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中国水产养殖装备发展现状 被引量:4
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作者 刘世晶 李国栋 +2 位作者 刘晃 郑浩君 陈军 《水产学报》 CAS CSCD 北大核心 2023年第11期188-201,共14页
水产养殖装备是高效发展现代水产养殖,促进水产养殖产业结构改革的重要技术支撑。基于养殖装备、信息技术和自动控制等多学科协同发力的智慧水产养殖模式已成为现代渔业高质量发展的新趋势与重要抓手,这也对水产养殖现有装备及其相关技... 水产养殖装备是高效发展现代水产养殖,促进水产养殖产业结构改革的重要技术支撑。基于养殖装备、信息技术和自动控制等多学科协同发力的智慧水产养殖模式已成为现代渔业高质量发展的新趋势与重要抓手,这也对水产养殖现有装备及其相关技术提出了更高的智能化要求。本文梳理了池塘、工厂化、网箱、筏式和底播养殖等5种主要养殖方式装备发展现状,从数字化和智能化角度分析了环境监测、对象感知、饲料投喂、分级计数等养殖环节中常用装备的研究进展,指出了制约我国水产养殖智能装备与技术发展的关键问题,提出了“机械化、自动化、智能化”的水产养殖装备与技术发展的新思路,旨在实现我国从水产养殖大国向水产养殖强国的历史转变。 展开更多
关键词 水产养殖 装备 机械化 自动化 智能化
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基于CycleGAN和注意力增强迁移学习的小样本鱼类识别 被引量:2
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作者 刘世晶 刘阳春 +3 位作者 钱程 郑浩君 周捷 张成林 《农业机械学报》 EI CAS CSCD 北大核心 2023年第S01期296-302,共7页
围绕水产养殖水下目标精准识别的产业发展需求,针对小样本目标识别精度低、模型算法场景适应能力差等问题,提出一种基于改进循环对抗网络(Cycle constraint adversarial network,CycleGAN)样本扩增和注意力增强迁移学习的小样本养殖鱼... 围绕水产养殖水下目标精准识别的产业发展需求,针对小样本目标识别精度低、模型算法场景适应能力差等问题,提出一种基于改进循环对抗网络(Cycle constraint adversarial network,CycleGAN)样本扩增和注意力增强迁移学习的小样本养殖鱼类识别方法。利用水下采样装备收集实际养殖场景和可控养殖场景大黄鱼图像,并以可控场景图像作为辅助样本集。利用CycleGAN为基础框架实现辅助样本到实际养殖场景图像的迁移,并提出一种基于最大平均差异(Maximum mean discrepancy,MMD)的迁移模型损失函数优化方法。在迁移学习阶段使用ResNet50为基础框架,并引入SK-Net(Selective kernel network)注意力机制优化模型对不同感受野目标的感知能力,提升模型对无约束鱼类目标的识别精度。试验结果表明,本文方法有效提升了小样本鱼类目标的识别能力,鱼类识别召回率达到94.33%,平均精度均值达到96.67%,为鱼类行为跟踪和表型测量提供了有效的技术支撑。 展开更多
关键词 大黄鱼识别 循环对抗网络 注意力增强 SK-Net 迁移学习 注意力机制
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Adaptive Walking of a Quadrupedal Robot Based on Layered Biological Reflexes 被引量:10
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作者 ZHANG Xiuli E Mingcheng +1 位作者 ZENG Xiangyu zheng haojun 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2012年第4期654-664,共11页
A multiple-legged robot is traditionally controlled by using its dynamic model.But the dynamic-model-based approach fails to acquire satisfactory performances when the robot faces rough terrains and unknown environmen... A multiple-legged robot is traditionally controlled by using its dynamic model.But the dynamic-model-based approach fails to acquire satisfactory performances when the robot faces rough terrains and unknown environments.Referring animals' neural control mechanisms,a control model is built for a quadruped robot walking adaptively.The basic rhythmic motion of the robot is controlled by a well-designed rhythmic motion controller(RMC) comprising a central pattern generator(CPG) for hip joints and a rhythmic coupler(RC) for knee joints.CPG and RC have relationships of motion-mapping and rhythmic couple.Multiple sensory-motor models,abstracted from the neural reflexes of a cat,are employed.These reflex models are organized and thus interact with the CPG in three layers,to meet different requirements of complexity and response time to the tasks.On the basis of the RMC and layered biological reflexes,a quadruped robot is constructed,which can clear obstacles and walk uphill and downhill autonomously,and make a turn voluntarily in uncertain environments,interacting with the environment in a way similar to that of an animal.The paper provides a biologically inspired architecture,with which a robot can walk adaptively in uncertain environments in a simple and effective way,and achieve better performances. 展开更多
关键词 legged robot motion control central pattern generator(CPG) biological reflex
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Needle Steering for Robot-Assisted Insertion into Soft Tissue:A Survey 被引量:7
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作者 GAO Dedong LEI Yong zheng haojun 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2012年第4期629-638,共10页
Needle insertion is a common surgical procedure used in diagnosis and treatment.The needle steering technologies make continuous developments in theoretical and practical aspects along with the in-depth research on ne... Needle insertion is a common surgical procedure used in diagnosis and treatment.The needle steering technologies make continuous developments in theoretical and practical aspects along with the in-depth research on needle insertion.It is necessary to summarize and analyze the existing results to promote the future development of theories and applications of needle insertion.Thus,a survey of the state of the art of research is presented on algorithms of needle steering techniques,the surgical robots and devices.Based on the analysis of the needle insertion procedure,the concept of needle steering is defined as a kinematics problem,which is to place the needle at the target and avoid the obstacles.The needle steering techniques,including the artificial potential field method and the nonholonomic model,are introduced to control the needles for improving the accuracy.Based on the quasi-static thinking,the virtual spring model and the cantilever-beam model are developed to calculate the amount of needle deflection and generate the needle path.The phantoms instead of the real tissue are used to verify the models mentioned in most of the experimentations.For the desired needle trajectories,the image-guided robotic devices and some novel needles are presented to achieve the needle steering.Finally,the challenges are provided involving the controllability of the long flexible needle and the properties of soft tissue.The results and investigations can be used for further study on the precision and accuracy of needle insertion. 展开更多
关键词 needle insertion needle steering robot-assisted needle insertion path planning needle deflection tissue deformation
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Study on dynamics of central pattern generator for a quadrupedal robot 被引量:1
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作者 张秀丽 zheng haojun 《High Technology Letters》 EI CAS 2007年第4期356-362,共7页
Based on Matsuoka's central pattern generator (CPG) model and taking quadruped as an example, the dynamics of CPG model was investigated through the single-parameter-analysis method and the numerical simulation tec... Based on Matsuoka's central pattern generator (CPG) model and taking quadruped as an example, the dynamics of CPG model was investigated through the single-parameter-analysis method and the numerical simulation technique. Simulation results indicate that the CPG model exhibits complex dynamics, while each parameter has specifically definitive influence trends on the CPG output. These conclusions were applied to control a quadrupedal robot to walk in different gaits, clear obstacle, and walk up- and down-slope successfully. 展开更多
关键词 quadrupedal robot rhythmic motion central pattern generator (CPG) parameter dynamics
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