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A visual tracking model implemented on the iCub robot as a use case for a novel neurorobotic toolkit integrating brain and physics simulation

机译:ICUB机器人在ICUB机器人上实现的视觉跟踪模型作为一种用于集成脑和物理模拟的新型神经毒性工具包的用例

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Developing neuro-inspired computing paradigms that mimic nervous system function is an emerging field of research that fosters our model understanding of the biological system and targets technical applications in artificial systems. The computational power of simulated brain circuits makes them a very promising tool for the development for brain-controlled robots. Early phases of robotic controllers development make extensive use of simulators as they are easy, fast and cheap tools. In order to develop robotics controllers that encompass brain models, a tool that include both neural simulation and physics simulation is missing. Such a tool would require the capability of orchestrating and synchronizing both simulations as well as managing the exchange of data between them. The Neurorobotics Platform (NRP) aims at filling this gap through an integrated software toolkit enabling an experimenter to design and execute a virtual experiment with a simulated robot using customized brain models. As a use case for the NRP, the iCub robot has been integrated into the platform and connected to a spiking neural network. In particular, experiments of visual tracking have been conducted in order to demonstrate the potentiality of such a platform.
机译:开发模仿神经系统功能的神经启发计算范例是一种新兴的研究领域,促进了我们对生物系统的模型理解,并针对人工系统的技术应用。模拟脑电路的计算能力使它们成为脑控制机器人的开发的非常有前途的工具。机器人控制器的早期阶段开发使模拟器的广泛使用,因为它们很容易,快捷,更便宜的工具。为了开发包含大脑模型的机器人控制器,缺少包括神经仿真和物理模拟的工具。这样的工具需要协调和同步两个模拟的能力以及管理它们之间的数据交换。神经毒理学平台(NRP)旨在通过集成的软件工具包填充这种差距,使实验者能够设计和执行使用定制的大脑模型的模拟机器人。作为NRP的用例,ICUB机器人已集成到平台中并连接到尖峰神经网络。特别地,已经进行了视觉跟踪的实验,以证明这种平台的潜力。

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