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海产品智能分拣装备与系统设计
引用本文:金宗毅,陶学恒,金艳,冯怡然,王慧慧,张旭. 海产品智能分拣装备与系统设计[J]. 食品与机械, 2022, 0(3): 75-79
作者姓名:金宗毅  陶学恒  金艳  冯怡然  王慧慧  张旭
作者单位:大连工业大学机械工程与自动化学院,辽宁 大连 116034;大连工业大学机械工程与自动化学院,辽宁 大连 116034 ;国家海洋食品工程技术研究中心,辽宁 大连 116034
基金项目:辽宁省教育厅科学研究项目(编号:LJKZ0511,LJKZ0541);大连市科技创新基金项目(编号:2021JJ13SN85);大连市青年科技之星项目支持计划(编号:2021RQ088)
摘    要:目的:解决当前中国水产行业分选加工效能不足、准确率低、成本高的现状问题。方法:选用智能机器人与传统机械相结合开发新的机械结构对海产品进行分级;同时运用基于机器视觉的智能识别技术对海产品进行分类(采用了适应海产品的改进的新型Faster R-CNN算法),协同构建了一个能够智能、高效、自动分拣海产品的装备系统。结果:改进的新型Faster R-CNN算法识别技术在海产品检测中具有更高的检测准确率(海螺75.1%,扇贝80.3%,贻贝82.9%,蛤蜊86.2%)。结论:装备系统可以代替传统的人工操作模式,完成海产品的智能分拣过程。

关 键 词:海产品;智能分拣;机器视觉;DenseNet;Faster R-CNN

Intelligent sorting equipment and system design of seafood
JIN Zong-yi,TAO Xue-heng,JIN Yan,FENG Yi-ran,WANG Hui-hui,ZHANG Xu. Intelligent sorting equipment and system design of seafood[J]. Food and Machinery, 2022, 0(3): 75-79
Authors:JIN Zong-yi  TAO Xue-heng  JIN Yan  FENG Yi-ran  WANG Hui-hui  ZHANG Xu
Abstract:Objective:Aiming at the present situation of low efficiency, low accuracy and high cost in the sorting and processing of fishery industry in China, the intelligent sorting equipment and system of seafood based on robot was developed.Methods:Using the combination of intelligent robot and traditional machinery to develop a new mechanical structure to classify seafood, an intelligent recognition technology based on machine vision was used to classify seafood (the improved novel Faster R-CNN algorithm was adopted for seafood), and an equipment system that could automatically sort seafood intelligently, efficiently was constructed.Results:The improved novel Faster R-CNN algorithm has high detection accuracy in seafood detection.Conclusion:The equipment system can replace the traditional manual operation mode and complete the intelligent sorting process of seafood.
Keywords:
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