrain的替代方法使用相空间表示法作为控制器的灵感。由于相空间中存在吸引子,代理会发展为不同状态,吸引子的位置由机器人的基因组确定。描述了使用模拟代理的几个实验。实验是成功的,因为过去由人工神经网络执行的任务是由nBrains正在进化中成功完成的。讨论了nBrain优于ANN的可能的优缺点,并提出了未来工作的方向。

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