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Progress in Light-weight High Entropy Alloys 被引量:3
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作者 CAI Zhihai GUO Yu +4 位作者 LIU Jian LIU Jun GUO Jie DU Xian HUANG Shaofu 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2021年第5期737-753,共17页
High entropy alloys(HEAs)possess good mechanical properties and a wide range of industrial applications.In this paper,phase formation prediction theory,microstructure,properties and preparation methods of light-weight... High entropy alloys(HEAs)possess good mechanical properties and a wide range of industrial applications.In this paper,phase formation prediction theory,microstructure,properties and preparation methods of light-weight HEAs(LWHEAs)were reviewed.The problems and challenges faced by LWHEAs development were analyzed.The results showed that many aspects are still weak and require investigation for future advanced alloys,such as clarification of the role of entropy in phase formation and properties of HEAs,improved definition and different generations division of HEAs,close-packed hexagonal(HCP)phase structure prediction and corresponding alloy design and fabrication.Finally,some suggestions were presented in this paper including in-depth research on formation mechanism of multi-component alloy phase and strengthening of large-scale HEA preparation methods via technology compounding and 3D printing technology.Also,there is a need for more research on the in-situ preparation of HEA coatings and films,as well as developing LWHEAs with superior strength and elevated temperature resistance or ultra-low temperature resistance to meet the requirements of future engineering applications. 展开更多
关键词 high entropy alloys(HEAs) light-weight MICROSTRUCTURE
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Preparation of Light-weight Spinel Refractories by Foaming-gel Process 被引量:2
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作者 FENG Zhiyuan SHI Gan +1 位作者 ZHANG Wei KUANG Yunhui 《China's Refractories》 CAS 2013年第4期28-32,共5页
Light-weight magnesium -aluminate spinel materi- als were prepared by foaming-gel process with polyalumi- nium chloride (PAC) as gel. Effect of solid loading in initial slurry on microstructure, porosity, pore size ... Light-weight magnesium -aluminate spinel materi- als were prepared by foaming-gel process with polyalumi- nium chloride (PAC) as gel. Effect of solid loading in initial slurry on microstructure, porosity, pore size distri- bution, thermal conductivity and mechanical properties was investigated. The results show that the bulk density of the light-weight magnesium -aluminate spinel mate- rials is in the range of O. 7 1.2 g cm-3 ; pore size distribution curves show single-peak characteristics and the mean pore size is in the range of 30. 83 - 61.37 μm ; with the increase of solid loading, the linear shrinkage of the green body during firing and the permanent change in dimensions on heating at l 600 ℃ for 3 h de- crease, but the bulk density increases, the mechanical properties increase obviously; the maximum compressive strength and bending strength reach 35. 25 MPa and 9. 92 MPa, respectively, while the bulk density is 1. 16 g · cm ; and the thermal conductivity at 1 000 ℃ tea- ches 0. 371 W · m-1 . K-1 while the bulk density is O. 7 -3 g · cm 展开更多
关键词 magnesium - aluminate spinel light-weight materials foaming-gel pore size distribution thermal conductivity
