A new design of sugarcane seed cutting systems based on machine vision
•A simple and efficient mechanical and electrical system for sugarcane cutting was designed.•The control system of cutting and transporting sugarcane with high accuracy was designed based on PLC high speed counter.•A new feature extraction method was used to identify stem nodes.•The single bud segme...
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Published in | Computers and electronics in agriculture Vol. 175; p. 105611 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
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Elsevier B.V
01.08.2020
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Abstract | •A simple and efficient mechanical and electrical system for sugarcane cutting was designed.•The control system of cutting and transporting sugarcane with high accuracy was designed based on PLC high speed counter.•A new feature extraction method was used to identify stem nodes.•The single bud segment sugarcane seeds can be obtained efficiently and safely by using this system.
In order to realize anti-damage bud and automatic cutting of sugarcane in a single bud segment, a sugarcane cutting system based on machine vision is designed. The seed cutting system includes a mechanical part, electrical part, and visual processing part. The core of the system uses machine vision to identify the segments of sugarcane stalks. The feasibility of the system and the identification effect can be better verified based on designing a prototype for seed cutting. The results of the off-line identification of sugarcane stalk segments show that the recognition rate is 93% and the average time is 0.539 s. The throughput capacity of the developed system with single cutting unit can range up to 2400 buds/h. The on-line test illustrated that the position precision of cutting point can meet the demand of agriculture, and the rate of bud damage is zero. |
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AbstractList | •A simple and efficient mechanical and electrical system for sugarcane cutting was designed.•The control system of cutting and transporting sugarcane with high accuracy was designed based on PLC high speed counter.•A new feature extraction method was used to identify stem nodes.•The single bud segment sugarcane seeds can be obtained efficiently and safely by using this system.
In order to realize anti-damage bud and automatic cutting of sugarcane in a single bud segment, a sugarcane cutting system based on machine vision is designed. The seed cutting system includes a mechanical part, electrical part, and visual processing part. The core of the system uses machine vision to identify the segments of sugarcane stalks. The feasibility of the system and the identification effect can be better verified based on designing a prototype for seed cutting. The results of the off-line identification of sugarcane stalk segments show that the recognition rate is 93% and the average time is 0.539 s. The throughput capacity of the developed system with single cutting unit can range up to 2400 buds/h. The on-line test illustrated that the position precision of cutting point can meet the demand of agriculture, and the rate of bud damage is zero. In order to realize anti-damage bud and automatic cutting of sugarcane in a single bud segment, a sugarcane cutting system based on machine vision is designed. The seed cutting system includes a mechanical part, electrical part, and visual processing part. The core of the system uses machine vision to identify the segments of sugarcane stalks. The feasibility of the system and the identification effect can be better verified based on designing a prototype for seed cutting. The results of the off-line identification of sugarcane stalk segments show that the recognition rate is 93% and the average time is 0.539 s. The throughput capacity of the developed system with single cutting unit can range up to 2400 buds/h. The on-line test illustrated that the position precision of cutting point can meet the demand of agriculture, and the rate of bud damage is zero. |
ArticleNumber | 105611 |
Author | Zhou, Deqiang Wang, Meili Fan, Yunlei Deng, Ganran He, Fengguang |
Author_xml | – sequence: 1 givenname: Deqiang surname: Zhou fullname: Zhou, Deqiang email: zhoudeqiang@jiangnan.edu.cn organization: School of Mechanical Engineering, Jiangnan University, Wuxi 214122, China – sequence: 2 givenname: Yunlei surname: Fan fullname: Fan, Yunlei organization: School of Mechanical Engineering, Jiangnan University, Wuxi 214122, China – sequence: 3 givenname: Ganran surname: Deng fullname: Deng, Ganran organization: Agro-machinery Research Institute of Chinese Academy of Tropical Agricultural Sciences, Zhanjiang 524091, China – sequence: 4 givenname: Fengguang surname: He fullname: He, Fengguang organization: Agro-machinery Research Institute of Chinese Academy of Tropical Agricultural Sciences, Zhanjiang 524091, China – sequence: 5 givenname: Meili surname: Wang fullname: Wang, Meili organization: College of Information Engineering, Northwest A&F University, Yangling 712100, China |
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Cites_doi | 10.1109/TIP.2003.814250 10.1109/TPAMI.2010.161 10.3923/ijar.2008.357.364 10.1364/JOSAA.8.000377 10.1007/BF02943757 10.1016/j.compag.2019.01.043 10.1007/s12355-018-0679-y 10.1016/j.indcrop.2018.10.001 10.1016/j.isprsjprs.2019.05.006 10.1016/j.rser.2016.01.025 10.1007/s12355-016-0471-9 10.1007/BF02942713 |
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Keywords | AC Machine vision PLC TCP/IP RGB ROI Sugarcane Seed cutting system Recognition |
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Snippet | •A simple and efficient mechanical and electrical system for sugarcane cutting was designed.•The control system of cutting and transporting sugarcane with high... In order to realize anti-damage bud and automatic cutting of sugarcane in a single bud segment, a sugarcane cutting system based on machine vision is designed.... |
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StartPage | 105611 |
SubjectTerms | Damage Machine tools Machine vision Microprocessors Recognition Seed cutting system Segments Sugarcane Vision systems |
Title | A new design of sugarcane seed cutting systems based on machine vision |
URI | https://dx.doi.org/10.1016/j.compag.2020.105611 https://www.proquest.com/docview/2448437379 |
Volume | 175 |
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