期刊文献+
共找到778篇文章
< 1 2 39 >
每页显示 20 50 100
基于视觉技术的Wire Bonding中焊点质量的自动检测方法 被引量:6
1
作者 张先青 邓泽峰 熊有伦 《计算机工程与应用》 CSCD 北大核心 2004年第17期202-204,共3页
用WireBonder(引线键合机)进行键合后的芯片,其焊点可能会出现位置偏移、断线和线尾(Pigtail)过长等缺陷。该文针对上述几种质量问题,利用WireBonder现有的硬件,运用图象处理及模式识别技术,提出了一套自动视觉检测的方法。实验表明,该... 用WireBonder(引线键合机)进行键合后的芯片,其焊点可能会出现位置偏移、断线和线尾(Pigtail)过长等缺陷。该文针对上述几种质量问题,利用WireBonder现有的硬件,运用图象处理及模式识别技术,提出了一套自动视觉检测的方法。实验表明,该方法所需硬件低廉,操作方便,能很好地检测WireBonding中焊点的质量。 展开更多
关键词 引线键合 视觉检测 图象处理 模式识别
在线阅读 下载PDF
Mechanism of microweld formation and breakage during Cu-Cu wire bonding investigated by molecular dynamics simulation 被引量:4
2
作者 Beikang Gu Shengnan Shen Hui Li 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第1期428-433,共6页
Currently,wire bonding is the most popular first-level interconnection technology used between the die and package terminals,but even with its long-term and excessive usage,the mechanism of wire bonding has not been c... Currently,wire bonding is the most popular first-level interconnection technology used between the die and package terminals,but even with its long-term and excessive usage,the mechanism of wire bonding has not been completely evaluated.Therefore,fundamental research is still needed.In this study,the mechanism of microweld formation and breakage during Cu-Cu wire bonding was investigated by using molecular dynamics simulation.The contact model for the nanoindentation process between the wire and substrate was developed to simulate the contact process of the Cu wire and Cu substrate.Elastic contact and plastic instability were investigated through the loading and unloading processes.Moreover,the evolution of the indentation morphology and distributions of the atomic stress were also investigated.It was shown that the loading and unloading curves do not coincide,and the unloading curve exhibited hysteresis.For the substrate,in the loading process,the main force changed from attractive to repulsive.The maximum von Mises stress increased and shifted from the center toward the edge of the contact area.During the unloading process,the main force changed from repulsive to attractive.The Mises stress reduced first and then increased.Stress concentration occurs around dislocations in the middle area of the Cu wire. 展开更多
关键词 Cu-Cu wire bonding bonding mechanism atomic stress molecular dynamics simulation
原文传递
3D reconstruction and defect pattern recognition of bonding wire based on stereo vision 被引量:4
3
作者 Naigong Yu Hongzheng Li +2 位作者 Qiao Xu Ouattara Sie Essaf Firdaous 《CAAI Transactions on Intelligence Technology》 SCIE EI 2024年第2期348-364,共17页
Non-destructive detection of wire bonding defects in integrated circuits(IC)is critical for ensuring product quality after packaging.Image-processing-based methods do not provide a detailed evaluation of the three-dim... Non-destructive detection of wire bonding defects in integrated circuits(IC)is critical for ensuring product quality after packaging.Image-processing-based methods do not provide a detailed evaluation of the three-dimensional defects of the bonding wire.Therefore,a method of 3D reconstruction and pattern recognition of wire defects based on stereo vision,which can achieve non-destructive detection of bonding wire defects is proposed.The contour features of bonding wires and other electronic components in the depth image is analysed to complete the 3D reconstruction of the bonding wires.Especially to filter the noisy