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Investigation on microstructures and properties of semi-solid Al_(80)Mg_(5)Li_(5)Zn_(5)Cu_(5)light-weight high-entropy alloy during isothermal heat treatment process 被引量:2
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作者 Yong Hu Yuan-yuan Liu +3 位作者 Long-zhi Zhao Yan-chuan Tang Hai-tao Jiao De-jia Liu 《China Foundry》 SCIE CAS 2022年第6期519-527,共9页
The Al_(80)Mg_(5)Li_(5)Zn_(5)Cu_(5)light-weight high-entropy alloy with globular microstructure was fabricated by isothermal heat treatment.The effects of isothermal temperatures and holding times on the semi-solid mi... The Al_(80)Mg_(5)Li_(5)Zn_(5)Cu_(5)light-weight high-entropy alloy with globular microstructure was fabricated by isothermal heat treatment.The effects of isothermal temperatures and holding times on the semi-solid microstructure evolution were investigated.The results indicate that,with increase of the isothermal temperature,the average grain size increases and the spheroidization time shortens.With prolongation of holding time,the shape factor increases firstly and then decreases,and the average grain size decreases at first and then increases when the isothermal temperature is below 520°C,however it increases gradually at 540℃.The optimal semi-solid microstructure is obtained at 520℃ for 30 min,whose shape factor and average grain size are 0.90 and 56.4μm,respectively.Compared with as-cast Al_(80)Mg_(5)Li_(5)Zn_(5)Cu_(5) light-weight high-entropy alloy,the compressive strength and plasticity of semi-solid Al_(80)Mg_(5)Li_(5)Zn_(5)Cu_(5) light-weight high-entropy alloy are increased by 36%and 108%,respectively.The formation of semi-solid microstructures includes three stages:melting separation,spheroidization,and coarsening growth.The sluggish diffusion effect of Al_(80)Mg_(5)Li_(5)Zn_(5)Cu_(5) light-weight high-entropy alloy leads to a low coarsening rate,resulting in slow grain growth. 展开更多
关键词 light-weight high-entropy alloy SEMI-SOLID isothermal heat treatment microstructure
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Light-Weight Design of CRH Wind Deflector Panels based on Woven Textile Sandwich Composites 被引量:4
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作者 Hualin Fan Jianfeng Ouyang +3 位作者 Fangfang Sun Peishi Yu Ning Kuang Yang Hu 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2016年第2期208-220,共13页
The woven textile sandwich composite(WTSC) is a promising lightweight composite.In bending,two competing core shearing failure modes reduce the strength;deflection induced by the core shearing deformation reduces th... The woven textile sandwich composite(WTSC) is a promising lightweight composite.In bending,two competing core shearing failure modes reduce the strength;deflection induced by the core shearing deformation reduces the flexural rigidity.To replace a solid composite laminate,the span of WTSC panel must be greater than a critical value,which was deduced on the condition that the load capacity and flexural rigidity of the WTSC panel are equal to those of the composite laminate.Three WTSC panels were tested in bending,so that the failure modes were observed,and the critical spans were determined.Using the alternative design method,the WTSC based wind deflector with reduced weight has been fabricated and mounted on the CRH(China Railway High-speed). 展开更多
关键词 sandwich CRH wind deflector light-weight design mechanical testing
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A Study of Thermal Response and Flow Field Coupling Simulation around Hayabusa Capsule Loaded with Light-Weight Ablator 被引量:1
