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A NEURAL NETWORK FOR WELD PENETRATION CONTROL IN GAS TUNGSTEN ARC WELDING 被引量:1
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作者 C.S. Wu J. Q. Gao Y.H. Zhao 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2006年第1期27-33,共7页
Realizing of weld penetration control in gas tungsten arc welding requires establishment of a model describing the relationship between the front-side geometrical parameters of weld pool and the back-side weld width w... Realizing of weld penetration control in gas tungsten arc welding requires establishment of a model describing the relationship between the front-side geometrical parameters of weld pool and the back-side weld width with sufficient accuracy. A neural network model is developed to attain this aim. Welding experiments are conducted to obtain the training data set (including 973 groups of geometrical parameters of the weld pool and back-side weld width) and the verifying data set (108 groups). Two data sets are used for training and verifying the neural network, respectively. The testing results show that the model has sufficient accuracy and can meet the requirements of weld penetration control. 展开更多
关键词 neural network weld penetration control back-side weld width gas tungsten arc welding
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Study on welding power source used in intelligent control system for weld pool shape in pulsed GTAW
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作者 张广军 陈善本 +1 位作者 吴林 耿正 《China Welding》 EI CAS 2001年第2期33-37,共5页
This paper analyses the performance request of arc welding power source used in intelligent control of weld pool shape in pulsed GTAW, and develops a sample power source. The main circuit of the power source takes the... This paper analyses the performance request of arc welding power source used in intelligent control of weld pool shape in pulsed GTAW, and develops a sample power source. The main circuit of the power source takes the structure of single ended inverter with two switches, and takes IGBTs as power switches. The working frequency of the inverter is set at 20 kHz. The control circuit takes PWM circuit as center, and uses single chip computer to complete the manage functions such as the control of working sequence, setting and changing of the welding parameters, sensing of the welding states and communication with outside computer etc. The dynamic reacting time of the whole power is 1 ms, the range of the output current is 5~250 A, the precision of the output current reaches to 1 A. The power strikes arc by contacting workpiece under 5 A, and have convenient interface with system computer. All above shows this power source is one with high performance. 展开更多
关键词 arc welding power source pulsed gtaw weld pool shape intelligent control
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Penetration control by weld pool resonance during gas tungsten arc welding
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作者 杨春利 何景山 +1 位作者 林三宝 王其隆 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2000年第1期23-29,共7页
Presents penetration control by weld pool resonance which occurs when the natural frequency of weld pool is equal to the frequency of sine wave current while the weld pool is excited into oscillation by superimposing ... Presents penetration control by weld pool resonance which occurs when the natural frequency of weld pool is equal to the frequency of sine wave current while the weld pool is excited into oscillation by superimposing sine wave current with definite frequency or regular frequency on DC current, and experiments carried out on detecting resonance signals during both stationary and travelling arc welding with variant frequency pulse current, and concludes with experimental results that penetration control can be realized by weld pool resonance when welding speed is lower than 80mm/min, and this control method is applicable to welding thin (0.5~3.0 mm) plates of carbon steel, low alloy steel, high strength steel and superhigh strength steel, and suitable for alternating polarity welding of stainless steel, titanium alloy steel and aluminum alloy. 展开更多
关键词 gas tungsten ARC welding (gtaw) WELD POOL RESONANCE full penetration ARC light SENSING ARC voltage SENSING real time control
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Real-time measurement of welding temperature field and closed loop control of penetration 被引量:2
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作者 张华 潘际銮 《China Welding》 EI CAS 1999年第2期49-56,共8页