point cloud and obtain an accurate point cloud of the bonding wire surface,a point cloud segmentation method based on spatial surface feature detection(SFD)was proposed.SFD can extract more distinct features from the bonding wire surface during the point cloud segmentation process.Furthermore,in the defect detection process,a directional discretisation descriptor with multiple local normal vectors is designed for defect pattern recognition of bonding wires.The descriptor combines local and global features of wire and can describe the spatial variation trends and structural features of wires.The experimental results show that the method can complete the 3D reconstruction and defect pattern recognition of bonding wires,and the average accuracy of defect recognition is 96.47%,which meets the production requirements of bonding wire defect detection. 展开更多
关键词 bonding wire defect detection point cloud point cloud segmentation
在线阅读 下载PDF
Factors governing heat affected zone during wire bonding 被引量:4
4
作者 SUN Li-ning LIU Yue-tao LIU Yan-jie 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2009年第S02期490-494,共5页
In the wire bonding process of microelectronic packaging,heat affect zone(HAZ)is an important factor governing the loop profile of bonding.The height of loop is affected by the length of the HAZ.Factors governing the ... In the wire bonding process of microelectronic packaging,heat affect zone(HAZ)is an important factor governing the loop profile of bonding.The height of loop is affected by the length of the HAZ.Factors governing the HAZ were studied.To investigate this relationship,experiments were done for various sizes of wire and free air ball(FAB).Electric flame-off(EFO)current, EFO time,EFO gap and recrystallization were also studied.The results show that as the size of FAB becomes larger,the length of HAZ increases.With the increase of EFO current and time,the length of HAZ becomes longer.When FAB forms at the same parameter the length of HAZ becomes shorter with the high temperature of recrystallization. 展开更多
关键词 heat affected zone wire bonding electric flame off free air ball
在线阅读 下载PDF
Temperature effect in thermosonic wire bonding 被引量:2
5
作者 吴运新 隆志力 +1 位作者 韩雷 钟掘 《中国有色金属学会会刊:英文版》 EI CSCD 2006年第3期618-622,共5页
The temperature effect on bonding strength and ultrasonic transmission in a PZT transducer system was investigated. The results show that, the temperature change influences the material features of the bonding interfa... The temperature effect on bonding strength and ultrasonic transmission in a PZT transducer system was investigated. The results show that, the temperature change influences the material features of the bonding interface, such as elastic modulus, tensile strength of gold ball and Ag substrate, which results in different bonding strengths. Moreover, the temperature change also influences the impedance and dissipative ultrasonic energy in the PZT system. The current signal of PZT transducer was analyzed by join time-frequency analysis, which can reveal the current change in a bonding process more clearly and completely. The analysis shows that the bonding parameters influence mutually. These results can help build some criteria for parameter match and optimization in wire bonding processes. 展开更多
关键词 集成电路 倒装式接合 引线接合法 粘合温度 粘结强度 超声能
在线阅读 下载PDF
Bonding mechanism of ultrasonic wedge bonding of copper wire on Au/Ni/Cu substrate 被引量:1
6
