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荔枝采摘机械手视觉定位系统设计

熊俊涛 邹湘军 彭红星 吴定中 朱梦思

农业机械学报2012,Vol.43Issue(z1):250-255,6.
农业机械学报2012,Vol.43Issue(z1):250-255,6.DOI:10.6041/j.issn.1000-1298.2012.S0.052

荔枝采摘机械手视觉定位系统设计

Design of Visual Position System for Litchi Picking Manipulator

熊俊涛 1邹湘军 2彭红星 2吴定中 2朱梦思2

作者信息

  • 1. 华南农业大学信息学院,广州510642
  • 2. 华南农业大学南方农业机械与装备关键技术省部共建教育部重点实验室,广州510642
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摘要

Abstract

A visual positioning system of litchi picking manipulator was established based on the binocular stereo vision. By analyzing the color features of mature litchi, the YCbCr color model was selected. The Otsu algorithm was combined with fuzzy C-means clustering (FCM) to segment litchi fruit and peduncle. The experimental results showed that the effective recognition accuracy of litchi fruit and peduncle reached to 94. 2% . The maximum distance between the fruit centroid and peduncle was calculated to determine litchi picking point. The color image matching method based on hue component of color image and the limiting binding method were used to achieve the stereo match of picking point, which realized the spatial position of picking point. Through the analysis of position error, the linear interpolation method was used to realize the positioning error compensation. The positioning experimental results showed that the depth value error was less than 10 mm, which could satisfy the visual accurate position requirements of litchi manipulator.

关键词

荔枝/采摘机械手/机器视觉/图像识别/空间定位

Key words

Litchi/ Picking manipulator/ Machine vision/ Image recognition/ Spatial positioning

分类

信息技术与安全科学

引用本文复制引用

熊俊涛,邹湘军,彭红星,吴定中,朱梦思..荔枝采摘机械手视觉定位系统设计[J].农业机械学报,2012,43(z1):250-255,6.

基金项目

国家自然科学基金资助项目(31201135、31171547、51175189)和广东省自然科学基金资助项目(S2011010001933) (31201135、31171547、51175189)

农业机械学报

OA北大核心CSCDCSTPCD

1000-1298

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