Colormetric method of images by using two different wavelength images is a new measuring method for welding temperature field on the basis of ordinary colorimetric method, which depends little on the measuring distanc... Colormetric method of images by using two different wavelength images is a new measuring method for welding temperature field on the basis of ordinary colorimetric method, which depends little on the measuring distance, emissivity of body etc. In this paper the real time measuring system and measuring principle of welding temperature field are described, the whole welding temperature field is real time measured, so the temperature distribution at the welding direction and its cross section is obtained, then parameters of thermal cycle. With data from the temperature closed loop control system of the parameters of temperature field is developed and tested. Experimental results prove that it has high measurement speed (time of a field within 0.5 s ) and good dynamic response quality. Weld penetration can be controlled satisfactorily under the variation of welding condition such as welding thickness, welding speed and weldment gap etc. 展开更多
关键词 welding temperature field colorimetric method of images welding thermal cycle penetration control
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Closed-loop control of weld penetration in keyhole plasma arc welding 被引量:2
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作者 陈强 孙振国 +1 位作者 孙久文 王耀文 《中国有色金属学会会刊:英文版》 CSCD 2004年第1期116-120,共5页
To improve the penetrating ability and the welding quality of keyhole plasma arc welding, a novel penetration closed loop control system was established. In the system, welding current and plasma gas flow rate were se... To improve the penetrating ability and the welding quality of keyhole plasma arc welding, a novel penetration closed loop control system was established. In the system, welding current and plasma gas flow rate were selected as adjusting variables. The wavelet method was used to detect penetration status from welding arc voltage in real time. The control strategy of one keyhole per pulse was adapted to fulfill stable and high quality welding process. Experimental results show that the developed system can apparently increase the penetrating force of plasma arc and keyhole plasma arc welding is realized successfully in stainless steel with 10 mm in thickness. Moreover, the disturbances of gradual change and break change from 3 mm to 6 mm in thickness are come over due to the good response property of the developed system. 展开更多
关键词 焊缝 熔深 闭环控制 等离子弧焊 PAW
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Fuzzy neural networks for control of penetration depthduring GTAW
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作者 高向东 黄石生 余英林 《China Welding》 EI CAS 2000年第1期3-10,共8页
An intelligent system including both a neural network(NN) and a self adjusting fuzzy controller(FC) for modeling and control of the penetration depth during gas tungsten arc welding(GTAW) process is presented in this... An intelligent system including both a neural network(NN) and a self adjusting fuzzy controller(FC) for modeling and control of the penetration depth during gas tungsten arc welding(GTAW) process is presented in this paper. The discussion is mainly focused on two parts. One is the modeling of the penetration depth with NN. A visual sensor CCD is used to obtain the image of the molten pool. A neural network model is established to estimate the penetration depth from the welding current, pool width and seam gap. It is demonstrated that the proposed neural network can produce highly complex nonlinear multi variable model of the GTAW process that offer the accurate prediction of welding penetration depth. Another is the control for the penetration depth with FC.A self adjusting fuzzy controller is proposed,which used for controlling the penetration depth.The control parameters are adjusted on line automatically according to the controlling errors of penetration and the errors can be decreased sharply. The effectiveness of the proposed intelligent methods is demonstrated by the real experiments and the improved performance results are obtained. 展开更多
关键词 neural network fuzzy controller gtaw penetration depth CCD
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Penetration mechanism of aluminum alloy in double-sided GTAW process
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作者 高洪明 吴林 董红刚 《中国有色金属学会会刊:英文版》 CSCD 2005年第S2期35-38,共4页
