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Application of Hierarchical Dissociated Neural Network in Closed-Loop Hybrid System Integrating Biological and Mechanical Intelligence

机译:层次解离神经网络在生物与机械智能集成的闭环混合系统中的应用

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摘要

Neural networks are considered the origin of intelligence in organisms. In this paper, a new design of an intelligent system merging biological intelligence with artificial intelligence was created. It was based on a neural controller bidirectionally connected to an actual mobile robot to implement a novel vehicle. Two types of experimental preparations were utilized as the neural controller including ‘random’ and ‘4Q’ (cultured neurons artificially divided into four interconnected parts) neural network. Compared to the random cultures, the ‘4Q’ cultures presented absolutely different activities, and the robot controlled by the ‘4Q’ network presented better capabilities in search tasks. Our results showed that neural cultures could be successfully employed to control an artificial agent; the robot performed better and better with the stimulus because of the short-term plasticity. A new framework is provided to investigate the bidirectional biological-artificial interface and develop new strategies for a future intelligent system using these simplified model systems.
机译:神经网络被认为是生物智能的起源。在本文中,创建了将生物智能与人工智能相结合的智能系统的新设计。它基于双向连接到实际移动机器人的神经控制器,以实现新型车辆。神经网络使用了两种实验准备作为神经控制器,包括“随机”和“ 4Q”(人工分为四个相互连接的部分的培养神经元)神经网络。与随机区域性相比,“ 4Q”区域呈现出完全不同的活动,并且由“ 4Q”网络控制的机器人在搜索任务中具有更好的功能。我们的结果表明,神经文化可以成功地用于控制人工制剂。由于短期可塑性,机器人在刺激下的表现越来越好。提供了一个新的框架来研究双向生物-人工接口,并使用这些简化的模型系统为未来的智能系统开发新的策略。

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