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Fuzzy Control of a Low Cost Mobile Robot Based on Vertical Lines in An Edge Detected Image

机译:基于边缘检测图像中垂直线的低成本移动机器人的模糊控制

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Edge detection is a computationally efficient and economical image processing technique as this method retains only the edges of surrounding objects for guiding the navigation and localization of a mobile robot. However, present edge detection based methods are heavily dependent on fusion with odometrical data which gradually accumulates localization errors. Moreover, they lack descriptive capabilities. In this paper, a fuzzy view descriptor which fused the information of the detected adjacent primary colours of the vertical lines in the mobile robot's view with the fuzzified digital compass readings was used to ascertain the actual view. This fusion provided a sense of direction in addition to recognizing the frontal view. The fuzzified distance of the base pixel coordinates of the vertical line of interest determined the attraction of the mobile robot towards it or the repulsion from it. A fuzzy control rule base guided the mobile robot towards the vertical line of interest by constantly reducing its deviation in the edge image. The mobile robot managed to execute its consecutive movements in an intuitive manner without a precise mathematical model. The deviations of the vertical lines were kept small and the detection of the correct views was constantly reliable.
机译:边缘检测是计算有效的和经济的图像处理技术,因为这种方法保留周围物体的唯一边缘用于引导移动机器人的导航和定位。然而,本边缘检测为基础的方法严重依赖于融合逐渐累积定位误差odometrical数据。此外,他们缺乏描述性的能力。在本文中,使用了哪个稠合在移动机器人的与模糊化数字罗盘读数视图的垂直线的检测相邻原色的信息的模糊视图描述符,以确定实际的视图。这种融合除了识别主视图提供方向感。感兴趣的垂直线的基础像素坐标的模糊化的距离来确定朝它的移动机器人或从它的排斥力的吸引力。模糊控制规则库通过不断地减少边缘图像在其偏差引向感兴趣的垂直线的移动机器人。移动机器人管理以直观方式,而不精确的数学模型来执行它的连续的运动。垂直线的偏差被保持小的正确意见的检测是不断可靠。

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