Design of an Electrically Driven Sugarcane Seeding System Based on GNSS-RTK Receiver and SAPSO-LADRC Algorithm

IF 1.8 3区 农林科学 Q2 AGRONOMY
Yang Li, Shang-ping Li, Chun-ming Wen, Kai-hua Li
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Abstract

In this study, the electrically driven sugarcane seeding system configures the desired plant spacing via the touchscreen human–computer interaction. The operating speed of the implement is acquired through the GNSS-RTK receiver in real-time during operation. In contrast, the instantaneous rotational speed of the motor is measured using a rotary encoder. Subsequently, the rotational speed of the sowing motor is regulated using a control system based on linear active disturbance rejection control. The parameters of this control system are optimized through the simulated annealing particle swarm optimization algorithm. A mechanism for monitoring misplaced sugarcane seeding is designed to detect seed misplacement instances and store the misplacement locations’ coordinates. The results of simulated seeding experiments indicate that, under various seeding operation speeds and plant spacing settings, the seeding motor’s theoretical and actual rotational speed discrepancy falls within the range of 4.03–6.61%. The average coefficient of variation for qualified plant spacing is 12.62%. The average error for seeding plant spacing is 8.44%. Compared to a similar type of ground wheel-driven sugarcane planting mechanism, the sugarcane planting system with electric drive exhibits an increase of 1.44% in the accuracy of planting spacing and a reduction of 6.72% in the average coefficient of variation for qualified plant spacing. The average positioning error for missing cane seeding is 84.11 mm, which can meet the sugarcane seedling shortage replanting operation requirements. The electric-driven sugarcane seeding system designed in this study overcomes the inflexibility of ground wheel-driven systems, effectively improving planting accuracy and flexibility. Additionally, it enables precise positioning of missed seeding spots, supporting efficient replanting operations. This study has reference significance for sugarcane precision planting technology.

基于GNSS-RTK接收机和SAPSO-LADRC算法的电动甘蔗播种系统设计
在本研究中,电力驱动的甘蔗播种系统通过触摸屏人机交互配置所需的植株间距。在运行过程中,通过GNSS-RTK接收机实时获取装置的运行速度。相反,电机的瞬时转速是用旋转编码器测量的。随后,采用基于线性自抗扰控制的控制系统对播种电机的转速进行调节。采用模拟退火粒子群优化算法对控制系统参数进行优化。设计了一种甘蔗错种监测机制,用于检测错种实例并存储错种位置的坐标。模拟播种试验结果表明,在不同播种操作速度和播种间距设置下,播种电机的理论转速与实际转速之差在4.03 ~ 6.61%之间。株距合格的平均变异系数为12.62%。播种株距的平均误差为8.44%。与同类地轮驱动甘蔗种植机构相比,电驱动甘蔗种植系统的种植间距精度提高了1.44%,合格株距平均变异系数降低了6.72%。甘蔗缺苗平均定位误差为84.11 mm,可满足甘蔗缺苗补种作业要求。本研究设计的电动甘蔗播种系统克服了地面轮驱动系统的不灵活性,有效提高了播种精度和灵活性。此外,它可以精确定位错过的播种点,支持有效的补种操作。本研究对甘蔗精准种植技术具有参考意义。
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来源期刊
Sugar Tech
Sugar Tech AGRONOMY-
CiteScore
3.90
自引率
21.10%
发文量
145
期刊介绍: The journal Sugar Tech is planned with every aim and objectives to provide a high-profile and updated research publications, comments and reviews on the most innovative, original and rigorous development in agriculture technologies for better crop improvement and production of sugar crops (sugarcane, sugar beet, sweet sorghum, Stevia, palm sugar, etc), sugar processing, bioethanol production, bioenergy, value addition and by-products. Inter-disciplinary studies of fundamental problems on the subjects are also given high priority. Thus, in addition to its full length and short papers on original research, the journal also covers regular feature articles, reviews, comments, scientific correspondence, etc.
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