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Effect of copper content on the pyrolysis process of organic components in waste printed circuit boards:Based on experimental and quantum chemical DFT simulations
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作者 Bin Li Biqin Shen +5 位作者 Ran Tao Chenwei Hu Yufeng Wu Haoran Yuan Jing Gu Yong Chen 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2024年第9期202-211,共10页
In recent years,scientists have become increasingly concerned in recycling electronic trash,particularly waste printed circuit boards(WPCBs).Previous research has indicated that the presence of Cu impacts the pyrolysi... In recent years,scientists have become increasingly concerned in recycling electronic trash,particularly waste printed circuit boards(WPCBs).Previous research has indicated that the presence of Cu impacts the pyrolysis of WPCBs.However,there may be errors in the experimental results,as printed circuit boards(PCBs)with copper and those without copper are produced differently.For this experiment,we blended copper powder with PCB nonmetallic resin powder in various ratios to create the samples.The apparent kinetics and pyrolysis properties of four resin powders with varying copper concentrations were compared using nonisothermal thermogravimetric analysis(TG)and thermal pyrolysis-gas chromatography mass spectrometry(Py-GC/MS).From the perspective of kinetics,the apparent activation energy of the resin powder in the pyrolysis reaction shows a rise(0.1<a<0.2)-stable(0.2<a<0.4)-accelerated increase(0.4<a<0.8)-decrease(0.8<a<0.9)process.After adding copper powder,the apparent activation energy changes more obviously when(0.2<a<0.4).In the early stage of the pyrolysis reaction(0.1<a<0.6),the apparent activation energy is reduced,but when a?0.8,it is much higher than that of the resin sample without copper.Additionally,it is discovered using thermogravimetric analysis and Py-GC/MS that copper shortens the temperature range of the primary pyrolysis reaction and prevents the creation of compounds containing bromine.This inhibition will raise the temperature at which compounds containing bromine first form,and it will keep rising as the copper level rises.The majority of the circuit board molecules have lower bond energies when copper is present,according to calculations performed using the Gaussian09 software,which promotes the pyrolysis reaction. 展开更多
关键词 waste printed circuit boards COPPER PYROLYSIS Kinetic study Density functional theory(DFT)
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Optimization of low-temperature alkaline smelting process of crushed metal enrichment originated from waste printed circuit boards 被引量:5
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作者 郭学益 刘静欣 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第5期1643-1650,共8页
A novel low-temperature alkaline smelting process is proposed to convert and separate amphoteric metals in crushed metal enrichment originated from waste printed circuit boards. The central composite design was used t... A novel low-temperature alkaline smelting process is proposed to convert and separate amphoteric metals in crushed metal enrichment originated from waste printed circuit boards. The central composite design was used to optimize the operating parameters,in which mass ratio of Na OH-to-CME, smelting temperature and smelting time were chosen as the variables, and the conversions of amphoteric metals tin, lead, aluminum and zinc were response parameters. Second-order polynomial models of high significance and3 D response surface plots were constructed to show the relationship between the responses and the variables. Optimum area of80%-85% Pb conversion and over 95% Sn conversion was obtained by the overlaid contours at mass ratio of Na OH-to-CME of4.5-5.0, smelting temperature of 653-723 K, smelting time of 90-120 min. The models were validated experimentally in the optimum area, and the results demonstrate that these models are reliable and accurate in predicting the smelting process. 展开更多
