Design and test of Kinect-based variable spraying control system for orchards

被引:0
|
作者
Xue, Xiuyun [1 ,2 ,3 ,4 ]
Luo, Qin [1 ]
Ji, Yihang [1 ]
Ma, Zhaoyong [1 ]
Zhu, Jiani [1 ]
Li, Zhen [1 ,2 ,3 ,4 ]
Lyu, Shilei [1 ,2 ,3 ]
Sun, Daozong [1 ,2 ,3 ]
Song, Shuran [1 ,2 ,3 ]
机构
[1] South China Agr Univ, Coll Elect Engn, Coll Artificial Intelligence, Guangzhou, Peoples R China
[2] Natl Citrus Ind Tech Syst Machinery Res Off, Guangzhou, Peoples R China
[3] Guangdong Prov Agr Informat Monitoring Engn Techno, Guangzhou, Peoples R China
[4] Meizhou SCAU Zhensheng Res Inst Modern Agr Equipme, Meizhou, Peoples R China
来源
基金
中国国家自然科学基金;
关键词
Kinect sensor; target detection; canopy volume; pulse width modulation; variablerate spraying;
D O I
10.3389/fpls.2023.1297879
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Target detection technology and variable-rate spraying technology are key technologies for achieving precise and efficient pesticide application. To address the issues of low efficiency and high working environment requirements in detecting tree information during variable spraying in orchards, this study has designed a variable spraying control system. The system employed a Kinect sensor to real-time detect the canopy volume of citrus trees and adjusted the duty cycle of solenoid valves by pulse width modulation to control the pesticide application. A canopy volume calculation method was proposed, and precision tests for volume detection were conducted, with a maximum relative error of 10.54% compared to manual measurements. A nozzle flow model was designed to determine the spray decision coefficient. When the duty cycle ranged from 30% to 90%, the correlation coefficient of the flow model exceeded 0.95, and the actual flow rate of the system was similar to the theoretical flow rate. Field experiments were conducted to evaluate the spraying effectiveness of the variable spraying control system based on the Kinect sensor. The experimental results indicated that the variable spraying control system demonstrated good consistency between the theoretical spray volume and the actual spray volume. In deposition tests, compared to constant-rate spraying, the droplets under the variable-rate mode based on canopy volume exhibited higher deposition density. Although the amount of droplet deposit and coverage slightly decreased, they still met the requirements for spraying operation quality. Additionally, the variable-rate spray mode achieved the goal of reducing pesticide use, with a maximum pesticide saving rate of 57.14%. This study demonstrates the feasibility of the Kinect sensor in guiding spraying operations and provides a reference for their application in plant protection operations.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] Kinect-based Powered Wheelchair Control System
    Chang, Ching-Lung
    Chen, Chiou-Chi
    Chen, Chang-Yi
    Lin, Bo-Shiu
    FOURTH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS, MODELLING AND SIMULATION (ISMS 2013), 2013, : 186 - 189
  • [2] Design and Test of a Jet Remote Control Spraying Machine for Orchards
    Ma, Chi
    Li, Guanglin
    Peng, Qiangji
    AGRIENGINEERING, 2021, 3 (04): : 797 - 814
  • [3] Kinect-based System for Automated Control of Terrestrial Insect Biobots
    Whitmire, Eric
    Latif, Tahmid
    Bozkurt, Alper
    2013 35TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2013, : 1470 - 1473
  • [4] A Kinect-based Oral Rehabilitation System
    Pan, Tse-Yu
    Wong, Yong-Xiang
    Lee, Ting-Chia
    Hu, Min-Chun
    PROCEEDINGS OF 2015 INTERNATIONAL CONFERENCE ON ORANGE TECHNOLOGIES (ICOT), 2015, : 71 - 74
  • [5] Kinect-based Gait Recognition System Design Via Deterministic Learning
    Cheng Fengjiang
    Deng Muqing
    Wang Cong
    2017 29TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2017, : 5916 - 5921
  • [6] Kinect-based Data Processing Noncontact Robotic Arm Control System
    Cheng, Xu
    Kimoto, Tadahiko
    2022 16TH INTERNATIONAL CONFERENCE ON SIGNAL-IMAGE TECHNOLOGY & INTERNET-BASED SYSTEMS, SITIS, 2022, : 626 - 633
  • [7] A Kinect-based natural interface for quadrotor control
    Sanna, Andrea
    Lamberti, Fabrizio
    Paravati, Gianluca
    Manuri, Federico
    ENTERTAINMENT COMPUTING, 2013, 4 (03) : 179 - 186
  • [8] A Kinect-Based Automatic Ultrasound Scanning System
    Wu, Bowen
    Huang, Qinghua
    IEEE ICARM 2016 - 2016 INTERNATIONAL CONFERENCE ON ADVANCED ROBOTICS AND MECHATRONICS (ICARM), 2016, : 585 - 590
  • [9] Development of a Kinect-Based Physical Rehabilitation System
    Uttarwar, Param
    Mishra, Deepak
    2015 THIRD INTERNATIONAL CONFERENCE ON IMAGE INFORMATION PROCESSING (ICIIP), 2015, : 387 - 392
  • [10] Kinect-based Virtual Training System for Rehabilitation
    The Chien Hoang
    Ha Trang Dang
    Viet Dung Nguyen
    2017 INTERNATIONAL CONFERENCE ON SYSTEM SCIENCE AND ENGINEERING (ICSSE), 2017, : 53 - 56