作者 田艳红 王春青 Y.Norman ZHOU 《中国有色金属学会会刊:英文版》 EI CSCD 2008年第1期132-137,共6页
The ultrasonic wedge bonding with d25 μm copper wire was achieved on Au/Ni plated Cu substrate at ambient temperature.Ultrasonic wedge bonding mechanism was investigated by using SEM/EDX,pull test,shear test and micr... The ultrasonic wedge bonding with d25 μm copper wire was achieved on Au/Ni plated Cu substrate at ambient temperature.Ultrasonic wedge bonding mechanism was investigated by using SEM/EDX,pull test,shear test and microhardness test.The results show that the thinning of the Au layer occurs directly below the center of the bonding tool with the bonding power increasing.The interdiffusion between copper wire and Au metallization during the wedge bonding is assumed negligible,and the wedge bonding is achieved by wear action induced by ultrasonic vibration.The ultrasonic power contributes to enhance the deformation of copper wire due to ultrasonic softening effect which is then followed by the strain hardening of the copper wedge bonding. 展开更多
关键词 铜导线 超声波焊接 金属学 磨损性能
在线阅读 下载PDF
New Type Gold Bonding Wire
7
作者 高瑞 江轩 +1 位作者 吕保国 班立志 《Rare Metals》 SCIE EI CAS CSCD 1995年第3期203-208,共6页
The influences of additive elements on properties of gold wire and the technology of homogeneously adding those elements to gold matrix were studied. A BJ-type gold bonding wire for automatic bonders was developed, wh... The influences of additive elements on properties of gold wire and the technology of homogeneously adding those elements to gold matrix were studied. A BJ-type gold bonding wire for automatic bonders was developed, which has high bond strength and stable uniform mechanical properties and is capable of forming good spherical shape of melting-ball observed by SEM. The bonding wire is fully suitable to the requirements of the automatic bonding technology and satisfies the performance requirement of IC products. 展开更多
关键词 ADDITIVES bond strength (materials) bonding Doping (additives) wire
在线阅读 下载PDF
Effect of Conduction Pre-heating in Au-Al Thermosonic Wire Bonding
8
作者 Gurbinder Singh Othman Mamat 《Journal of Surface Engineered Materials and Advanced Technology》 2011年第3期121-124,共4页
This paper presents the recent study by investigating the vital responses of wire bonding with the application of conduction pre-heating. It is observed through literature reviews that, the effect of pre-heating has n... This paper presents the recent study by investigating the vital responses of wire bonding with the application of conduction pre-heating. It is observed through literature reviews that, the effect of pre-heating has not been completely explored to enable the successful application of pre-heating during wire bonding. The aim of wire bonding is to form quality and reliable solid-state bonds to interconnect metals such as gold wires to metalized pads deposited on silicon integrated circuits. Typically, there are 3 main wire bonding techniques applied in the industry;Thermo-compression, Ultrasonic and Thermosonic. This experiment utilizes the most common and widely used platform which is thermosonic bonding. This technique is explored with the application of conduction pre-heating along with heat on the bonding site, ultrasonic energy and force on an Au-Al system. Sixteen groups of bonding conditions which include eight hundred data points of shear strength at various temperature settings were compared to establish the relationship between bonding strength and the application of conduction pre-heating. The results of this study will clearly indicate the effects of applied conduction pre-heating towards bonding strength which may further produce a robust wire bonding system. 展开更多