关键词 low-temperature alkaline smelting waste printed circuit board amphoteric metals central composite design conversion
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Pyrolysis kinetics and TG-FTIR analysis of waste epoxy printed circuit boards 被引量:4
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作者 湛志华 丘克强 《Journal of Central South University》 SCIE EI CAS 2011年第2期331-336,共6页
Thermal decomposition of waste epoxy PCBs was performed in different atmospheres (nitrogen, argon, air and vacuum) at a heating rate of 10 ℃/rain by DSC-TGA, and the pyrolysis characteristic was analyzed. The gases... Thermal decomposition of waste epoxy PCBs was performed in different atmospheres (nitrogen, argon, air and vacuum) at a heating rate of 10 ℃/rain by DSC-TGA, and the pyrolysis characteristic was analyzed. The gases volatilized from the experiment were qualitatively analyzed by TG-FTIR. Kinetics study shows that pyrolysis reaction takes place between 300 and 400℃, and the activation energies are 256, 212 and 186.2 kJ/mol in nitrogen, argon and vacuum, respectively. There are two mass-loss processes in the decomposition under air atmosphere. In the first mass-loss process, the decomposition is the main reaction, and in the second process, the oxidation is the main reaction. The activation energy of the second mass-loss process is 99.6 kJ/mol by isothermal heat-treatments. TG-FTIR analysis shows carbon dioxide, carbon monoxide, hydrogen bromide, phenol and substituent phenol are given off during the pyrolysis of waste epoxy PCBs. 展开更多
关键词 PYROLYSIS KINETICS waste printed circuit boards
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Efficient recovery of valuable metals from waste printed circuit boards by microwave pyrolysis 被引量:4
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作者 Yubo Liu Jialiang Zhang +3 位作者 Xu Yang Wenguang Yang Yongqiang Chen Chengyan Wang 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2021年第12期262-268,共7页
The recycling of waste printed circuit board(WPCBs) is of great significance for saving resources and protecting the environment. In this study, the WPCBs were pyrolyzed by microwave and the contained valuable metals ... The recycling of waste printed circuit board(WPCBs) is of great significance for saving resources and protecting the environment. In this study, the WPCBs were pyrolyzed by microwave and the contained valuable metals Cu, Sn and Pb were recovered from the pyrolyzed WPCBs. The effect of pyrolysis temperature and time on the recovery efficiency of valuable metals was investigated. Additionally, the characterization for morphology and surface elemental distribution of pyrolysis residues was carried out to investigate the pyrolysis mechanism. The plastic fiber boards turned into black carbides, and they can be easily separated from the metals by manual. The results indicate that 91.2%, 96.1% and 94.4% of Cu, Sn and Pb can be recovered after microwave pyrolysis at 700 °C for 60 minutes. After pyrolysis, about 79.8%(mass)solid products, 11.9%(mass) oil and 8.3%(mass) gas were produced. These gas and oil can be used as fuel and raw materials of organic chemicals, respectively. This process provides an efficient and energy-saving technology for recovering valuable metals from WPCBs. 展开更多
关键词 RECOVERY waste printed circuit boards(Wpcbs) Microwave pyrolysis Valuable metals waste treatment
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Pyrolysis behaviour and combustion kinetics of waste printed circuit boards 被引量:2
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作者 Kang Yan Chongwei Liu +6 位作者 Liping Liu Min Xiong Jiongtong Chen Zhongtang Zhang Shuiping Zhong Zhifeng Xu Jindi Huang 《International Journal of Minerals,Metallurgy and Materials》 SCIE EI CAS CSCD 2022年第9期1722-1732,共11页