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作者 Hisashi Kihara Naoya Hirata Ken-ichi Abe 《Open Journal of Fluid Dynamics》 2013年第2期100-107,共8页
The numerical simulation of flow field around Hayabusa capsule loaded with light-weight ablator thermal response coupled with pyrolysis gas flow inside the ablator was carried out. In addition, the radiation from high... The numerical simulation of flow field around Hayabusa capsule loaded with light-weight ablator thermal response coupled with pyrolysis gas flow inside the ablator was carried out. In addition, the radiation from high temperature gas around the capsule was coupled with flow field. Hayabusa capsule reentered the atmosphere about 12 km/sec in velocity and Mach number about 30. During such an atmospheric entry, space vehicle is exposed to very savior aerodynamic heating due to convection and radiation. In this study, Hayabusa capsule was treated as a typical model of the atmospheric entry spacecraft. The light-weight ablator had porous structure, and permeability was an important parameter to analyze flow inside ablator. In this study, permeability was a variable parameter dependent on density of ablator. It is found that the effect of permeability of light-weight ablator was important with this analysis. 展开更多
关键词 light-weight Ablator COUPLING CALCULATION PYROLYSIS Gas Flow Hayabusa CAPSULE
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Ultra-thin and light-weight spoof surface plasmon polariton coupler achieved by broadside coupled split ring resonators
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作者 Ya Fan Jia-Fu Wang +3 位作者 Hua Ma Yong-Feng Li Ming-De Feng Shao-Bo Qu 《Chinese Physics B》 SCIE EI CAS CSCD 2018年第10期175-180,共6页
Low profile and light weight are very important for practical applications of a spoof surface plasmon polariton(SSPP)coupler, especially at low frequencies. In this paper, we propose and design an ultra-thin, light-... Low profile and light weight are very important for practical applications of a spoof surface plasmon polariton(SSPP)coupler, especially at low frequencies. In this paper, we propose and design an ultra-thin, light-weight SSPP coupler based on broadside coupled split ring resonators(BC-SRRs). The size of BC-SRR can be far less than λ/100 and can extremely well control the reflective phases within a subwavelength thickness. Due to the broadside capacitive coupling, the electrical size of BC-SRR is dramatically reduced to guarantee the ultra-thin thickness of the SSPP coupler. The weight of the SSPP coupler is reduced by a low occupation ratio of BC-SRR in the unit cell volume. As an example, a C-band SSPP coupler composed of phase gradient BC-SRRs is designed, fabricated, and measured. Due to the ultra-small size and low occupation ratio of BC-SRRs, the thickness of the coupler is λ/12 and the surface density is only 0.98 kg/m^2. Both simulation and experiment results verify that the coupler can achieve high-efficiency SPP coupling at 5.27 GHz under normal incidence. 展开更多
关键词 ULTRA-THIN light-weight poof surface plasmon polariton broadside coupling
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Principles and Chief Technologies in Developing Light-weighted Worsted Fabrics
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作者 Zhou Qicheng(周启澄) 《Journal of Donghua University(English Edition)》 EI CAS 2001年第3期120-122,共3页