The penetration mechanism of aluminum alloy in double-sided gas tungsten arc welding (GTAW) process was probed by means of theoretical analysis, experimentation and numerical simulation. The results show that, firstly... The penetration mechanism of aluminum alloy in double-sided gas tungsten arc welding (GTAW) process was probed by means of theoretical analysis, experimentation and numerical simulation. The results show that, firstly, the welding current goes straight through the weld zone, forms a stronger electromagnetic force field, and causes a stronger fluid flow in the weld pool. Secondly, during double-sided GTAW process, when the weld is partial penetrated, a heat-congregated zone forms between the bottoms of the two weld pools, where the temperature can increase quickly even though only a small amount of heat is input. Thirdly, the buoyancy force causes an inward flow in the bottom weld pool, which can drive the hot liquid on the surface to the bottom of the pool. 展开更多
关键词 ALUMINUM alloy double-sided gtaw PROCESS WELD penetration numerical simulation
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基于变速GTAW焊接温度场解析模型的熔深预测研究
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作者 武少杰 曲皇屹 程方杰 《天津大学学报(自然科学与工程技术版)》 EI CAS CSCD 北大核心 2024年第1期64-72,共9页
焊接热过程解析模型是一种能够直观反映焊接过程中工件内部的热行为、明确焊接工艺参数与熔池形貌间的物理关系、快速计算得到熔深的方法.目前常用的焊接温度场解析模型通常将电弧近似为一个功率恒定的匀速运动热源进行计算,而非参考实... 焊接热过程解析模型是一种能够直观反映焊接过程中工件内部的热行为、明确焊接工艺参数与熔池形貌间的物理关系、快速计算得到熔深的方法.目前常用的焊接温度场解析模型通常将电弧近似为一个功率恒定的匀速运动热源进行计算,而非参考实际焊接过程,即通过实时调整焊接热输入(焊接电流或焊接速度)来保证熔透.因此,目前的焊接温度场解析模型并不适用于焊接熔透控制.为了使解析模型能够计算时变速度下的熔深,本文针对钨极氩弧焊(GTAW)工艺建立了适用于计算时变焊接速度的焊接温度场解析模型.首先以匀速移动点热源的温度场解析模型为基础,推导出了时变焊接速度移动点热源在热源作用时间内引起的温度变化公式,通过连续性证明验证了公式的连续可积性并进一步推导出了适用于时变焊接速度运动单椭球热源的焊接温度场解析模型.为了提高计算速度,减少计算量,采用坐标变化方法实现了热源及其附近温度场的快速求解.基于数值积分法得到了解析模型求解方法,实现了熔池温度场的准确计算,并通过提取等温线实现了熔深和熔宽的预测.最后,通过工艺试验验证了解析模型的精度.结果表明:在0~4 s阶段,计算熔深基本与实际测得的熔深相同,误差控制在6%以内;在速度发生改变的4~16 s阶段,由于热源系数不再适用,计算误差增大,但熔深计算误差仍控制在17%以内,熔宽计算误差在12%以内.因此,建立的焊接温度场解析模型基本可以满足时变速度下的熔深预测. 展开更多
关键词 钨极氩弧焊 解析计算 焊接温度场 熔深预测
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Investigation of front pool width penetration control for application to varying plate thickness
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作者 IL Yidan and R.W Richardson(Welding Department,Tianjian University, Tianjin, 300072,P.R.China)(Department of Welding Engineering,The Ohio State University, Columbus,OH,USA.) 《China Welding》 EI CAS 1996年第2期118-124,共7页
The influence of plate thickness on the penetration in GTAW was investigated and a theoretical heat flow model for a plate of finite thickness has been utilized to investigate the relationship between front and back p... The influence of plate thickness on the penetration in GTAW was investigated and a theoretical heat flow model for a plate of finite thickness has been utilized to investigate the relationship between front and back pool widths.Then,front pool width penetration control approach approach has been studied, which controls penetration under the variation of plate thickness.A penetration control system for autogenous GTA welding has been utilized which includes a coaxial weld pool imaging system and computer vision processing system to sense the front width of the GTA weld pool.Empirical results show the good performance of this penetration control approach in the presence of variations in joint plant thickness of 1 mm 0.04 inch) to 3 mm(0.125 inch) 展开更多
关键词 penetration control gtaw welding
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A NEW PENETRATION CONTROL APPROACH FOR APPLICATION TO VARYING ROOT THICKNESS
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作者 李义丹 《Transactions of Tianjin University》 EI CAS 1997年第1期30-34,共5页
研究了TIG焊板厚变化对熔透的影响,并利用有限板厚焊接热过程计算公式研究了正面熔宽与背面熔宽的关系.在此基础上提出了利用正面熔宽在工件板厚变化的情况下进行熔透控制的方法.同时利用同轴视觉TIG焊焊接系统和计算机图象处... 研究了TIG焊板厚变化对熔透的影响,并利用有限板厚焊接热过程计算公式研究了正面熔宽与背面熔宽的关系.在此基础上提出了利用正面熔宽在工件板厚变化的情况下进行熔透控制的方法.同时利用同轴视觉TIG焊焊接系统和计算机图象处理系统测量和控制正面焊接熔宽,以实现熔透控制.试验结果表明,所提出的利用正面熔宽进行熔透控制的方法在1mm~3mm的工件变化范围内能够有效控制熔透. 展开更多
关键词 熔透控制 TIG焊 焊接
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The real-time measurement of welding temperature field and closed-loop control of isotherm width 被引量:2
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作者 张华 潘际銮 廖宝剑 《Science China(Technological Sciences)》 SCIE EI CAS 1999年第2期129-135,共7页
The real-time measurement of welding temperature field by colorimetric method is described, and with the data acquired from it closed-loop control system of the parameters of temperature field is developed and tested.... The real-time measurement of welding temperature field by colorimetric method is described, and with the data acquired from it closed-loop control system of the parameters of temperature field is developed and tested. Experimental results prove that it has high measurement speed (time of a field within 0.5s) and good dynamic response quality. Weld penetration can be controlled satisfactorily under unstable welding condition. 展开更多
关键词 welding temperature field thermal CYCLE REAL-TIME measurement CLOSED-LOOP control of penetration.
