湖北农业科学 ›› 2022, Vol. 61 ›› Issue (10): 147-151.doi: 10.14088/j.cnki.issn0439-8114.2022.10.026

• 信息工程 • 上一篇    下一篇

基于改进差分进化算法的3-RPS红枣采摘机器人位姿正解研究

任甜甜1, 胡衡1,2, 王玉巍1   

  1. 1.新疆工程学院能源工程学院,乌鲁木齐 830023;
    2.新疆大学电气工程学院,乌鲁木齐 830017
  • 收稿日期:2021-12-13 出版日期:2022-05-25 发布日期:2022-06-14
  • 通讯作者: 胡 衡(1988-),男,河南信阳人,讲师,博士,主要从事新能源应用技术研究,(电子信箱)843392514@qq.com。
  • 作者简介:任甜甜(1988-),女,江苏建湖人,讲师,硕士,主要从事新能源控制方法研究,(电话)13659933863(电子信箱)1357602969@qq.com。
  • 基金资助:
    新疆维吾尔自治区教育厅自然科学青年项目(XJEDU2019Y06); 新疆工程学院科研项目(2019xgy572112); 新疆工程学院教学改革项目(2020gcxyjg06)

Research on forward kinematics solution of 3-RPS red jujube picking manipulator based on improved differential evolution algorithm

REN Tian-tian1, HU Heng1,2, WANG Yu-wei1   

  1. 1. School of Energy Engineering,Xinjiang Institute of Engineering ,Urumqi 830023,China;
    2. School of Electrical Engineering,Xinjiang University,Urumqi 830017,China
  • Received:2021-12-13 Online:2022-05-25 Published:2022-06-14

摘要: 红枣采摘是新疆提高红枣产值、实现枣树业可持续发展的重要研究问题。研究利用极坐标型并联三自由度的采摘机械平台,克服了振摇式机械手载重小及采摘不灵活的问题;引入了改进的差分进化算法,获得采摘机械平台空间位姿正解,规划平台位姿;利用缩放因子柯西自适应的差分进化算法较高的求解效率和全局搜索能力,避免早熟收敛,获得高精度的行动轨迹分析。仿真结果表明该方法的可行性和通用性,是发展采摘机器人在农业生产中应用的一种新方法。

关键词: 差分进化算法, 3-RPS, 红枣采摘, 机械平台, 位姿正解

Abstract: Red jujube picking is an important research for improving the production and achieving sustainable development of jujube industry in Xinjiang. This paper put forward a 3-RPS in-parallel picking manipulator of polar coordinate type which was used to overcome the problem of small load and inflexible picking of the vibrating manipulator. The improved differential evolution algorithm was introduced to solve the forward kinematics problem of the picking manipulator for planning the platform pose. The improved differential evolution algorithm could obtain a high solution efficiency and global searching abilities, avoid premature convergence, as well as get an accurate trajectory. The results showed the feasibility and generality of the new method which could develop the picking manipulator in agricultural industry.

Key words: differential evolution algorithm, 3-RPS, red jujube picking, manipulator, forward kinematics

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