Design and evaluation of a robotic apple harvester using optimized picking patterns

被引:55
作者
Bu, Lingxin [1 ,2 ]
Chen, Chengkun [2 ,3 ]
Hu, Guangrui [2 ]
Sugirbay, Adilet [2 ,4 ]
Sun, Hongxia [1 ]
Chen, Jun [2 ,5 ]
机构
[1] North Minzu Univ, Coll Mechatron Engn, Yinchuan 750021, Ningxia, Peoples R China
[2] Northwest A&F Univ, Coll Mech & Elect Engn, Yangling 712100, Peoples R China
[3] Guizhou Univ Tradit Chinese Med, Guiyang 550025, Peoples R China
[4] S Seifullin Kazakh Agro Tech Univ, Tech Fac, Nur Sultan 010000, Kazakhstan
[5] Northwest A&F Univ, Coll Mech & Elect Engn, Yangling, Peoples R China
关键词
Robotic apple harvester; Motion capture; Apple detection; Apple detachment; FIELD-EVALUATION;
D O I
10.1016/j.compag.2022.107092
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
A robotic apple harvester consisting of a mobile platform, a manipulator, an end-effector, a stereo camera, and a host computer was constructed and evaluated using two picking motions. The field tests showed all apple picking with success rates of 80.17% and 82.93% when using anthropomorphic and "horizontal pull with bending" motions, respectively. The main reasons for picking failure were depth misalignment, detachment failure, and blocked grasp. The "horizontal pull with bending" and anthropomorphic motions took 1.14 s and 3.13 s, respectively. The full picking cycle process using "horizontal pull with bending" motion was 12.53 +/- 0.53 s, 4.64 s less than the average picking time when using anthropomorphic picking motion (17.17 +/- 0.36 s). The picking process using anthropomorphic motion experienced a lower dynamic payload, meaning less effort would be required by the manipulator joints; however, fruit slipping decreased the overall success rate. The "horizontal pull with bending" picking motion had a superior picking cycle time and success rate. Notably, there were no stem-pulled or bruised apples during picking process using either motion. Based on this study, both picking motions have the potential to be applied in harvesting robots.
引用
收藏
页数:14
相关论文
共 49 条
[1]   Grasp synthesis for purposeful fracturing of object [J].
Abdeetedal, Mahyar ;
Kermani, Mehrdad R. .
ROBOTICS AND AUTONOMOUS SYSTEMS, 2018, 105 :47-58
[2]  
Baeten J, 2008, SPRINGER TRAC ADV RO, V42, P531
[3]  
BERLAGE AG, 1973, T ASAE, V16, P460, DOI 10.13031/2013.37542
[4]   A methodology of orchard architecture design for an optimal harvesting robot [J].
Bloch, Victor ;
Degani, Amir ;
Bechar, Avital .
BIOSYSTEMS ENGINEERING, 2018, 166 :126-137
[5]  
Bochkovskiy A., 2020, PREPRINT
[6]   ASSESSMENT OF APPLE DAMAGE CAUSED BY A FLEXIBLE END-EFFECTOR [J].
Bu, LingXin ;
Chen, ChengKun ;
Hu, GuangRui ;
Zhou, JianGuo ;
Sugirbay, Adilet ;
Chen, Jun .
INMATEH-AGRICULTURAL ENGINEERING, 2020, 62 (03) :309-316
[7]   TECHNOLOGICAL DEVELOPMENT OF ROBOTIC APPLE HARVESTERS: A REVIEW [J].
Bu, LingXin ;
Chen, ChengKun ;
Hu, GuangRui ;
Sugirbay, Adilet ;
Chen, Jun .
INMATEH-AGRICULTURAL ENGINEERING, 2020, 61 (02) :151-164
[8]   Experimental and simulation analysis of optimum picking patterns for robotic apple harvesting [J].
Bu, Lingxin ;
Hu, Guangrui ;
Chen, Chengkun ;
Sugirbay, Adilet ;
Chen, Jun .
SCIENTIA HORTICULTURAE, 2020, 261
[9]  
Bulanon D. M., 2010, Agricultural Engineering International: CIGR Journal, V12, P203
[10]  
Corke P., 2013, Robotics, Vision and Control: Fundamental Algorithms in MATLAB, V1st