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连续脉冲GTAW不同熔透状态熔池振荡频率特征及分析 被引量:3
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作者 李春凯 石玗 +2 位作者 顾玉芬 杜雷明 朱明 《机械工程学报》 EI CAS CSCD 北大核心 2016年第20期44-50,共7页
熔池振荡频率与熔池尺寸具有直接物理对应关系,但常规弧压、弧光方法很难实现连续焊接振荡频率提取。提出一种激光视觉测量方法用于连续焊接振荡频率检测。对连续焊接条件下部分、临界及全熔透状态下的熔池振荡激光条纹进行采集,通过图... 熔池振荡频率与熔池尺寸具有直接物理对应关系,但常规弧压、弧光方法很难实现连续焊接振荡频率提取。提出一种激光视觉测量方法用于连续焊接振荡频率检测。对连续焊接条件下部分、临界及全熔透状态下的熔池振荡激光条纹进行采集,通过图像处理算法提取不同熔透状态下的频率特征,并从激光条纹变化形态、熔池表面振荡和液态金属内部流动对不同频率特征进行分析。结果表明,激光视觉法能够精确检测熔池表面金属轴向及横向的流动;在部分和全熔透状态下熔池表面及内部金属以单一模式进行振荡,存在单一特征频率;在临界熔透状态下由于熔池约束条件的变化,使其表面振荡及内部金属振荡具有部分和全熔透的振荡特征,表现出两种特征频率;不同熔透状态的振荡频率特征可为精确检测不同熔透状态提供依据。 展开更多
关键词 熔池振荡 熔透状态 频率特征 熔透控制
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基于前馈补偿的五通连接器机器人GTAW熔透控制 被引量:3
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作者 陈华斌 樊重建 +3 位作者 林涛 杨学勤 李来平 陈善本 《上海交通大学学报》 EI CAS CSCD 北大核心 2009年第1期71-74,83,共5页
在Motoman UP6示教再现型机器人本体基础上,增加视觉模块和数据采集功能模块及相应的软件系统,实现弧焊机器人焊接过程的自主化和智能化;在此平台基础上,针对五通连接器法兰焊接中的问题,提出焊缝背面宽度的动态神经网络预测模型,建立... 在Motoman UP6示教再现型机器人本体基础上,增加视觉模块和数据采集功能模块及相应的软件系统,实现弧焊机器人焊接过程的自主化和智能化;在此平台基础上,针对五通连接器法兰焊接中的问题,提出焊缝背面宽度的动态神经网络预测模型,建立了对焊缝间隙前馈补偿的电流自适应调节非线性复合控制策略;同时,应用该方法对五通连接器模拟件进行施焊.结果表明:在焊接装配间隙不断变化的情况下,该实验系统能够使焊后背面焊缝宽度的误差控制在11%,正面余高维持在0.5 mm左右. 展开更多
关键词 前馈补偿 弧焊机器人 五通连接器 熔透控制
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迭代学习控制在GTAW焊接过程中的应用研究 被引量:3
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作者 刘建 卜旭辉 +1 位作者 梁嘉琪 闫帅可 《电子测量与仪器学报》 CSCD 北大核心 2017年第7期1061-1066,共6页
针对相同工件的批量焊接,并且焊接轨迹相同的情况下,焊接过程具有极高的重复性。提出了基于迭代学习控制(ILC)的脉冲气体钨极氩弧焊(GTAW)焊接过程跟踪控制方法。根据GTAW焊接的动态过程模型,设计了GTAW焊接过程控制的ILC算法,并对算法... 针对相同工件的批量焊接,并且焊接轨迹相同的情况下,焊接过程具有极高的重复性。提出了基于迭代学习控制(ILC)的脉冲气体钨极氩弧焊(GTAW)焊接过程跟踪控制方法。根据GTAW焊接的动态过程模型,设计了GTAW焊接过程控制的ILC算法,并对算法的收敛性进行了证明。研究结果表明,ILC可以有效地利用焊接过程中的重复信息,经过60次迭代学习后,焊接系统输出可以较好的达到期望轨迹,并获得较高的控制精度,验证了方法的有效性。与PID控制相比ILC控制器不但可以获得较好的跟踪效果,而且还能有效抑制外部扰动的作用,具有较强的鲁棒性。 展开更多
