首页|期刊导航|包装与食品机械|基于改进NSGA-Ⅱ算法的五杆月饼装盒机构优化设计

基于改进NSGA-Ⅱ算法的五杆月饼装盒机构优化设计OA

Optimal design of a five-bar mooncake packaging mechanism based on an improved NSGA-Ⅱ algorithm

中文摘要英文摘要

针对当前月饼生产线中的机器人本体价格昂贵、占用空间大的问题,通过佳点集生成初始化种群,增加多点交叉变异和局部搜索算子改进NSGA-Ⅱ算法,对五杆机构的整体灵巧度、最小灵巧度及整体尺寸进行多目标优化设计,以代替多自由度工业机器人完成月饼装盒任务.结果表明,较NSGA-Ⅱ算法,改进后的NSGA-Ⅱ算法(GMLNSGA-Ⅱ)得到的解集超体积增加3.5%,反转世代距离减少16.4%,解集多样性和质量更高;相较于优化前,优化后的五杆机构整体灵巧度由0.50提升至0.68,最小灵巧度由0.002提高至0.190,整体尺寸由475 mm减少至445 mm;实现同样的末端运动,只需更低的主动杆角速度与角加速度,具有更好的运动性能.研究为五杆月饼装盒机构的设计和优化提供依据.

To address the issues of high cost and large footprint of industrial robots in current mooncake production lines,an improved NSGA-Ⅱ algorithm was developed by using good point set initialization,incorporating multi-point crossover and mutation,and adding local search operators.This algorithm was applied to the multi-objective optimization design of a five-bar linkage mechanism,considering overall manipulability,minimum manipulability,and overall dimensions,aiming to replace multi-degree-of-freedom industrial robots for the mooncake packaging task.The results showed that compared to the NSGA-Ⅱalgorithm,the solution set obtained by the improved NSGA-Ⅱ algorithm(GMLNSGA-Ⅱ)exhibited a 3.5%increase in hypervolume and a 16.4%decrease in inverted generational distance,indicating higher diversity and quality of solutions.Compared to the pre-optimization design,the optimized five-bar mechanism demonstrated an increase in overall manipulability from 0.50 to 0.68,an increase in minimum manipulability from 0.002 to 0.190,and a reduction in overall dimensions from 475 mm to 445 mm.To achieve the same end-effector motion,it required lower angular velocity and angular acceleration of the driving links,exhibiting better kinematic performance.This research provides a basis for the design and optimization of five-bar mooncake packaging mechanisms.

蔡国庆;周利杰;郝瑞林;王文成;张铁壁;石岩

河北水利电力学院 机械工程系,河北 沧州 061001||河北省工业机械手控制与可靠性技术创新中心,河北 沧州 061001河北水利电力学院 机械工程系,河北 沧州 061001||河北省工业机械手控制与可靠性技术创新中心,河北 沧州 061001河北水利电力学院 机械工程系,河北 沧州 061001||河北省工业机械手控制与可靠性技术创新中心,河北 沧州 061001河北水利电力学院 机械工程系,河北 沧州 061001||河北省工业机械手控制与可靠性技术创新中心,河北 沧州 061001河北水利电力学院 机械工程系,河北 沧州 061001||河北省工业机械手控制与可靠性技术创新中心,河北 沧州 061001河北水利电力学院 机械工程系,河北 沧州 061001||河北省工业机械手控制与可靠性技术创新中心,河北 沧州 061001

轻工纺织

NSGA-Ⅱ优化设计五杆机构月饼装盒灵巧度

NSGA-Ⅱoptimization designfive-bar mechanismmooncake packagingmanipulability

《包装与食品机械》 2026 (1)

41-49,9

沧州市重点研发计划项目(23244101039)

10.3969/j.issn.1005-1295.2026.01.005

评论