基于深度学习的激光熔覆层表面气孔识别研究

为了解决熔覆层表面气孔识别技术中耗时且准确度不足的问题,文章利用深度学习技术中的语义分割网络提出了基于U-net神经网络识别熔覆层表面气孔的2BNC-Unet神经网络。通过引入Batch Normalization层以及串联注意力机制(CBAM)合理部署在神经网络中,选取交并比(IoU)与Dice系数作为网络的评价指标。研究结果表明：在测试集中,2BNC-Unet网络的交并比与Dice系数分别为86.96%、86.42%,相比U-net神经网络分别提高了7.65%、4.73%。同时为了验证该网络的性能,选用SegNet、2BNC-Unet与U-net神经网络进行对比实验,结果表明2BNC-Unet的分割效果不仅优于SegNet和U-net网络,而且熔覆层表面的气孔细节能够被完整地分割。在深度学习技术中2BNC-Unet的分割速度和准确度都有了显著地提高,气孔的分割为熔覆层的性能分析提供了帮助。     

耐酸不锈钢表面激光熔覆层耐腐蚀研究

本文研究了在耐酸不锈钢基体上采用激光熔覆和等离子喷焊二种工艺形成的涂层对耐腐蚀性的影响。使用５ｋＷ横流ＣＯ２激光器对预置在基体上的Ｃｏ基自熔合金粉末进行熔覆加工,得到的熔层与等离子焊层对比：激光熔层缺陷率低,被机体稀释率更小,成品率更高。其组织致密均匀,晶粒细小,熔层硬度与强韧性更高。性能试验证明：激光熔层有更好的耐腐蚀性能。     

40Cr钢表面激光熔覆层的磨损性能

 为研究模具钢熔覆层的磨损性能,采用铁基粉在40Cr钢表面进行激光熔覆,以激光熔覆层为上试样,GCr15钢珠为下试样,采用HT－500磨损试验机进行摩擦磨损试验,并与40Cr基体的磨损性能相对比。利用表面形貌仪测量磨痕深度和宽度。研究结果表明：载荷小于250 g时,相同载荷下基体的摩擦系数大。载荷小于300 g时,随磨损时间延长,熔覆层、基体的摩擦系数都随着载荷增加而减小。当载荷为300 g时,基体的摩擦系数在0.563～0.589之间变化,平均值为0.576,且随时间逐渐升高,耐磨性变差;熔覆层的磨擦系数在0.431～0.457之间变化,平均摩擦系数为0.444,磨痕深度和宽度分别是0.65 mm和1.096 μm,且随时间逐渐下降,表现了良好的耐磨性能。当载荷增加到500 g时,平均摩擦系数和磨痕深度比300 g时分别增加了75％和47倍,且摩擦系数逐渐升高,磨损性能下降。     

40Cr钢表面激光熔覆层的磨损性能

为研究模具钢熔覆层的磨损性能,采用铁基粉在40Cr钢表面进行激光熔覆,以激光熔覆层为上试样,GCr15钢珠为下试样,采用HT－500磨损试验机进行摩擦磨损试验,并与40Cr基体的磨损性能相对比。利用表面形貌仪测量磨痕深度和宽度。研究结果表明：载荷小于250 g时,相同载荷下基体的摩擦系数大。载荷小于300 g时,随磨损时间延长,熔覆层、基体的摩擦系数都随着载荷增加而减小。当载荷为300 g时,基体的摩擦系数在0.563～0.589之间变化,平均值为0.576,且随时间逐渐升高,耐磨性变差;熔覆层的磨擦系数在0.431～0.457之间变化,平均摩擦系数为0.444,磨痕深度和宽度分别是0.65 mm和1.096 μm,且随时间逐渐下降,表现了良好的耐磨性能。当载荷增加到500 g时,平均摩擦系数和磨痕深度比300 g时分别增加了75％和47倍,且摩擦系数逐渐升高,磨损性能下降。     

Cr对TiC-VC增强铁基熔覆层耐蚀性及耐磨性的影响

通过X射线衍射、扫描电子显微镜、能谱仪、极化曲线和磨粒磨损实验分析,研究了不同Cr加入量对TiC-VC增强铁基激光熔覆层耐蚀性和耐磨性能的影响。结果表明:熔覆层中物相主要为α-Fe,TiC,VC和TiVC2。随着Cr加入量的增加,伴随有残余奥氏体及Cr3C2的出现,且Cr3C2呈长条状部分聚集、部分单独分布。熔覆层的耐蚀性与耐磨性随Cr加入量的增加呈现先增加后降低的趋势。熔覆粉末中加入适量的Cr元素能显著提高熔覆层的硬度与耐蚀性。当添加质量分数为3.0%的Cr时,熔覆层硬度高达1090HV0.2,且相同磨损条件下熔覆层磨损失重仅约为Q235钢的1/26;当添加质量分数为9.0%的Cr时,所得熔覆层的耐蚀性最好,约为不添加Cr时的3.26倍。     