More and more light-weighted fabrics are being required by the market, especially for the worsted manufacture.In the past, such fabrics are produced mainly through changing the structure of woven goods or by using fin... More and more light-weighted fabrics are being required by the market, especially for the worsted manufacture.In the past, such fabrics are produced mainly through changing the structure of woven goods or by using finer yarns. But these possibilities are very limited. In this paper, new devices are discussed: (1) on the yarn level- to use single yarns instead of conventional doubled ones, to decrease number of fibers in yarn cross sections beth during spinning and after finishing; (2) on the fiber level - to use finer fibers in blends with wool and modification of the wool fibers; (3) on the macromolecule level - to stretch the macromolecules in alpha keratin, to get super fine wool fibers. 展开更多
关键词 worsted fabric light-weighted develop.
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Effects of Spherical Light-weight Aggregates Additions on Workability and Mechanical Properties of Al_2O_3-SiO_2 System Castables
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作者 YU Renhong LIU Pengcheng +1 位作者 DONG Gaofeng DONG Hongqin 《China's Refractories》 CAS 2017年第4期1-6,共6页
In order to clarify the effect of spherical light-weight aggregates addition on properties of A12 07 - Si02 system castables, adopting ATO mullite traditional light-weight aggregates and ATO mullite spherical light-we... In order to clarify the effect of spherical light-weight aggregates addition on properties of A12 07 - Si02 system castables, adopting ATO mullite traditional light-weight aggregates and ATO mullite spherical light-weight aggre- gates, bauxite homogenization powder, microsilica , cal- cium aluminate cement as main raw materials, light- weight Al2 03 - SiO2 system castables were prepared by replacing conventional light-weight aggregate with spherical light-weight aggregates. The effects of spheri- cal light-weight aggregates addition on workability, me- chanical properties of castables after heated at different temperatures were researched; the microstructure of the aggregates was analyzed by SEM. The result shows that the introduction of spherical light-weight aggregates can significantly improve the flowability and reduce the water addition of the castables. Water demand of the castable is reduced from 18% with the conventional light-weight aggregates to 14% with spherical light-weight aggre- gates. In addition, light-weight castables prepared by spherical aggregates can keep the same workability with- in a wider range of water addition. Therefore, spherical aggregates are user-friendly. The introduction of spheri- cal light-weight aggregates is favorable to packing densi- ty and mechanical properties of castables, such as cold crushing strength, cold modulus of rupture, hot modulus of rupture at 1 200℃. 展开更多
关键词 spherical light-weight aggregates ability mechanical properties alumina - silica castables work- system
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Effect of Commercial Synthappret BAP Treatment on the Tailorability of Light-Weight Worsted Wool Fabrics
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作者 王革辉 张渭源 +3 位作者 Postle R. Phillips D. 《Journal of Donghua University(English Edition)》 EI CAS 2001年第2期101-104,共4页