关键词 Conduction PRE-HEATING INTERMETALLIC COVERAGE SHEAR Strength Thermosonic wire bonding
暂未订购
Wire Bonding Using Offline Programming Method
9
作者 Yeong Lee Foo Ah Heng You Chee Wen Chin 《Engineering(科研)》 2010年第8期668-672,共5页
Manual process of creating bonding diagram is known to be time consuming and error prone. In comparison, offline programming (OLP) provides a much more viable option to reduce the wire bonding creation time and error.... Manual process of creating bonding diagram is known to be time consuming and error prone. In comparison, offline programming (OLP) provides a much more viable option to reduce the wire bonding creation time and error. OLP is available in two versions, i.e., vendor specific OLP and direct integration offline pro- gramming (Di-OLP). Both versions utilize the bonding diagram and computer aided design data to speed up bonding program creation. However, the newly proposed Di-OLP is more flexible as it can be used to create bonding program for multiple machine platforms in microelectronics industry. Some special features of Di-OLP method are presented. The application of generic OLP however, is applicable to machines that recognize ASCII text file. The user needs to know the data format accepted by machine and convert the data accordingly to suit its application for different machine platforms. Di-OLP is also a practical method to replace the time consuming manual method in production line. 展开更多
关键词 wire bonding OFFLINE PROGRAMMING COMPUTER Aided Design DIRECT Integration OFFLINE PROGRAMMING bondlist
暂未订购
Effect of ultrasonic power and bonding force on the bonding strength of copper ball bonds 被引量:1
10
作者 杭春进 王春青 田艳红 《China Welding》 EI CAS 2007年第3期46-50,共5页
Copper wire, serving as a cost-saving alternative to gold wire, has been used in many high-end thermosonic ball bonding applications. In this paper, the bond shear force, bond shear strength, and the ball bond diamete... Copper wire, serving as a cost-saving alternative to gold wire, has been used in many high-end thermosonic ball bonding applications. In this paper, the bond shear force, bond shear strength, and the ball bond diameter are adopted to evaluate the bonding quality. It is concluded that the ef/~cient ultrasonic power is needed to soften the ball to form the copper bonds with high bonding strength. However, excessive ultrasonic power would serve as a fatigue loading to weaken the bonding. Excessive or less bonding force would cause cratering in the silicon. 展开更多
关键词 copper wire bond thermosonic bonding ultrasonic power bonding force shear force
在线阅读 下载PDF
EFFECT OF ULTRASONIC POWER ON THE HEAVY ALUMINUM WEDGE BONDING STRENGTH 被引量:1
11
作者 Wang Fuliang Han Lei Zhong Jue 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2005年第4期515-518,共4页