Cr对TiC-VC增强铁基熔覆层耐蚀性及耐磨性的影响

通过X射线衍射、扫描电子显微镜、能谱仪、极化曲线和磨粒磨损实验分析,研究了不同Cr加入量对TiC-VC增强铁基激光熔覆层耐蚀性和耐磨性能的影响。结果表明：熔覆层中物相主要为-Fe,TiC,VC和TiVC2。随着Cr加入量的增加,伴随有残余奥氏体及Cr3C2的出现,且Cr3C2呈长条状部分聚集、部分单独分布。熔覆层的耐蚀性与耐磨性随Cr加入量的增加呈现先增加后降低的趋势。熔覆粉末中加入适量的Cr元素能显著提高熔覆层的硬度与耐蚀性。当添加质量分数为3.0%的Cr时,熔覆层硬度高达1090HV0.2,且相同磨损条件下熔覆层磨损失重仅约为Q235钢的1/26;当添加质量分数为9.0%的Cr时,所得熔覆层的耐蚀性最好,约为不添加Cr时的3.26倍。     

铁基合金激光熔覆层的高温磨损性能

 为提高40Cr钢表面耐磨性,采用预置激光熔覆法在40Cr基体表面制备Fe基涂层,利用HT-500摩擦磨损实验机测定干摩擦条件下,基体和熔覆层的摩擦因数随温度变化的规律。利用表面粗糙度轮廓仪测量磨痕的深度和宽度,SEM观察熔覆层以及磨痕的显微组织形貌,使用HV-1000型显微硬度仪检测基体和熔覆层结合部分的硬度。研究结果表明:熔覆层平均显微硬度值达到373.8HV(0.2);显著高于基体硬度198.4HV(0.2)。在干摩擦条件下,随着温度升高,磨损过程逐渐变平缓,平均摩擦因数降低,磨损率增加,耐磨性下降;在350~400 ℃之间,熔覆层磨损性能优于基体。     

铁基合金激光熔覆层的高温磨损性能

为提高40Cr钢表面耐磨性,采用预置激光熔覆法在40Cr基体表面制备Fe基涂层,利用HT-500摩擦磨损实验机测定干摩擦条件下,基体和熔覆层的摩擦因数随温度变化的规律。利用表面粗糙度轮廓仪测量磨痕的深度和宽度,SEM观察熔覆层以及磨痕的显微组织形貌,使用HV-1000型显微硬度仪检测基体和熔覆层结合部分的硬度。研究结果表明:熔覆层平均显微硬度值达到373.8HV(0.2);显著高于基体硬度198.4HV(0.2)。在干摩擦条件下,随着温度升高,磨损过程逐渐变平缓,平均摩擦因数降低,磨损率增加,耐磨性下降;在350~400 ℃之间,熔覆层磨损性能优于基体。     

激光工艺参数对钛合金表面NiCrBSi合金熔覆层组织及硬度的影响

在TC4合金表面进行了激光熔覆NiCrBSi合金涂层的试验 ,利用SEM和XRD等对熔覆层的微观组织进行了分析 ,测试了熔覆层的显微硬度。结果表明 ,激光工艺参数对熔覆层的组织和硬度有极大的影响 ,随稀释率的增加 ,激光熔覆层中形成了TiB2 和TiC等颗粒增强相 ,熔覆层的硬度明显提高。     

不锈钢表面激光熔覆层与喷焊层耐磨性对比研究

本文研究在１Ｃｒ１８Ｎｉ９Ｔｉ基体上采用激光熔覆和离子喷焊二种工艺形成的涂层对耐磨性的影响。使用５ｋＷ横流ＣＯ２激光器对预置在基体上的Ｃｏ基自熔合金粉末进行单道或多道扫描，得到的熔层与等离子焊层对比结果是：激光熔层缺陷率低，成品率高，其结构致密均匀，晶粒细小，成分稀释率更小，对基体热影响小，熔层硬度与强韧性更高。性能试验证明：激光熔层具有更高的抗擦伤磨损和抗冲击滑动高温磨损性能，耐磨性提高了一倍左右。     

Coaxial laser cladding on an inclined substrate

This paper describes an experimental and theoretical study of the cladding mode of coaxial laser cladding on an inclined substrate. Based on the image analysis of the powder stream and clad profile measurements in coaxial laser cladding, it was found that irregular clad profiles always formed on an inclined surface and the location of the peak profile shifted away from the clad center. This phenomenon is caused by uneven distributions of powder concentration and laser beam intensity. A modified Gaussian mode for powder stream and laser beam was proposed to estimate the clad profiles on an inclined plane under laser beam irradiation. The effects of the inclined steel substrate on the CO₂ laser beam absorption and stainless-steel powder catchment were examined experimentally. The results show that both the laser absorption and the powder catchment on the mild steel decrease with increasing the cladding angle. From the analysis of laser beam mode, the clad width is equivalent to the beam spot size on the inclined substrate. However, the clad height correlates well with the distribution of the powder concentration. The results show that the Gaussian cladding mode could be adopted in various laser cladding applications such as rapid prototyping and butt welding to predict the clad profiles precisely.     