The effective recycling of waste printed circuit boards(WPCBs)can conserve resources and reduce environmental pollution.This study explores the pyrolysis and combustion characteristics of WPCBs in various atmospheres ... The effective recycling of waste printed circuit boards(WPCBs)can conserve resources and reduce environmental pollution.This study explores the pyrolysis and combustion characteristics of WPCBs in various atmospheres through thermogravimetric and Gaussian fitting analyses.Furthermore,this study analyses the pyrolysis products and combustion processes of WPCBs through thermogravimetric and Fourier transform infrared analyses(TG-FTIR)and thermogravimetry-mass spectrometry(TG-MS).Results show that the pyrolysis and combustion processes of WPCBs do not constitute a single reaction,but rather an overlap of multiple reactions.The pyrolysis and combustion process of WPCBs is divided into multiple reactions by Gaussian peak fitting.The kinetic parameters of each reaction are obtained by the Coats-Redfern method.In an argon atmosphere,pyrolysis consists of the overlap of the preliminary pyrolysis of epoxy resin,pyrolysis of small organic molecules,and pyrolysis of brominated flame retardants.The thermal decomposition process in the O_(2) atmosphere is mainly divided into two reactions:brominated flame retardant combustion and epoxy combustion.This study provided the theoretical basis for pollution control,process optimization,and reactor design of WPCBs pyrolysis. 展开更多
关键词 waste printed circuit board pyrolysis mechanism COMBUSTION GAUSS peak fitting
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Distribution of heavy metals during pyrolysis of waste printed circuit boards
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作者 彭绍洪 陈烈强 +1 位作者 蔡明招 王云玉 《Journal of Coal Science & Engineering(China)》 2006年第1期105-109,共5页
The volatilization behavior of Cu, Pb, Sn, Sb, Ni, Zn, Mn, Co, Cr, Cd during pyrolysis of waste printed circuit boards was investigated in a bench-scale fixed-bed pyrolysis system. It was found that volatility of heav... The volatilization behavior of Cu, Pb, Sn, Sb, Ni, Zn, Mn, Co, Cr, Cd during pyrolysis of waste printed circuit boards was investigated in a bench-scale fixed-bed pyrolysis system. It was found that volatility of heavy metals increases with operating temperature elevating, and bromine and vacuum have an obvious promoting effect on volatility of most of heavy metals. Over 99% weight of Cu and Ni are still remained in solid residue after pyrolysis, about 20% weight of Sb, Zn and Cd are transfered into liquid and gas during a pyrolysis process at 600 ℃, volatilization fractions of Pb, Sn, Mn, Co, Cr are less than 10% at the same conditions. The contents of heavy metals in liquid and gas products depend on not only volatility of metals, but also their initial contents in printed circuit boards, pyrolysis liquid and gas are primarily contaminated by Cu, Pb, Sn, Sb and Zn, their contents in liquid vary from 10^2 to 10^3 pg/mL, Mn, Co, Cr, Cd were detected only at very low level, less than 10 μg/mL. 展开更多
关键词 heavy metal waste printed circuit boards PYROLYSIS VACUUM BROMINE
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Research on Selective Shredding of Wasted Printed Circuit Boards
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作者 曹亦俊 文学峰 赵跃民 《Journal of China University of Mining and Technology》 2002年第1期25-29,共5页
Electronic scrap, especially wasted printed circuit boards (PCBs), is regarded as an environmental challenge. At present, the physical separation is thought to be the environmental friendly and economical method of tr... Electronic scrap, especially wasted printed circuit boards (PCBs), is regarded as an environmental challenge. At present, the physical separation is thought to be the environmental friendly and economical method of treating and reutilizing electronic waste. An effective liberation of metals from non metallic components is a crucial step towards mechanical separation and recycling of wasted PCBs. In this paper, the selective shredding