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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:在iCub机器人上实现的视觉跟踪模型,作为结合大脑和物理模拟的新型神经机器人工具包的用例

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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受神经启发的计算范例是一个新兴的研究领域,可促进我们对生物系统的模型理解,并针对人造系统中的技术应用。模拟脑电路的计算能力使其成为开发脑控机器人的非常有前途的工具。机器人控制器开发的早期阶段广泛使用模拟器,因为它们是简便,快速且廉价的工具。为了开发包含大脑模型的机器人控制器,缺少了同时包含神经模拟和物理模拟的工具。这种工具需要能够协调和同步两个仿真以及管理它们之间的数据交换。 Neurorobotics平台(NRP)旨在通过集成软件工具包填补这一空白,使实验人员能够使用定制的脑模型使用模拟机器人设计和执行虚拟实验。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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