By means of measurement with the FAST instruments, the effect of commercial Synthappret BAP treatment on the tailorability of light-weight wool worsted fabrics has been investigated. It was found that the commercial S... By means of measurement with the FAST instruments, the effect of commercial Synthappret BAP treatment on the tailorability of light-weight wool worsted fabrics has been investigated. It was found that the commercial Synthappret BAP treatment unproved the tailorability of the light-weight wool fabrics mainly by increasing the bending stiffness of the light-weight wool fabrics. 展开更多
关键词 light-weight wool fabric tailonibility commercial Synthappret BAP treatment FORMABILITY
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Prickle of Light-Weight Worsted Woven Wool Fabrics
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作者 王革辉 Ron Postle 张渭源 《Journal of Donghua University(English Edition)》 EI CAS 2004年第2期47-51,共5页
Using the forearm test, the prickle of 26 commercially available light-weight worsted woven wool fabrics and 7 other fiber fabrics were studied under (24±1)℃ temperature and (65±5)% RH conditions. The surfa... Using the forearm test, the prickle of 26 commercially available light-weight worsted woven wool fabrics and 7 other fiber fabrics were studied under (24±1)℃ temperature and (65±5)% RH conditions. The surface fiber diameter of part of the wool fabrics was measured using a microscope. It was found that most of the light-weight worsted woven wool fabrics gave a prickle sensation under the above conditions. The prickle sensation was significantly correlated with the mean fiber diameter of the surface hairiness. It was also found that the prickle of the light-weight worsted woven wool fabrics was significantly correlated with the number of surface fibers which were coarser than 26 μm diameter. 展开更多
关键词 light-weight wool woven fabric COMFORT PRICKLE HAIRINESS fiber diameter
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基于增材制造的碳化硅双面反射镜设计与可靠性验证
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作者 王成彬 孙胜利 +2 位作者 孙小进 马孝浩 胡凯 《光学精密工程》 北大核心 2026年第1期26-34,共9页
为实现同轴四反光学系统中主镜和四镜所构成的Φ516 mm双面共体反射镜轻量化、高刚度的设计目标,提出一种在传统轻量化设计基础上,融合多参数优化与碳化硅增材制造技术的方法。基于工程经验建立反射镜初始模型,选择主要结构尺寸建立多... 为实现同轴四反光学系统中主镜和四镜所构成的Φ516 mm双面共体反射镜轻量化、高刚度的设计目标,提出一种在传统轻量化设计基础上,融合多参数优化与碳化硅增材制造技术的方法。基于工程经验建立反射镜初始模型,选择主要结构尺寸建立多参数优化模型,并基于多目标遗传算法进行结构参数优化,优化后的反射镜质量为6.8 kg,相对初始方案降低32.6%。最后,完成碳化硅双面反射镜3D打印及结构模态测试,所得一阶频率为1964 Hz。对两个镜面光学加工后,开展了重力影响试验、真空高低温试验和振动试验。结果表明,试验前后反射镜面形精度最大变化为0.001λ(λ=632 nm)。碳化硅双面反射镜结构设计和增材制造工艺具有良好的可靠性和稳定性。 展开更多
关键词 增材制造 碳化硅 双面反射镜 轻量化 可靠性验证
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基于轻量化与注意力机制的船舶除漆机器人实时目标检测
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作者 袁小芳 李潘 +1 位作者 孙荣武 许浩志 《中山大学学报(自然科学版)(中英文)》 北大核心 2026年第1期13-22,共10页
自动巡航船舶除漆机器人目标检测受外部干扰时,存在算法检测精度下降、难以达到实时性要求等问题。为了解决这些问题,首先将重参深度可分离移动网络模块(Repvit-MobileNet block)引入到YOLOV5的主干网络中,提高检测速度。其次,在骨干网... 自动巡航船舶除漆机器人目标检测受外部干扰时,存在算法检测精度下降、难以达到实时性要求等问题。为了解决这些问题,首先将重参深度可分离移动网络模块(Repvit-MobileNet block)引入到YOLOV5的主干网络中,提高检测速度。其次,在骨干网络每个阶段后增加位置注意力机制,扩大模型的全局感受野,提升模型的目标定位及抗干扰能力。然后,将卷积块注意力模块(CBMA)引入到颈部网络中,通过融合CBMA模块增强特征提取能力,提高网络模型的检测性能。最后,提出了一种Refine-Loss损失函数,通过优化预测框和真实框的几何关系、兼顾IOU的权重和置信度信息,提高对机器人目标位置的检测精度。在船舶机器人实验数据集中进行测试与验证,结果表明:融合Repvit-MobileNet block与注意力机制的YOLOV5轻量化网络平均检测精度达到了84.1%,在边缘设备上的推理运算速度达到了26.6 f/s,满足船舶除漆机器人目标检测工业应用的需求。 展开更多
关键词 除漆机器人 轻量化 注意力机制 目标检测
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对称波导声学黑洞结构在基座振动抑制中的应用研究
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作者 商超 汪恒 +3 位作者 张苗 王强勇 季宏丽 裘进浩 《振动与冲击》 北大核心 2026年第5期191-199,共9页
声学黑洞结构因其优异的波能聚集特性在振动控制中受到广泛关注,但传统设计多基于低阻尼材料构建,其在高阻尼体系中的适用性仍缺乏验证。针对装备基座结构的振动抑制需求,提出一种基于阻尼材料本体构建的对称波导声学黑洞(symmetric wav... 声学黑洞结构因其优异的波能聚集特性在振动控制中受到广泛关注,但传统设计多基于低阻尼材料构建,其在高阻尼体系中的适用性仍缺乏验证。针对装备基座结构的振动抑制需求,提出一种基于阻尼材料本体构建的对称波导声学黑洞(symmetric waveguide acoustic black hole,SWABH)结构,并重点研究其在高阻尼条件下的能量聚集与耗散能力。仿真结果表明,SWABH结构在低频与宽频段内依然具备明显的波能汇聚特性,能有效提高能量耗散效率,并显著削弱基座结构的响应幅值。研究验证了该结构在高阻尼环境中应用于基座振动控制的可行性与有效性,为实现轻质宽频减振提供了新思路。 展开更多