theory and mechanics characteristics of wasted PCBs were analyzed, and the shredded experiments of wasted PCBs by hammer mill were investigated. The result shows that the selective shredding exists in the wasted PCBs shredded process by hammer mill. The shredding velocity of non metallic components is far greater than that of metals in the wasted PCBs shredding, which makes the metals concentrate in the coarser fraction. And the impact force of hammer mill is superior to metal liberation from non metallic components, a satisfied metal liberation degree can be achieved in the wasted PCBs shredding by hammer mill. 展开更多
关键词 wasted printed circuit boards (pcbs) selective shredding reclaim
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Review: Current Status of Recycling of Waste Printed Circuit Boards in India
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作者 Rashmi Kumar Dahyalal. J. Shah 《Journal of Environmental Protection》 2014年第1期9-16,共8页
Printed Circuit Boards (PCBs) are an integral part of any electronic equipment. The growth of e-waste as end-of-life electronic equipments at an exponential rate is producing large quantities of discarded PCBs. In Ind... Printed Circuit Boards (PCBs) are an integral part of any electronic equipment. The growth of e-waste as end-of-life electronic equipments at an exponential rate is producing large quantities of discarded PCBs. In India, current recycling and processing of PCBs is managed almost entirely by the informal sector or the unskilled labor (95%). The crude recycling activities cause irreversible health and environmental hazards and the loss of valuable materials due to the poor recovery of base and precious metals. With the disclosures of the recycling being done by unskilled labor, alternative recycling strategies are being sought with the aim of higher recovery of materials in an environment friendly manner. There is an urgent need to establish effective and efficient methods for recycling the metals presented in the waste PCBs. In this study, the existing methods practiced for recycling of waste PCBs in India and the management strategies for handling them are assessed. 展开更多
关键词 printed circuit boardS INDIA E-waste INFORMAL RECYCLING
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Modeling of Micropores Drilling Force for Printed Circuit Board Micro-holes Based on Energy Method
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作者 郑小虎 阮浩 +2 位作者 陈宏博 刘骁佳 刘正好 《Journal of Donghua University(English Edition)》 CAS 2023年第5期525-530,共6页
The quality of printed circuit board(PCB)micro-hole processing directly determines the stability of the inner and outer circuit connections.Micro-hole drilling technology is a typical method for PCB micro-hole process... The quality of printed circuit board(PCB)micro-hole processing directly determines the stability of the inner and outer circuit connections.Micro-hole drilling technology is a typical method for PCB micro-hole processing.The problem of optimal control of its drilling force is one of the main factors affecting the quality of micro-hole machining.To address this problem,the thrust forces and torques in PCB drilling were first modeled and analyzed,and the corresponding prediction models were established.The drilling force analysis was carried out through the micro-hole drilling experiment,the specific cutting energy under different feed rates was calculated,the influence of the size effect was clarified,and the accuracy of the prediction model was verified.The result shows that during the drilling of glass fiber cloth,changes in the material removal mechanism are induced as the feed per revolution is varied.When the feed per revolution is less than the tool edge radius,the glass fiber is not cut by the main cutting edge,but is crushed and broken.When the feed per revolution is greater than the radius of the tool edge,the glass fiber is cut by the main cutting edge.At the same time,the established analytical model can accurately reflect the influence of the size effect on the drilling torque in PCB micro-hole drilling,and the error is within 10%.This method has certain practical application value in controlling PCB micro hole processing quality. 展开更多
