基于混合PSO-SA算法的四爪采苗机构优化设计与实验验证

IF 0.8 4区 农林科学 Q3 AGRICULTURE, MULTIDISCIPLINARY Spanish Journal of Agricultural Research Pub Date : 2022-08-01 DOI:10.5424/sjar/2022203-18065
Fei Li, Jin Lei, Weibing Wang, Bao Song
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引用次数: 2

摘要

研究目的:开发一种新型的四爪取苗机构,将穿透和夹紧一体化,实现稳定高效的取苗。材料和方法:采用体积小、转矩大、控制精度高的无刷直流伺服电机,通过控制算法实现对速度和夹紧力的精确控制。根据采苗作业的要求,建立了采苗作业优化模型。取苗机构的参数优化是一个复杂的多参数非线性优化问题。采用PSO-SA混合算法对模型进行求解,得到了机构的最优参数。主要结果:进行了动态仿真,结果表明,优化后的机构能够满足取苗轨迹、加速度和夹持力的要求。性能测试表明,四爪式自动插秧机取苗成功率达到84.46%,说明了四爪式全自动插秧器取苗机构的可行性。研究亮点:四爪取苗机构可用于自动插秧机。此外,混合PSO-SA算法在解决取苗机构的优化问题方面也取得了很好的效果。
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Optimal design and experimental verification of a four-claw seedling pick-up mechanism using the hybrid PSO-SA algorithm
Aim of study: To develop a novel four-claw seedling pick-up mechanism to integrate penetration and clamping into one process, realizing picking up seedlings stably and efficiently. Material and methods: A brushless DC servo motor characterized by small size, large torque, and high control precision was adopted to realize precise control for speed and clamping force through control algorithms. An optimization model was derived according to the requirements of picking up seedlings. The parameter optimization of the seedling pick-up mechanism is a complex multi-parameter and nonlinear optimization problem. The hybrid PSO-SA algorithm was used to solve the model, and the optimal parameters of the mechanism were obtained. Main results: The dynamic simulation was conducted, and the results showed that the optimized mechanism could meet the trajectory, acceleration, and clamping force requirement for picking up seedlings. The performance tests showed that the success ratio in picking up seedlings reached 84.46%, indicating the feasibility of the four-claw seedling pick-up mechanism for automatic transplanting machines. Research highlights: The four-claw seedling pick-up mechanism can be used in the automatic transplanting machine. Additionally, the hybrid PSO-SA algorithm can achieve promising results in solving the optimization problem of the seedling pick-up mechanism.
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来源期刊
Spanish Journal of Agricultural Research
Spanish Journal of Agricultural Research 农林科学-农业综合
CiteScore
2.00
自引率
0.00%
发文量
60
审稿时长
6 months
期刊介绍: The Spanish Journal of Agricultural Research (SJAR) is a quarterly international journal that accepts research articles, reviews and short communications of content related to agriculture. Research articles and short communications must report original work not previously published in any language and not under consideration for publication elsewhere. The main aim of SJAR is to publish papers that report research findings on the following topics: agricultural economics; agricultural engineering; agricultural environment and ecology; animal breeding, genetics and reproduction; animal health and welfare; animal production; plant breeding, genetics and genetic resources; plant physiology; plant production (field and horticultural crops); plant protection; soil science; and water management.
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