Investigation on cracking behavior of Ni-based coating by laser-induction hybrid cladding

Based on the experiments of laser-induction hybrid cladding by powder feeding, the cracking behavior of Ni-based coating and solidification characteristic in molten pool were investigated. The results indicate that the hybrid cladding is effective to prevent from cracking in Ni-based coating. With the increase of induction energy density, the tensile stress and crack rate decrease obviously. When the induction energy density arrives at 36 J/mm², the free-cracks coating can be achieved. In laser-induction hybrid cladding, the martensite can be eliminated in the heat affected zone and the phase transformation stress is little. Moreover, the molten pool is solidified through two directions such as the coating surface and coating/substrate interface, i.e., firstly the top and bottom in molten pool are solidified, and then the middle in molten pool is solidified. Therefore, in hybrid cladding, the peak value of tensile stress is located in the middle of coating, which is different from that in laser cladding. This distribution status of residual stress is greatly helpful to restrict the cracks of Ni-based coating in laser-induction hybrid cladding.     

Identification and qualification of temperature signal for monitoring and control in laser cladding

Laser cladding has been successfully introduced into industry for the use in wear and corrosion applications and in the repair work such as turbine components, moulds and dies. Through monitoring and furthermore controling the cladding process, the quality and reproducibility in the production can be ensured. Thus the economic efficiency can increase through the reduced scrap rate. The aim of this work is to identify and analyse the infrared temperature signal emitted from the melt pool, which could be used for quality control and for closed loop control. Different measure systems including a photodiode, pyrometer and CCD camera with different functional wavelengths were used to detect the temperature radiation. The detected signals show dependence on the main process parameters including laser power, powder feeding rate and scanning speed. The results of the clad such as dilution and dimension have very good correlation with the measured temperature signal. A process monitoring and control system based on the infrared temperature signal with coaxial alignment of the ancillary lenses was established and tested successfully.     

Concentration mode of the powder stream in coaxial laser cladding

The blown powder laser cladding process has recently been greatly enhanced by the development of a coaxial powder feed system. It provides a new route to generate the metal parts directly from CAD drawings. The performance of the coaxial powder feeder depends on various gas flow streams which significantly affect the distribution mode of the powder stream and the deposition rate in cladding.Two types of optical techniques have been adopted in this study to investigate the powder concentration mode of the coaxial jet streams. The mode of the powder stream is also mathematically modelled and compared to the experimental results of stainless steel powder. The Gaussian distribution mode in the transverse direction of the powder stream was identified by theory and experiment at cold stream conditions.     

激光感应复合熔覆的稀释率分析模型及实验研究

在分析计算感应加热温度模型和激光感应复合熔覆能量作用的基础上,推导出了激光感应复合熔覆稀释率的表达式,定量反映了稀释率与激光、感应能量、材料特性和工艺参数之间的关系,并且通过实验进行了验证。研究结果表明：复合熔覆的稀释率随激光功率的增加而增大,随送粉率的增加而减小,随扫描速度的增大而减小;在其他参数恒定,感应能量增加时,稀释率显著增大。该稀释率分析模型有助于复合熔覆加工中稀释率的控制,为复合熔覆工艺参数的优化设计和熔覆层的质量控制提供了理论基础。     

铁基合金激光熔覆层高温润滑磨损性能

为提高40Cr合金钢的表面耐磨性,采用预置激光熔覆法在40Cr基体表面制备铁基合金涂层, 利用扫描电镜观察分析熔覆层显微组织形貌,用显微硬度仪测试熔覆层截面显微硬度,用摩擦磨损试验机测定在润滑条件下基体、熔覆层的摩擦系数随温度变化的规律。研究结果表明:熔覆层与基体实现良好冶金结合,熔覆层横截面微观组织呈现平面晶、树枝晶和胞状晶分布;熔覆层硬度值介于617.5~926.6 HV0.2之间,基体硬度介于205.2~278.2 HV0.2之间;在200 ℃以下,熔覆层摩擦系数在磨程中趋于平稳,在0.1附近轻微波动,小于基体平均摩擦系数;当温度超过200 ℃,油膜分解,引发润滑失效,磨损方式向干摩擦转化,磨损机理从微切削磨损主导向粘着磨损、磨粒磨损和氧化磨损复合磨损方式转化。