关键词 printed circuit board(pcb) micro-hole drilling predictive model size effect multi-layer material
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Vacuum pyrolysis of waste print circuit board
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作者 甘舸 陈列强 +1 位作者 彭绍洪 蔡明招 《Journal of Coal Science & Engineering(China)》 2005年第1期67-70,共4页
Waste print circuit board containing 11.38% Br was pyrolyzed in vacuum. Thermal stability of waste print circuit board was studied under vacuum condition by thermo-gravimetry(TG). Vacuum pyrolysis of WPCB was studied ... Waste print circuit board containing 11.38% Br was pyrolyzed in vacuum. Thermal stability of waste print circuit board was studied under vacuum condition by thermo-gravimetry(TG). Vacuum pyrolysis of WPCB was studied emphasizing on the kinetics of WPCB pyrolysis reactions. Based on the TG results, a kinetic model was pro- posed. Kinetic parameters were calculated for reaction with this model including all stages of decomposition. The average activation energy is 68 kJ/mol with reaction order 3. These findings provide new insights into the WPCB thermal decomposition and useful data for rational design and operation of pyrolysis. 展开更多
关键词 vacuum pyrolysis waste print circuit board KINETICS TG
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Study on High-power LED Heat Dissipation Based on Printed Circuit Board 被引量:2
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作者 WANG Yiwei ZHANG Jianxin +1 位作者 NIU Pingjuan LI Jingyi 《Semiconductor Photonics and Technology》 CAS 2010年第2期121-125,共5页
In order to study the role of printed circuit board(PCB)in high-power LED heat dissipation,a simple model of high-power LED lamp was designed.According to this lamp model,some thermal performances such as thermal resi... In order to study the role of printed circuit board(PCB)in high-power LED heat dissipation,a simple model of high-power LED lamp was designed.According to this lamp model,some thermal performances such as thermal resistances of four types of PCB and the changes of LED junction temperature were tested under three different working currents.The obtained results indicate that LED junction temperature can not be lowered significantly with the decreasing thermal resistance of PCB.However,PCB with low thermal resistance can be matched with smaller volume heat sink,so it is hopeful to reduce the size,weight and cost of LED lamp. 展开更多
关键词 high-power LED printed circuit board(pcb) substrate of heat dissipation thermal resistance junction temperature
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Metals Recovery from Fine Printed Circuit Boards Using Falcon SB Concentrator 被引量:2
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作者 WEN Xue-feng ZHAO Yue-min +3 位作者 PAN Yan-jun HE Ya-qun SONG Shu-lei WANG Zhuo-ya 《Journal of China University of Mining and Technology》 EI 2005年第4期322-328,共7页
Physical methods show great potential and advantages on comprehensive reutilization of waste printed circuit boards (PCBs) because of lower investment and operation cost, higher efficiency and environment friendliness... Physical methods show great potential and advantages on comprehensive reutilization of waste printed circuit boards (PCBs) because of lower investment and operation cost, higher efficiency and environment friendliness. However, metals contained in fine fraction of PCBs cannot be recovered effectively by conventional equipments such as high tension electrostatic separator or shaking table. In the paper, this conundrum was resolved successfully with the enhanced Falcon SB concentrator. The separation mechanism of Falcon SB concentrator was analyzed and main factors affecting separation efficiency such as magnitude of rotation frequency of bowl, water counter pressure and slurry concentration of feed were studied and interaction of factors above also were investigated using Design-Expert software. Experiment results show that complete liberation degree and great difference of density between metals and nonmetals are suitable to recover metals from -74 μm PCBs using enhanced Falcon SB concentrator and 80.77 % integration efficiency can be achieved when slurry concentration of feed is 40 g/L with the water counter pressure of 0.01 MPa and rotation frequency of 50 Hz. 展开更多
