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基于贪心遗传算法的穴盘苗补栽路径优化
  • ISSN号:1000-1298
  • 期刊名称:《农业机械学报》
  • 时间:0
  • 分类:S24[农业科学—农业电气化与自动化;农业科学—农业工程]
  • 作者机构:[1]浙江理工大学机械与自动控制学院,杭州310018, [2]浙江省种植装备技术重点实验室,杭州310018, [3]浙江三锋实业有限公司,金华321300
  • 相关基金:国家自然科学基金项目(51675488); 浙江省自然科学基金项目(LQ16E050006); 浙江省科技厅公益项目(2017C32048); 浙江省重大科技专项重点农业项目(2015C02004); 浙江理工大学科研启动基金项目(14022211-Y)
中文摘要:

温室育苗需要通过补苗移栽作业用健康钵苗替换穴盘内未发芽或劣质的钵苗,保证钵苗的质量。自动补苗移栽机可利用机器视觉获取穴盘苗健康信息,控制末端执行器抓取钵苗进行补苗作业,移栽效率高。穴盘内需补苗孔穴的位置具有随机性,对补栽路径进行规划,可进一步提高补栽效率。本文综合贪心算法和遗传算法的特性提出一种贪心遗传算法,在分段步长取8,优化代数取100时,可实现稀疏和密集穴盘的补栽路径优化,具有鲁棒性。贪心遗传算法所规划补苗路径长度与全遗传算法接近,均值差在443 mm以内;相比优化前的固定顺序法,贪心遗传算法路径长度可缩短33.8%~41.3%,缩短长度随空穴数量增加而加长;贪心遗传算法与全遗传算法规划补栽路径耗时分别为1.81 s和5.59 s。对比可知,贪心遗传算法更有利于自动移栽机输送单元和移栽单元间的动作衔接,可进一步提高自动移栽机效率。

英文摘要:

Replugging tasks make seedling in well consistency in greenhouses. Healthy seedlings are used to replace the ungerminated or poor growth seedlings. This task is labor intensive by traditional manual method. And automated transplanters do the replugging task in high efficiency and good quality. According to the seedlings healthy information which is detected by machine vision, end-effector grasping healthy seedlings does the repetitive replugging task. The position of vacancy holes in plug tray are randomly. Optimizing the seedling grasping sequence can decrease the transplanting path which can improve working efficiency. A greedy genetic algorithm (GGA) was proposed for replugging tour planning which combined the character of greedy algorithm (GAS) and genetic algorithm ( GA). The algorithm was robustness. The GGA was suitable for sparse and dense trays' path optimization when segmentation step value and hereditary algebra were 8 and 100, respectively. The average path deviation of GGA and GA was 443 ram. And their effectiveness was better than that of GAS. Compared with fixed sequence method (FS) , the range of optimization amplitude for GGA was 33.8% -41.3%. GA and GGA could finish the optimization operation in 1.81 s and 5.59 s, respectively. The results showed that GGA was more suitable for the action requirement between delivery unit and transplanting unit. The working efficiency of automated transplanter was further improved.

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期刊信息
  • 《农业机械学报》
  • 中国科技核心期刊
  • 主管单位:中国科学技术协会
  • 主办单位:中国农业机械学会 中国农业机械化科学研究院
  • 主编:任露泉
  • 地址:北京德胜门外北沙滩一号6号信箱
  • 邮编:100083
  • 邮箱:njxb@caams.org.cn
  • 电话:010-64882610 64867367
  • 国际标准刊号:ISSN:1000-1298
  • 国内统一刊号:ISSN:11-1964/S
  • 邮发代号:2-363
  • 获奖情况:
  • 荣获中国科协优秀期刊二等奖,1997~2000年连续4年获中国科协择优资金,被列入中国期刊方阵,中国期刊方阵“双效”期刊
  • 国内外数据库收录:
  • 美国化学文摘(网络版),英国农业与生物科学研究中心文摘,荷兰文摘与引文数据库,美国工程索引,美国剑桥科学文摘,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国北大核心期刊(2000版)
  • 被引量:42884