关键词 阻尼声学黑洞 能量聚集 阻尼增强 轻量化
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Light-weighting in aerospace component and system design 被引量:23
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作者 L.Zhu N.Li P.R.N.Childs 《Propulsion and Power Research》 SCIE 2018年第2期103-119,共17页
Light-weighting involves the use of advanced materials and engineering methods to enable structural elements to deliver the same,or enhanced,technical performance while using less material.The concept has been extensi... Light-weighting involves the use of advanced materials and engineering methods to enable structural elements to deliver the same,or enhanced,technical performance while using less material.The concept has been extensively explored and utilised in many industries from automotive applications to fashion and packaging and offers significant potential in the aviation sector.Typical implementations of light-weighting have involved use of high performance materials such as composites and optimisation of structures using computational aided engineering approaches with production enabled by advanced manufacturing methods such as additive manufacture,foam metals and hot forming.This paper reviews the principal approaches used in light-weighting,along with the scope for application of light-weighting in aviation applications from power-plants to airframe components.A particular area identified as warranting attention and amenable to the use of lightweighting approaches is the design of solar powered aircraft wings.The high aspect ratio typically used for these can be associated with insufficient stiffness,giving rise to non-linear deformation,aileron reversal,flutter and rigid-elastic coupling.Additional applications considered include ultralight aviation components and sub-systems,UAVs,and rockets.Advanced optimisation approaches can be applied to optimise the layout of structural elements,as well as geometrical parameters in order to maximise structural stiffness,minimise mass and enable incorporation of energy storage features.The use of additive manufacturing technologies,some capable of producing composite or multi-material components is an enabler for light-weighting,as features formally associated with one principal function can be designed to fulfil multiple functionalities。 展开更多
关键词 light-weighting aviation High performance lightweight materials Numerical structural optimization Advanced manufacturing
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基于改进YOLOv8模型的冬小麦穗识别技术
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作者 宫志宏 闫锦涛 +3 位作者 于红 刘涛 刘布春 李树岩 《中国农业气象》 2026年第1期133-142,共10页
针对大田环境中麦穗目标较小、分布稠密及重叠遮挡等问题,以无人机拍摄冬小麦为研究对象,基于YOLOv8模型提出一种改进的冬小麦穗检测方法,在Neck(颈部网络)增加SimAM注意力机制,融合GhostNetV2模块至Neck的C2f模块中,在增强空间和通道... 针对大田环境中麦穗目标较小、分布稠密及重叠遮挡等问题,以无人机拍摄冬小麦为研究对象,基于YOLOv8模型提出一种改进的冬小麦穗检测方法,在Neck(颈部网络)增加SimAM注意力机制,融合GhostNetV2模块至Neck的C2f模块中,在增强空间和通道特征表达能力、保证特征融合效率的基础上实现了模型轻量化,使得检测网络更适应复杂的大田环境下麦穗检测,同时,设置输入图像分辨率为1280px×1280px,最大限度地保留麦穗图像中关键特征信息。结果表明:改进后的YOLOv8模型平均精度和F1分数分别为93.1%和90.5%,权重文件仅占18.3MB,参数量9.4M,平均精度和F1分数较标准YOLOv8提高0.5个和0.8个百分点,权重文件大小和参数量分别降低3.3MB和1.7M,模型更加轻量化,整体性能优于原始YOLOv8模型,实现了复杂环境下小目标、高重叠度的麦穗数量检测。 展开更多
关键词 麦穗 YOLOv8 模型轻量化 目标检测 注意力机制
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采棉机打包箱摇臂组件轻量化设计
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作者 孙奎 谢方平 +4 位作者 伍涛 文世昌 凡遵金 肖霄 蔺欣欣 《农机化研究》 北大核心 2026年第6期52-58,共7页