关键词 Falcon concentrator centrifugal separation waste printed circuit boards integration efficiency
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Distribution behavior of valuable elements in oxygen-enriched top-blown smelting process of waste printed circuit boards
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作者 Kang YAN Wen-can QUAN +3 位作者 Zhong-tang ZHANG Hua-ping NIE Rui-xiang WANG Zhi-feng XU 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS 2024年第11期3721-3736,共16页
Oxygen-enriched top-blown smelting is a promising technology for processing waste printed circuit boards(WPCBs).The distribution behavior of valuable elements in WPCBs during smelting was investigated by varying the o... Oxygen-enriched top-blown smelting is a promising technology for processing waste printed circuit boards(WPCBs).The distribution behavior of valuable elements in WPCBs during smelting was investigated by varying the oxygen-enriched concentration,oxygen volume,CaO/SiO_(2)(mass ratio),and Fe/SiO_(2)(mass ratio).The optimal operating conditions were obtained by implementing a one-factor-at-a-time method.X-ray diffractometer,scanning electron microscopy−energy dispersive spectrometer,and inductive coupled plasma-atomic emission spectroscopy methods were utilized to detect the chemical composition,occurrence state as well as elemental contents of alloy and slag.It is found that the elements of Cu,Sn and Ni are mainly accumulated in the alloy while Fe is mainly oxidized into the slag.The direct yields of Cu,Sn and Ni are 90.18%,85.32%and 81.10%under the optimal conditions of temperature 1250℃,oxygen-enriched concentration 30%,oxygen volume 24 L,CaO/SiO_(2) mass ratio 0.55,and Fe/SiO_(2) mass ratio 1.05.The results show that the valuable metals are mainly lost in the slag through mechanical entrainment. 展开更多
关键词 waste printed circuit boards top-blown smelting element distribution thermomechanical analysis slag type
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基于298/77 K循环处理回收PCB中非金属组分
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作者 李蓬勃 张林楠 +3 位作者 张啸 李宣延 李赫 高彤 《环境工程技术学报》 CAS CSCD 北大核心 2024年第1期204-209,共6页
为解决废印制电路板(PCB)中非金属组分回收难且二次污染率大的问题,引入298/77 K循环处理技术,首先分析温度改变对PCB内部结构所造成的影响及PCB内部力学性能的变化,测试静电分选和离心分选对PCB非金属组分回收率的实际影响,之后引入CaF... 为解决废印制电路板(PCB)中非金属组分回收难且二次污染率大的问题,引入298/77 K循环处理技术,首先分析温度改变对PCB内部结构所造成的影响及PCB内部力学性能的变化,测试静电分选和离心分选对PCB非金属组分回收率的实际影响,之后引入CaF_(2)作为精炼过程中的强氧化剂,测试PCB内部结构发生改变后的硅组分回收率,最后测定回收后硅元素的实际纯度。结果表明:PCB在经过298/77 K循环处理后,内部结构受温度循环影响发生明显变化;各项力学性能均实现明显下降;PCB非金属组分实际产出量和硅组分回收率,相比于传统处理方式实现了明显提升,且对原PCB中各项杂质有较好的去除效果,硅元素占比在97%以上。 展开更多
关键词 废印制电路板 内部结构 非金属组分 循环处理 回收率 硅元素
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PCB可靠性测试评估方法简述
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作者 刘立国 高蕊 张永华 《印制电路信息》 2024年第1期30-33,共4页
印制电路板(PCB)技术向高密度、高集成化等方向发展,导致PCB可靠性问题日益凸显。针对PCB失效机理,并结合现有PCB标准及实践应用情况,详细介绍了3种PCB可靠性测试评估的方法——失效率预计法、加速试验预计法和试验鉴定法,以期为从业者... 印制电路板(PCB)技术向高密度、高集成化等方向发展,导致PCB可靠性问题日益凸显。针对PCB失效机理,并结合现有PCB标准及实践应用情况,详细介绍了3种PCB可靠性测试评估的方法——失效率预计法、加速试验预计法和试验鉴定法,以期为从业者开展PCB可靠性测试评估提供一定的帮助。 展开更多
关键词 印制电路板(pcb) 失效机理 可靠性测试 可靠性评估
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基于YOLOv8的PCB表面缺陷检测轻量化研究
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作者 徐淼 涂福泉 +2 位作者 吴淇 唐良彪 吴维崧 《包装工程》 CAS 北大核心 2024年第17期172-179,共8页