Eleven groups of wire bonding experiments are carried out on an experiment platform (restructured with a U3000 heavy aluminum wedge wire bonder). Pure silicon aluminum wire (300 μm in diameter, 2.94-3.92 N in aver... Eleven groups of wire bonding experiments are carried out on an experiment platform (restructured with a U3000 heavy aluminum wedge wire bonder). Pure silicon aluminum wire (300 μm in diameter, 2.94-3.92 N in average pull force) and nickel coated aluminum substrates are used in the experiments. During the experiment process, only ultrasonic power rate parameter is changed and the other bonding parameters are kept as constant, The bonding force and time are 4.90 N and 100 ms respectively. After the bonding experiments, shear strength tests are carried out on the bonds as the bonding strength criterion. From those experiments and test results, some conclusions are obtained: In the small ultrasonic power rate conditions (about 20%-30%), with the power increasing, the bonding strength enhances accordingly; However, in the large ultrasonic power rate conditions (about 45%-70%), the bonding strength decreases accordingly and over bonding happens. Only when the ultrasonic power rate is in a moderate condition (about 35%-40%) can good and stabilized bonding strength be acquired. 展开更多
关键词 Ultrasonic wire bonding Ultrasonic power Over bonding Heavy aluminum wire
在线阅读 下载PDF
New Generation Semi-Automatic Thermosonic Wire Bonder
12
作者 Igor Petuhov Vladimir Lanin 《Journal of Electronic Research and Application》 2022年第6期1-8,共8页
The physical and technological aspects of wire ball-wedge bonding in the assembly of integrated circuits are considered.The video camera and the pattern recognition system(PRS)of new bonder helps to provide accurate p... The physical and technological aspects of wire ball-wedge bonding in the assembly of integrated circuits are considered.The video camera and the pattern recognition system(PRS)of new bonder helps to provide accurate positioning of the bonding tool on the chip pads of integrated circuits.The formation of the loop wire cycle is ensured by the synchronous movement of the bonding head along the Z axis and the working table along the XY axes based on the servo drive.A feature of the bonder is that it can bond all the wire loops of the electronic device according to the pre-recorded program without needing to align the bonding points. 展开更多
关键词 High frequency ultrasonic Gold wire bonding Ball formation bonding tool Matching parts of ultrasonic transducer
在线阅读 下载PDF
The combined effects of grain and sample sizes on the mechanical properties and fracture modes of gold microwires 被引量:4
13
作者 H.K.Yang K.Cao +5 位作者 Y.Han M.Wen J.M.Guo Z.L.Tan J.Lu Y.Lu 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2019年第1期76-83,共8页
Hall-Petch relation was widely applied to evaluate the grain size effect on mechanical properties of metallic material. However, the sample size effect on the Hall-Petch relation was always ignored. In the present stu... Hall-Petch relation was widely applied to evaluate the grain size effect on mechanical properties of metallic material. However, the sample size effect on the Hall-Petch relation was always ignored. In the present study, the mechanical test and microstructure observation were performed to investigate the combined effects of grain and sample sizes on the deformation behaviors of gold microwires. The polycrystalline gold microwires with diameter of 16 ?m were annealed at temperatures from 100°C to 600°C, leading to different ratios(t/d) of wire diameter(t) to grain size(d) from 0.9 to 16.7. When the t/d was lower than 10, the yield stress dropped fast and deviated from the Hall-Petch relation. The free-surface grains played key role in the yield stress softening, and the volume fraction of free-surface