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非结构环境中扰动葡萄采摘点的视觉定位技术

熊俊涛 何志良 汤林越 林睿 刘振

农业机械学报2017,Vol.48Issue(4):29-33,81,6.
农业机械学报2017,Vol.48Issue(4):29-33,81,6.DOI:10.6041/j.issn.1000-1298.2017.04.003

非结构环境中扰动葡萄采摘点的视觉定位技术

Visual Localization of Disturbed Grape Picking Point in Non-structural Environment

熊俊涛 1何志良 1汤林越 1林睿 1刘振1

作者信息

  • 1. 华南农业大学数学与信息学院,广州510642
  • 折叠

摘要

Abstract

The picking robot in unstructured environment has practical value in visual localization of disturbed grape.Firstly,the shape of grape was analyzed based on model of "flexible rod-hinge-rigid rodmass ball" and its disturbed state was decomposed into pendulum of XOY plane and YOZ plane,and then fruit and stalk of grape were obtained by Otsu function from multi frame image in video of which captured disturbed grape.Then centroid of grape in each frame image was calculated,and curve fitting of grape centroid of each frame image was made.The period of grape pendulum movement and swing angle were calculated to judge whether current disturbed of the grape was suitable for visual positioning.For disturbed grape that can achieve visual positioning,choosing grape images corresponding to location in the middle of centroid point of pendulum motion,Canny edge detection was carried out on the upper rectangular region.The method of Hough line fitting and angle constraint were used to localize picking point of disturbed grape.Experiment results of visual localization showed that the accuracy of visual localization for disturbed grape picking points under different illuminations were more than 80% in natural environment,which provided theoretical basis for the application of picking robot in practical production.

关键词

葡萄/扰动/采摘点/视觉定位

Key words

grape/disturbance/picking point/vision localization

分类

信息技术与安全科学

引用本文复制引用

熊俊涛,何志良,汤林越,林睿,刘振..非结构环境中扰动葡萄采摘点的视觉定位技术[J].农业机械学报,2017,48(4):29-33,81,6.

基金项目

国家自然科学基金项目(31201135)、广东省科技计划项目(2015A020209123)和广州市科技计划项目(201506010081) (31201135)

农业机械学报

OA北大核心CSCDCSTPCD

1000-1298

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