目的针对印制电路板(PCB)表面缺陷检测模型较大和速度慢的问题,提出一种基于YOLOv8的PCB轻量化表面缺陷检测框架EYOLOv8。方法该框架以YOLOv8网络结构为基础,使用RevCol网络特征融合思想重构网络主干,引入Slim-neck设计思想重构颈部结构... 目的针对印制电路板(PCB)表面缺陷检测模型较大和速度慢的问题,提出一种基于YOLOv8的PCB轻量化表面缺陷检测框架EYOLOv8。方法该框架以YOLOv8网络结构为基础,使用RevCol网络特征融合思想重构网络主干,引入Slim-neck设计思想重构颈部结构,使用卷积权重参数共享的机制重构检测头结构,在保持精度基本不变的同时,对整体网络结构进行了轻量优化设计,最终使用WIoU损失函数对轻量化模型训练过程进行优化。结果在公共数据集上的实验结果表明,EYOLOv8较YOLOv8模型大小减少了46%,检测精度mAP50值达97.7%,检测速度达256帧/s,模型大小为3.3 MB。结论相比其他算法,EYOLOv8在PCB表面缺陷检测设备上部署更有竞争力。 展开更多
关键词 RevCol YOLOv8 pcb 表面缺陷检测 深度学习 轻量化
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基于改进Faster RCNN的PCB表面缺陷检测研究
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作者 龚陈博 南卓江 陶卫 《自动化仪表》 CAS 2024年第7期99-103,109,共6页
印刷电路板(PCB)在制造过程中不可避免地存在焊点缺焊、短路、毛刺、缺口、开路、余铜等微小缺陷。传统的基于机器视觉检测的缺陷检测方法存在检测速度慢、误检率和漏检率高、抗干扰能力弱等问题。为解决上述问题,提出一种基于改进快速... 印刷电路板(PCB)在制造过程中不可避免地存在焊点缺焊、短路、毛刺、缺口、开路、余铜等微小缺陷。传统的基于机器视觉检测的缺陷检测方法存在检测速度慢、误检率和漏检率高、抗干扰能力弱等问题。为解决上述问题,提出一种基于改进快速区域卷积神经网络(Faster RCNN)的PCB表面缺陷检测方法。首先,在传统Faster RCNN框架的基础上,融入扩展特征金字塔网络(EFPN)以实现特征提取与融合,并进行多尺度检测,从而尽可能保留图像细节信息以提高检测性能。其次,利用K-means算法结合交并比(IoU)优化区域建议网络(RPN)结构中的锚框参数,使得生成的锚框方案更有针对性。试验结果表明,改进Faster RCNN在PCB缺陷数据集上的全类平均正确率(mAP)值达到93.4%、检测速度达到每秒21.79帧。所提方法可推广应用至芯片、光学器件表面微小缺陷在线检测,从而提升工业生产效率。 展开更多
关键词 印刷电路板 缺陷检测 快速区域卷积神经网络 扩展特征金字塔网络 K-MEANS 小目标检测 机器视觉
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PCB各向异性行为对焊点疲劳寿命的影响研究
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作者 潘浩东 彭伟 +3 位作者 孙国立 王剑 聂富刚 贺光辉 《印制电路信息》 2024年第4期43-48,共6页
当前微系统不断向着小型化、高密度和高可靠性方向发展,印制电路板(PCB)为微系统器件提供电气连接和机械支撑,对系统的服役可靠性起着至关重要的作用。根据PCB在不同方向上热膨胀系数(CTE)的差异,通过数值模拟研究了3种PCB模型在温度循... 当前微系统不断向着小型化、高密度和高可靠性方向发展,印制电路板(PCB)为微系统器件提供电气连接和机械支撑,对系统的服役可靠性起着至关重要的作用。根据PCB在不同方向上热膨胀系数(CTE)的差异,通过数值模拟研究了3种PCB模型在温度循环载荷下焊点的寿命和应力应变响应情况,并对比了3种模型得到的计算结果,发现3种模型得到的结果存在较大差别。通过试验结果验证了仿真的准确性,表明在进行板级有限元分析时,关注焊球寿命时应充分考虑PCB复合材料的各向异性行为。同时,定量分析了由不同类别PCB模型获得的焊点寿命,为建立板级高保真数值模型和调控焊点寿命提供依据。 展开更多
关键词 印制电路板 各向异性 焊点 热疲劳寿命
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An Experimental Study of the Printed-Circuit Elliptic Dipole Antenna with 1.5-16 GHz Bandwidth 被引量:1
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作者 Chun-Chi LEE Hsin-Sheng HUANG +1 位作者 Cheng-Da YANG Chia-Wei WANG 《International Journal of Communications, Network and System Sciences》 2008年第4期295-300,共6页
Printed-circuit board (PCB) elliptic antennas with useful bandwidth exceeding 10:1 ratio are suitable for wideband radar, wireless ultra wideband (UWB) and other wireless communication applications. We present wideban... Printed-circuit board (PCB) elliptic antennas with useful bandwidth exceeding 10:1 ratio are suitable for wideband radar, wireless ultra wideband (UWB) and other wireless communication applications. We present wideband PCB elliptic dipole antennas which are capable of achieving the bandwidth requirements for all the applications. A set of elliptic dipole antennas with varying eccentricities have been fabricated for demonstration. We find one specific size (specific eccentricity) dipole that can yield an impressive 1.5-16 bandwidth exceeding the currently available. A couple of elliptic dipole antennas suitable for UWB application have been presented. We have measured swept frequency response, impedance and radiation patterns of all dipoles. An empirical formula is given for calculating the starting resonant frequency within the operating band. The calculated values are found in good agreement with measured results. 展开更多
关键词 ELLIPTIC DIPOLE ANTENNA WIDEBAND Radar ANTENNA printed-circuit board (pcb) Ultra WIDEBAND (UWB)
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基于机器学习的PCB缺陷检测与分类方法研究 被引量:1
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作者 李娟 《印制电路信息》 2024年第3期57-59,共3页
印制电路板(PCB)在制造过程中难免会产生各种缺陷。为了提高生产效率和产品质量,针对PCB制造中常见的缺陷进行检测与分类。通过构建深度学习模型,采用图像处理技术,对PCB图像进行全面而高效的缺陷检测。通过大量的训练数据,模型能够学... 印制电路板(PCB)在制造过程中难免会产生各种缺陷。为了提高生产效率和产品质量,针对PCB制造中常见的缺陷进行检测与分类。通过构建深度学习模型,采用图像处理技术,对PCB图像进行全面而高效的缺陷检测。通过大量的训练数据,模型能够学习各类缺陷的特征,包括但不限于短路、断路、焊接不良等。使用举例说明和推导论证等方法对PCB缺陷进行分类研究,在深度学习模型的巧妙构建和分类算法的优化应用相辅相成的应用基础上,为提高生产效率和产品质量提供了可行的解决方案,推动了PCB制造业智能化方向的发展。 展开更多
关键词 机器学习 pcb缺陷检测 深度学习 分类算法
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