grains increased with the t/d decreasing. Furthermore, the effects of t/d on work-hardening behaviors and fracture modes were also studied. With t/d value decreasing from 17 to 3.4, the samples exhibited necking fracture and the dislocation pile-ups induced work-hardening stage was gradually activated.With the t/d value further decreasing(t/d < 3.4), the fracture mode turned into shear failure, and the work-hardening capability lost. As the gold microwire for wire bonding is commonly applied in the packaging of integrated circuit chips, and the fabrication of microwire suffers multi-pass cold-drawing and annealing treatments to control the grain size. The present study could provide instructive suggestion for gold microwire fabrication and bonding processes. 展开更多
关键词 GOLD MICROwire wire bonding TENSILE testing GRAIN size HALL-PETCH relationship
原文传递
In vivo biofilm formation on stainless steel bonded retainers during different oral health-care regimens 被引量:1
14
作者 Marije A Jongsma Henny C van der Mei +2 位作者 Jelly Atema-Smit Henk J Busscher Yijin Ren 《International Journal of Oral Science》 SCIE CAS CSCD 2015年第1期42-48,共7页
Retention wires permanently bonded to the anterior teeth are used after orthodontic treatment to prevent the teeth from relapsing to pre-treatment positions. A disadvantage of bonded retainers is biofilm accumulation ... Retention wires permanently bonded to the anterior teeth are used after orthodontic treatment to prevent the teeth from relapsing to pre-treatment positions. A disadvantage of bonded retainers is biofilm accumulation on the wires, which produces a higher incidence of gingival recession, increased pocket depth and bleeding on probing. This study compares in vivo biofilm formation on single-strand and multi-strand retention wires with different oral health-care regimens. Two-centimetre wires were placed in brackets that were bonded to the buccal side of the first molars and second premolars in the upper arches of 22 volunteers. Volunteers used a selected toothpaste with or without the additional use of a mouthrinse containing essential oils. Brushing was performed manually. Regimens were maintained for 1 week, after which the wires were removed and the oral biofilm was collected to quantify the number of organisms and their viability, determine the microbial composition and visualize the bacteria by electron microscopy. A 6-week washout period was employed between regimens. Biofilm formation was reduced on single-strand wires compared with multi-strand wires; bacteria were observed to adhere between the strands. The use of antibacterial toothpastes marginally reduced the amount of biofilm on both wire types, but significantly reduced the viability of the biofilm organisms. Additional use of the mouthrinse did not result in significant changes in biofilm amount or viability. However, major shifts in biofilm composition were induced by combining a stannous fluoride- or triclosan-containing toothpaste with the mouthrinse. These shifts can be tentatively attributed to small changes in bacterial cell surface hydrophobicity after the adsorption of the toothpaste components, which stimulate bacterial adhesion to the hydrophobic oil, as illustrated for a Streptococcus mutans strain. 展开更多
关键词 antimicrobials BIOFILM bonded retention wires MOUTHRINSE ORTHODONTICS
暂未订购
基于深度学习的自动光学检测在引线键合中的应用研究 被引量:1
15
作者 孙伟 张沅 +4 位作者 胡永芳 张伟 王越飞 牛牧原 濮宬函 《电子机械工程》 2025年第2期46-51,共6页
