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首页> 外文期刊>IEEE Transactions on Cognitive and Developmental Systems >A Furcated Visual Collision Avoidance System for an Autonomous Microrobot
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A Furcated Visual Collision Avoidance System for an Autonomous Microrobot

机译:一种自主微毒素的毛皮视觉碰撞避免系统

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This paper proposes a secondary reactive collision avoidance system for microclass of robots based on a novel approach known as the furcated luminance-difference processing (FLDP) inspired by the lobula giant movement detector, a wide-field visual neuron located in the lobula layer of a locust nervous system. This paper addresses some of the major collision avoidance challenges: obstacle proximity and direction estimation, and operation in GPS-denied environment with irregular lighting. Additionally, it has proven effective in detecting edges independent of background color, size, and contour. The FLDP executes a series of image enhancement and edge detection algorithms to estimate collision threat-level which further determines whether the robot's field of view must be dissected where each section's response is compared against the others to generate a simple collision-free maneuver. Ultimately, the computation load and the performance of the model are assessed against an eclectic set of offline as well as real-time real-world collision scenarios validating the proposed model's asserted capability to avoid obstacles at more than 670 mm prior to collision, moving at 1.2 ms(-1) with a successful avoidance rate of 90% processing at 120 Hz on a simple single-core microcontroller, sufficient to conclude the system's feasibility for real-time real-world applications that possess fail-safe collision avoidance system.
机译:本文提出了一种基于被称为由叶片巨型运动探测器的突发亮度差异处理(FLDP)的新型方法的机器人微流量的二次反应碰撞系统,这是一个位于叶片层的横向视野视野神经元蝗虫神经系统。本文涉及一些主要的碰撞避免挑战:障碍物邻近和方向估计,以及具有不规则照明的GPS拒绝环境中的操作。此外,它已经证明有效地检测独立于背景颜色,尺寸和轮廓的边缘。 FLDP执行一系列图像增强和边缘检测算法,以估计碰撞威胁级,这进一步确定了机器人的视野必须被解释,其中每个部分的响应与其他部分进行比较以产生简单的自由的机动。最终,对模型的计算负荷和模型的性能进行评估,并验证验证所提出的模型的断言能力,以避免在碰撞前超过670毫米的障碍物,移动1.2 ms(-1)在简单的单核微控制器上成功避免90%加工的避免率为90%,足以结束系统对具有故障安全碰撞系统的实时现实应用的可行性。

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