为提升六行采棉打包一体机打包机构的工作性能,以其关键部件—摇臂组件为对象,结合尺寸优化与拓扑优化方法,开展打包箱摇臂组件轻量化设计,并对优化前后的静态与动态特性进行对比分析。通过优化设计,摇臂组件的侧板质量减少21%,转动辊... 为提升六行采棉打包一体机打包机构的工作性能,以其关键部件—摇臂组件为对象,结合尺寸优化与拓扑优化方法,开展打包箱摇臂组件轻量化设计,并对优化前后的静态与动态特性进行对比分析。通过优化设计,摇臂组件的侧板质量减少21%,转动辊质量减少20%,总质量降低16%,具有显著的轻量化效果。同时,优化后最大变形量基本保持不变,最大等效应力降低31.567 MPa,固有频率提高,组件的静态和动态特性均得到显著改善。这些改进在保持结构刚度和强度的基础上,减少了材料冗余,降低了能耗,提升了设备的工作效率和可靠性。试验结果表明,优化设计在增强组件性能的同时具备较高的可行性和实用性。本研究为农业机械关键部件的轻量化设计提供了有效手段,并为采棉设备的性能提升与创新发展提供了技术支撑。 展开更多
关键词 采棉打包机 摇臂组件 轻量化 拓扑优化 ANSYS
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EvRDETRG:融合事件与RGB图像的轻量级端到端目标检测
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作者 周秉泉 蒋杰 +1 位作者 陈江民 詹礼新 《计算机科学》 北大核心 2026年第1期153-162,共10页
基于神经脉冲信号的事件摄像机可以提供光线变化的信息,以弥补传统RGB相机目标检测在恶劣环境性能下降的缺陷。然而,传统融合事件相机的现有方法存在模型参数大和非端到端训练方法的问题,限制了模态融合的有效性。因此,提出了一种事件与... 基于神经脉冲信号的事件摄像机可以提供光线变化的信息,以弥补传统RGB相机目标检测在恶劣环境性能下降的缺陷。然而,传统融合事件相机的现有方法存在模型参数大和非端到端训练方法的问题,限制了模态融合的有效性。因此,提出了一种事件与RGB信息融合的轻量级端到端对象检测框架,基于两种模态各级尺度特征进行不同细粒度的信息融合,同时基于重参数化卷积实现轻量级的融合模块并进行端到端的训练,从而提升模型对于两种模态互补信息的提取能力,以克服自动驾驶中具有挑战性的不利环境。所提出的模型在大规模数据集PKU-SOD上进行了测试,该数据集提供了低光、高速运动模糊与正常光照环境下车辆行驶的视觉数据。实验结果表明,与此前的多模态目标检测框架相比,所提方法在模型参数量上大幅下降,并提升了目标检测的准确率与推理速度,表现出优于现有方法的性能。 展开更多
关键词 目标检测 仿生相机 自动驾驶 深度学习 端到端目标检测 事件相目标机检测 轻量化目标检测
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面向遥感视觉问答的跨模态知识引入与提示推理框架
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作者 董欣 俞鹏飞 顾晶晶 《计算机科学与探索》 北大核心 2026年第3期760-772,共13页
随着遥感技术的快速发展,遥感视觉问答(RSVQA)作为一种结合语言与视觉交互的新兴技术,显著提升了地球观测、环境监测等领域中遥感图像信息的解读效率和交互能力。然而,RSVQA仍面临遥感图像信息复杂度高、遥感图像-文本对齐数据稀缺,以... 随着遥感技术的快速发展,遥感视觉问答(RSVQA)作为一种结合语言与视觉交互的新兴技术,显著提升了地球观测、环境监测等领域中遥感图像信息的解读效率和交互能力。然而,RSVQA仍面临遥感图像信息复杂度高、遥感图像-文本对齐数据稀缺,以及文本问题表达形式多样等挑战。为了应对这些挑战,提出一种面向RSVQA的跨模态知识引入与提示推理框架(CMKIP)。针对遥感图像的高复杂度,CMKIP为大语言模型LLaMA构建可学习的图像特征适配器,以具备对复杂图像的表征能力;针对遥感图像-文本对齐数据稀缺问题,构建自动化数据生成管道,从公开遥感数据集中生成高质量的图像-文本对,实现高效的遥感领域知识注入;针对问题表达的多样性,创新性地提出一种大小模型协同推理机制,利用小模型进行知识库检索与中间推理校正,显著提升大语言模型对多样化问题的理解能力与推理准确性。此外,CMKIP支持根据任务需求灵活更换小模型,可广泛应用于遥感领域的多项下游任务。实验结果表明,CMKIP在RSVQA基准数据集上的性能显著优于现有方法,特别是在低样本场景下表现尤为突出,展示了其在RSVQA任务中的有效性和泛化性。 展开更多
关键词 遥感视觉问答 大语言模型 跨模态扩展 遥感微调指令集 轻量级模型 提示推理
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基于GCNet网络的玻璃瓶缺陷检测算法
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作者 傅莉 房志磊 +1 位作者 席剑辉 任艳 《沈阳航空航天大学学报》 2026年第1期48-55,共8页
针对当前玻璃瓶缺陷检测深度学习模型计算量大、参数量多、难以部署的问题,探索一种高效的轻量化解决方案。针对此问题,结合YOLOv8的网络结构设计特征提取网络GCNet。首先,采用GhostConv代替标准卷积;其次,为了降低YOLOv8瓶颈层的参数... 针对当前玻璃瓶缺陷检测深度学习模型计算量大、参数量多、难以部署的问题,探索一种高效的轻量化解决方案。针对此问题,结合YOLOv8的网络结构设计特征提取网络GCNet。首先,采用GhostConv代替标准卷积;其次,为了降低YOLOv8瓶颈层的参数量和计算量,设计瓶颈层卷积模块,并重新搭建瓶颈层;最后,结合C2f模块的结构设计构建新的CM模块。新的特征提取网络较原YOLOv8网络有着更低的参数量。在特征融合部分采用重新构建的重复加权双向特征融合金字塔结构,解决随着网络层数的加深导致特征信息丢失的问题。同时针对边界框的回归问题上,结合WIoU与Inner-ShapeIoU,提高模型的回归收敛速度。结果表明,相较于YOLOv8算法,由上述方法组成的YOLOv8-DB参数量降低了45.8%,计算量下降了11.9%,精度提升了0.4%。改进后的模型能够有效地降低占用的计算资源,更好地适用于特定工业检测环境。 展开更多
关键词 深度学习 缺陷检测 多尺度卷积 WIoU 轻量化
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基于改进YOLOv10的轻量级牡蛎形状识别模型研究
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作者 慕光宇 费忠祥 +2 位作者 张恒 任清文 张海光 《渔业现代化》 北大核心 2026年第1期117-130,共14页
针对牡蛎形状分选过程中存在的效率低、成本高和受主观因素影响较大的问题,本研究构建了一种基于改进YOLOv10的轻量级牡蛎形状识别模型,以提高牡蛎形状识别的自动化和准确性。首先,将YOLOv10n网络结构的骨干网络替换为PP-LCNet结构;其次... 针对牡蛎形状分选过程中存在的效率低、成本高和受主观因素影响较大的问题,本研究构建了一种基于改进YOLOv10的轻量级牡蛎形状识别模型,以提高牡蛎形状识别的自动化和准确性。首先,将YOLOv10n网络结构的骨干网络替换为PP-LCNet结构;其次,在骨干网络中的PSA部分添加聚焦线性注意力模块;然后,颈部网络的上采样模块替换为DySample动态上采样算子;最后,将原激活函数替换为ARelu激活函数。结果显示:改进后的模型浮点计算数、参数量及大小相比原YOLOv10n基线模型分别降低20.7%、22.2%和22.4%,同时精确度相较于原模型提高了3.8个百分点,达到94.4%。本研究为牡蛎形状识别提供了一种有效的解决方案,也为开发牡蛎形状的自动识别和分类系统提供了技术支持。 展开更多
关键词 深度学习 牡蛎 形状识别 改进YOLOv10 轻量级
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