在微波组件的微组装过程中,基于标准图像对比、灰阶二值化等传统算法的引线键合自动光学检测技术存在手动引线键合质量检测困难、复杂图像检测编程繁琐、需要大量人工复判等问题。文中基于深度学习算法构建面向机器视觉的引线键合质量... 在微波组件的微组装过程中,基于标准图像对比、灰阶二值化等传统算法的引线键合自动光学检测技术存在手动引线键合质量检测困难、复杂图像检测编程繁琐、需要大量人工复判等问题。文中基于深度学习算法构建面向机器视觉的引线键合质量智能检测模型,通过微小目标智能识别分类和基于注意力机制的旋转目标检测,实现焊点缺陷检测、不定形引线检测和更好的自适应引线键合缺陷识别。相比传统检测算法,在应用基于深度学习的自动光学检测模型后,误报率由4.97%下降至1.92%,人工复判工作量下降62%,同时,随着缺陷数据的积累和模型训练的迭代,基于深度学习的自动光学检测模型引线键合检测质量和检测效率将得到进一步提升。 展开更多
关键词 自动光学检测 深度学习 引线键合
在线阅读 下载PDF
反应烧结碳化硅超声线锯切割试验研究
16
作者 宋洪侠 曾国伟 +3 位作者 晁胜豪 郭晓光 董志刚 王毅丹 《机械强度》 北大核心 2025年第9期164-173,共10页
反应烧结碳化硅(Reaction Bonded Silicon Carbide, RB-SiC)因其优异的热稳定性、耐辐射性以及化学惰性,被广泛应用于核能和光学领域核心构件的制造。但是,RB-SiC材料具有硬度高、脆性大等特点,传统加工方法难以保证其加工质量和效率。... 反应烧结碳化硅(Reaction Bonded Silicon Carbide, RB-SiC)因其优异的热稳定性、耐辐射性以及化学惰性,被广泛应用于核能和光学领域核心构件的制造。但是,RB-SiC材料具有硬度高、脆性大等特点,传统加工方法难以保证其加工质量和效率。超声金刚石线锯切割(锯切)技术作为硬脆材料的高效加工方法,已在单晶Si、单晶SiC等硬脆材料的加工中成功应用。然而,该技术在RB-SiC材料的切削试验和工艺的研究还有待开展。为此,首次开展了RB-SiC的超声锯切试验研究,搭建了超声锯切RB-SiC平台,对比分析了平行与垂直超声振动方向的加工表面质量,研究了超声振幅、线速度、进给速度参数对表面粗糙度及表面微观形貌的影响规律。试验结果表明,超声锯切在提高表面质量等方面具有显著优势。随着振幅由3μm提高到7μm,表面粗糙度值降低了17.4%,表面划痕和凹坑数量随之减少;相较于垂直进给方向,平行进给方向的超声锯切更能有效提高RB-SiC材料的表面质量。本研究可为RB-SiC材料超声锯切工艺研究提供指导。 展开更多
关键词 超声锯切 反应烧结碳化硅 金刚石线锯 超声振动 表面质量
在线阅读 下载PDF
基于串扰电压峰值的IGBT模块键合线老化监测方法
17
作者 张硕 王耕籍 +1 位作者 尹金良 杜明星 《太阳能学报》 北大核心 2025年第6期314-320,共7页
针对IGBT模块键合线老化监测问题,该文提出一种基于串扰电压峰值的监测方法,该方法以IGBT模块构成的半桥电路为研究对象,基于IGBT模块的开关模态,对键合线脱落机理及串扰电压产生过程详细分析,并对串扰电压分段建模;推导出键合线脱落对... 针对IGBT模块键合线老化监测问题,该文提出一种基于串扰电压峰值的监测方法,该方法以IGBT模块构成的半桥电路为研究对象,基于IGBT模块的开关模态,对键合线脱落机理及串扰电压产生过程详细分析,并对串扰电压分段建模;推导出键合线脱落对串扰电压形成各个阶段的影响,进而通过对串扰电压峰值的测量实现对IGBT模块键合线健康状况的实时监测;仿真和实验结果验证该方法的可行性和准确性。 展开更多
关键词 光伏发电 IGBT 串扰 逆变器 键合线 老化
原文传递
微波3D-SiP模组的关键工艺方法研究
18
作者 廖雯 张威 +2 位作者 文鹏 吉垚 张磊 《压电与声光》 北大核心 2025年第5期852-856,共5页
本文介绍了一种微波3D-SiP模组的工艺设计方法。该模组内部采用4种焊接材料和1种粘接材料,基于通用气密封HTCC管壳进行三维堆叠,实现了立体组装的产品小型化。同时,通过理论仿真与产品加工工艺相结合,分别对影响模组装配质量的键合、电... 本文介绍了一种微波3D-SiP模组的工艺设计方法。该模组内部采用4种焊接材料和1种粘接材料,基于通用气密封HTCC管壳进行三维堆叠,实现了立体组装的产品小型化。同时,通过理论仿真与产品加工工艺相结合,分别对影响模组装配质量的键合、电路板入壳和批量植球3项关键工艺进行研究。研究表明,该模组采用的工艺方法具有标准化、通用化、可靠性高的工艺特点。 展开更多
关键词 微波3D-SiP模组 三维堆叠 仿真 金丝键合 植球工艺
在线阅读 下载PDF
基于Depth-YOLO的半导体键合引线缺陷检测算法
19
作者 于乃功 李奥 杨弈 《工程科学学报》 北大核心 2025年第11期2281-2295,共15页
引线键合作为集成电路封装环节的关键步骤,其作用是将不同元器件和芯片相互连接,确保电路的正常工作,其质量检测关乎产品良率.针对现有键合引线缺陷检测方法检测精度和检测效率较低的问题,本文提出一种新的缺陷检测模型:Depth-YOLO.首先... 引线键合作为集成电路封装环节的关键步骤,其作用是将不同元器件和芯片相互连接,确保电路的正常工作,其质量检测关乎产品良率.针对现有键合引线缺陷检测方法检测精度和检测效率较低的问题,本文提出一种新的缺陷检测模型:Depth-YOLO.首先,该模型重建了YOLOv8模型的输入端,使模型能够处理输入图像的深度信息.其次,提出一种输入特征增强模块,增强模型对引线深度信息和纹理特征的提取能力.随后,用C2f_Faster模块替换原YOLOv8主干网络的C2f模块,降低模型参数量,减少计算冗余.接着,提出一种融合注意力机制(MDFA),增强模型对密集复杂不规则缺陷的特征提取能力,提升检测精度.最后,用WIoU代替原YOLOv8的损失函数CIoU,提高模型对目标检测框的判断准确性,加快收敛速度.针对目前相关研究领域没有键合引线公开数据集的问题,自制键合引线深度图像数据集DepthBondingWire.在自制数据集的实验结果表明,Depth-YOLO模型相比于原YOLOv8模型mAP@0.5提升了7.2个百分点,达到了98.6%.与其他主流目标检测模型相比具有较高的检测精度.本文提出的方法可有效实现半导体键合引线高精度自动化检测,并可以辐射到集成电路其他关键工艺的缺陷检测. 展开更多
关键词 键合引线 缺陷检测 YOLOv8 深度图像 注意力机制
在线阅读 下载PDF
基于机器视觉的半导体键合引线缺陷检测方法综述
20
作者 于乃功 李奥 杨弈 《智能感知工程》 2025年第2期46-60,共15页
随着集成电路产业的高速发展,键合引线作为芯片封装中连接内部电路的关键部件,其质量直接影响电子产品的可靠性和稳定性。传统的键合引线缺陷检测方法主要包括机械参数检测、电学参数检测和形貌特征检测三大类,虽然具有一定的适用性与... 随着集成电路产业的高速发展,键合引线作为芯片封装中连接内部电路的关键部件,其质量直接影响电子产品的可靠性和稳定性。传统的键合引线缺陷检测方法主要包括机械参数检测、电学参数检测和形貌特征检测三大类,虽然具有一定的适用性与代表性,但普遍存在检测精度不足、自动化程度低、难以满足复杂缺陷识别需求等问题。近年来,随着机器视觉与深度学习技术的快速发展,基于图像处理与神经网络的自动化缺陷检测方法逐渐成为研究热点。首先,系统梳理二维深度学习、三维点云分析、图像-点云融合等多种先进检测方法;其次,比较典型算法的检测性能与适用场景;最后,重点分析YOLO系列模型及三维深度学习架构在实际检测中的应用潜力,旨在为相关研究人员提供系统化的技术概览与参考,推动高精度、智能化缺陷检测技术在半导体封装中的深入应用。 展开更多
关键词 半导体键合引线 缺陷检测 机器视觉 深度学习 三维点云分析
在线阅读 下载PDF
上一页 1 2 39 下一页 到第
使用帮助 返回顶部