Optimization on kinematic characteristics and lightweight of a camellia fruit picking machine based on the Kriging surrogate model
In order to achieve fully automated picking of camellia fruit and overcome the technical difficulties of current picking machinery such as inefficient service and manual auxiliary picking, a novel multi-links-based picking machine was proposed in this paper. The working principle and process of this...
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doaj-becc96108f1a42b8a4c48e08198a57b72021-10-07T12:00:38ZengEDP SciencesMechanics & Industry2257-77772257-77502021-01-01221610.1051/meca/2021017mi200007Optimization on kinematic characteristics and lightweight of a camellia fruit picking machine based on the Kriging surrogate modelKang Di0Chen Ze Jun1Fan You Hua2Li Cheng3Mi Chengji4https://orcid.org/0000-0003-1746-6926Tang Ying Hong5Hunan Academy of Forestry SciencesHunan Academy of Forestry SciencesHunan Academy of Forestry SciencesDepartment of Mechanical Engineering, Hunan University of TechnologyDepartment of Mechanical Engineering, Hunan University of TechnologyDepartment of Mechanical Engineering, Hunan University of TechnologyIn order to achieve fully automated picking of camellia fruit and overcome the technical difficulties of current picking machinery such as inefficient service and manual auxiliary picking, a novel multi-links-based picking machine was proposed in this paper. The working principle and process of this device was analyzed. The mechanism kinematics equation was given, and the velocity executive body was obtained, as well as the acceleration. The acceleration at pivotal positions was tested in the camellia fruit forest, and the simulated results agreed well with the experimental ones. Then, the maximum acceleration of executive body and weight was considered as the optimization objective, and the rotating speed of crank, the radius and thickness of crank and the length and radius of link rod were regarded as the design variable. Based on the Kriging surrogate model, the relationship between variables and optimization objectives was built, and their interrelations were analyzed. Finally, the optimal solution was acquired by the non-dominated sorting genetic algorithm II, which resulted in the reduction of the maximum acceleration of executive body by 31.30%, as well as decrease of weight by 27.51%.https://www.mechanics-industry.org/articles/meca/full_html/2021/01/mi200007/mi200007.htmlmulti-linkskinematic characteristicsoptimization designsurrogate modelnon-dominated sorting genetic algorithm |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Kang Di Chen Ze Jun Fan You Hua Li Cheng Mi Chengji Tang Ying Hong |
spellingShingle |
Kang Di Chen Ze Jun Fan You Hua Li Cheng Mi Chengji Tang Ying Hong Optimization on kinematic characteristics and lightweight of a camellia fruit picking machine based on the Kriging surrogate model Mechanics & Industry multi-links kinematic characteristics optimization design surrogate model non-dominated sorting genetic algorithm |
author_facet |
Kang Di Chen Ze Jun Fan You Hua Li Cheng Mi Chengji Tang Ying Hong |
author_sort |
Kang Di |
title |
Optimization on kinematic characteristics and lightweight of a camellia fruit picking machine based on the Kriging surrogate model |
title_short |
Optimization on kinematic characteristics and lightweight of a camellia fruit picking machine based on the Kriging surrogate model |
title_full |
Optimization on kinematic characteristics and lightweight of a camellia fruit picking machine based on the Kriging surrogate model |
title_fullStr |
Optimization on kinematic characteristics and lightweight of a camellia fruit picking machine based on the Kriging surrogate model |
title_full_unstemmed |
Optimization on kinematic characteristics and lightweight of a camellia fruit picking machine based on the Kriging surrogate model |
title_sort |
optimization on kinematic characteristics and lightweight of a camellia fruit picking machine based on the kriging surrogate model |
publisher |
EDP Sciences |
series |
Mechanics & Industry |
issn |
2257-7777 2257-7750 |
publishDate |
2021-01-01 |
description |
In order to achieve fully automated picking of camellia fruit and overcome the technical difficulties of current picking machinery such as inefficient service and manual auxiliary picking, a novel multi-links-based picking machine was proposed in this paper. The working principle and process of this device was analyzed. The mechanism kinematics equation was given, and the velocity executive body was obtained, as well as the acceleration. The acceleration at pivotal positions was tested in the camellia fruit forest, and the simulated results agreed well with the experimental ones. Then, the maximum acceleration of executive body and weight was considered as the optimization objective, and the rotating speed of crank, the radius and thickness of crank and the length and radius of link rod were regarded as the design variable. Based on the Kriging surrogate model, the relationship between variables and optimization objectives was built, and their interrelations were analyzed. Finally, the optimal solution was acquired by the non-dominated sorting genetic algorithm II, which resulted in the reduction of the maximum acceleration of executive body by 31.30%, as well as decrease of weight by 27.51%. |
topic |
multi-links kinematic characteristics optimization design surrogate model non-dominated sorting genetic algorithm |
url |
https://www.mechanics-industry.org/articles/meca/full_html/2021/01/mi200007/mi200007.html |
work_keys_str_mv |
AT kangdi optimizationonkinematiccharacteristicsandlightweightofacamelliafruitpickingmachinebasedonthekrigingsurrogatemodel AT chenzejun optimizationonkinematiccharacteristicsandlightweightofacamelliafruitpickingmachinebasedonthekrigingsurrogatemodel AT fanyouhua optimizationonkinematiccharacteristicsandlightweightofacamelliafruitpickingmachinebasedonthekrigingsurrogatemodel AT licheng optimizationonkinematiccharacteristicsandlightweightofacamelliafruitpickingmachinebasedonthekrigingsurrogatemodel AT michengji optimizationonkinematiccharacteristicsandlightweightofacamelliafruitpickingmachinebasedonthekrigingsurrogatemodel AT tangyinghong optimizationonkinematiccharacteristicsandlightweightofacamelliafruitpickingmachinebasedonthekrigingsurrogatemodel |
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