关键词 gtaw焊接 迭代学习控制 跟踪控制
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基于钨极倒影的GTAW三维焊缝位置检测 被引量:1
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作者 张文增 陈念 +1 位作者 陈强 孙振国 《焊接学报》 EI CAS CSCD 北大核心 2010年第3期1-4,共4页
为了同时实现钨极惰性气体保护焊(GTAW)中弧长控制和焊缝跟踪,文中提出一种基于钨极倒影的焊缝位置检测新方法.该方法将所研制的视觉传感器固接于焊枪上,从侧前方观测熔池,拍摄得到的图像包含有钨极前端、熔池前部、焊缝棱边以及钨极在... 为了同时实现钨极惰性气体保护焊(GTAW)中弧长控制和焊缝跟踪,文中提出一种基于钨极倒影的焊缝位置检测新方法.该方法将所研制的视觉传感器固接于焊枪上,从侧前方观测熔池,拍摄得到的图像包含有钨极前端、熔池前部、焊缝棱边以及钨极在熔池中所成的像等元素.通过所提出的基于实际钨极中心线约束的弧长算法和基于熔池水平约束的钨极左右偏差算法,计算得到焊缝相对钨极的三维位置,以此为控制量可以实现三维精密焊缝跟踪.结果表明,该方法是有效的,检测精度达到±0.1mm,满足精密焊接应用要求. 展开更多
关键词 焊接自动化 钨极惰性气体保护焊 焊缝跟踪 钨极偏差检测 弧长控制
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脉冲GTAW焊神经元自学习PSD控制 被引量:1
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作者 娄亚军 陈善本 吴林 《材料科学与工艺》 EI CAS CSCD 1998年第3期17-20,共4页
设计了一种用于脉冲GTAW焊过程控制的单神经元自学习PSD控制器。仿真结果表明,单神经元自学习PSD控制器调节时间快、超调量低、稳态误差小。突变散热工件板上堆焊实验结果表明,熔池反面熔宽实际值与设定值之间最大误差不超... 设计了一种用于脉冲GTAW焊过程控制的单神经元自学习PSD控制器。仿真结果表明,单神经元自学习PSD控制器调节时间快、超调量低、稳态误差小。突变散热工件板上堆焊实验结果表明,熔池反面熔宽实际值与设定值之间最大误差不超过0.30mm,平均误差不超过0.12mm,均方根误差不超过0.10mm。可见神经元自学习PSD控制器由于其具有自学习功能,非常适合具有变结构和变参数特点的焊接过程控制,提高了焊接动态过程智能控制的鲁棒性。 展开更多
关键词 脉冲gtaw 焊接熔池 神经元 自学习 智能控制
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GTAW熔池谐振法熔透控制技术 被引量:3
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作者 林三宝 杨春利 吴常正 《焊接》 1999年第7期12-14,共3页
分析了熔透控制技术的发展现状,提出了利用熔池谐振技术进行熔透控制的方法,并对其原理、传感技术、实时控制系统和控制结果进行了讨论。该技术为熔透控制技术的实际应用提供了一个新的途径。
关键词 熔池谐振 熔稼控制 实时控制 gtaw 焊接
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基于熔池振荡的GTAW熔透实时传感与控制 被引量:2
