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Environmental perception for grasping an unknown object based on 3D range distance information

机译:基于3D距离距离信息抓取未知物体的环境感知

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This paper discusses a perceptual system for an intelligent robot. A robot should be able to perceive environments flexibly to exhibit intelligent behavior. We focus on a perceptual system based on the perceiving-acting cycle discussed in ecological psychology. The perceptual system we have proposed consists of a retinal model and a spiking-neural network realizing the perceiving-acting cycle concept. We apply our proposal to a robot arm with a three-dimensional (3D)-range camera. First, we verify the integrated perceptual module based on perceiving-acting cycle. Furthermore, we propose the perceptual module for perceiving an unknown object based on 3D surfaces. We discuss the potency for detecting dish posture or position. As experimental results a perceptual module based on 3D surfaces is effective for detecting a dish posture or position from unsteady 3D measurement information.
机译:本文讨论了智能机器人的感知系统。机器人应该能够灵活地感知环境以表现出智能行为。我们专注于基于生态心理学中讨论的知觉-行为循环的知觉系统。我们提出的感知系统由视网膜模型和实现感知-作用周期概念的尖峰神经网络组成。我们将我们的建议应用到具有三维(3D)范围摄像头的机器人手臂上。首先,我们基于知觉-行动周期验证了集成的知觉模块。此外,我们提出了一种感知模块,用于感知基于3D曲面的未知对象。我们讨论了检测盘子姿势或位置的能力。作为实验结果,基于3D表面的感知模块可有效地从不稳定的3D测量信息中检测出盘子的姿势或位置。

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