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作者 顾玉芬 席保龙 +3 位作者 李春凯 石玗 代悦 丁彬 《电焊机》 2020年第12期5-8,I0003,共5页
熔透控制是焊接过程控制领域的一个重要发展方向,其核心难点在于获取表征焊缝熔透状态的特征信息。针对传统熔透检测方法存在鲁棒性低、实时性差的问题,提出了一种激光光电转换方法。该方法可实现对GTAW熔池振荡频率的实时提取。利用熔... 熔透控制是焊接过程控制领域的一个重要发展方向,其核心难点在于获取表征焊缝熔透状态的特征信息。针对传统熔透检测方法存在鲁棒性低、实时性差的问题,提出了一种激光光电转换方法。该方法可实现对GTAW熔池振荡频率的实时提取。利用熔池从未熔透到熔透的振荡频率的变化特征,设计了步进焊接条件下的熔透控制算法,对不同散热条件及不同错边量的工件进行熔透控制试验。结果表明:该测量方法能够实现对焊接过程中熔池振荡频率的实时传感,且控制算法对散热条件和错边量等因素具有较强的鲁棒性,控制效果良好,最终获得焊缝的正、反面熔宽均匀一致、连续性好。 展开更多
关键词 激光光电法 gtaw 熔透实时检测 熔透控制
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变厚截面材料激光穿透焊接自适应功率控制研究
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作者 周麒 张哲豪 +5 位作者 李栋梁 罗耀恩 赵育泽 陈聪 曾宏玉 袁方 《金属加工(热加工)》 2024年第2期23-29,33,共8页
激光焊接变厚截面板是实现汽车轻量化的有效举措,但在激光焊接过程中,因工艺不稳定易导致焊缝熔透状态不一致,工件焊接质量较差。由于激光功率易于控制且对熔深影响显著,因此从变厚截面板激光焊接过程中的功率控制需求入手,设计了功率... 激光焊接变厚截面板是实现汽车轻量化的有效举措,但在激光焊接过程中,因工艺不稳定易导致焊缝熔透状态不一致,工件焊接质量较差。由于激光功率易于控制且对熔深影响显著,因此从变厚截面板激光焊接过程中的功率控制需求入手,设计了功率控制软硬件系统,完成了功率控制平台的搭建;采用卷积神经网络对同轴图像采集系统获取的小孔穿透孔图像进行分类,依据穿透孔面积分为未熔透、适度熔透和过熔透,采用PID控制系统根据分类结果编码实时改变焊接功率以获得适度熔透状态;通过采用变截面板进行激光焊接功率自适应调控试验,获得了背部余高均匀的焊缝,验证了自适应功率监测和控制算法的有效性。 展开更多
关键词 激光焊接 变厚截面材料 熔透状态 自适应功率控制
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不锈钢GTAW焊管生产中焊缝熔透易变性及其控制对策 被引量:7
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作者 何德孚 曹志梁 +1 位作者 蔡新强 周志江 《焊管》 2002年第3期9-17,共9页
在国内外不锈钢自动 GTAW/TIG焊接生产、特别是连续焊管生产中 ,同一种牌号不锈钢只因产地或炉号不同 ,焊缝的熔深或熔透性会有显著差异的现象已使相关的研究者困扰了 30余年。本文根据熔池动力学的研究成果分析产生这种熔深易变性的原... 在国内外不锈钢自动 GTAW/TIG焊接生产、特别是连续焊管生产中 ,同一种牌号不锈钢只因产地或炉号不同 ,焊缝的熔深或熔透性会有显著差异的现象已使相关的研究者困扰了 30余年。本文根据熔池动力学的研究成果分析产生这种熔深易变性的原因 ,指出了生产中有效控制这种易变性的对策。 展开更多
关键词 不锈钢焊管 gtaw TIC焊 熔深易变性 熔池对流 表面活化 控制对策
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