期刊文献+

钛合金薄板激光焊接参数的多目标优化 被引量:1

Multi-objective optimization of laser welding parameters for titanium alloy thin plate
下载PDF
导出
摘要 激光焊接过程产生的焊斑熔深和热影响区宽度直接影响焊接质量。激光焊接过程复杂,影响因素众多,许多参数难以量化。本文以TC4钛合金薄板为实验样品进行脉冲激光焊接实验。利用两个径向基函数神经网络分别预测焊斑熔深和热影响区宽度。将上述两个径向基函数神经网络作为多目标优化算法的目标函数,以提高焊接熔深并减小热影响区宽度。通过模拟退火算法寻求多目标优化所得的非劣解集中的最优解。实验证明,该方法可有效平衡激光焊接过程的焊斑熔深和热影响区宽度。 Depth of weld penetration and heat affected zone width are very important to laser welding quality.Laser welding is a complicated process,and quantization analysis of this process is quite difficult.In this work,a set of TC4 titanium alloy thin plate specimens were used as laboratory samples.Two radial basis function neural network (RBFNN)models were used to predict weld penetration depth and heat affected zone width.In order to minimize the heat affected zone width and maximize the depth of weld penetration,the above two neural networks were used as ob-jective functions of multi-objective optimization algorithm.A simulated annealing algorithm is used to find the optimal solution within non-inferior solutions of the multi-objective optimization algorithm.The results show that the heat af-fected zone width and the depth of weld penetration are well balanced by this method.
出处 《激光与红外》 CAS CSCD 北大核心 2014年第8期861-865,共5页 Laser & Infrared
基金 天津市应用基础及前沿技术研究计划(No.12JCQNJC02800) 天津职业技术师范大学科技发展项目(No.KTY12-03)资助
关键词 激光焊接 径向基函数神经网络 多目标优化 模拟退火算法 laser welding radial basis function neural network multi-objective optimization simulated annealing algorithm
  • 相关文献

参考文献10

  • 1尚晓峰,邓卫东,王志坚,李喆,罗帅.硬质合金与M42高速钢的激光钎焊组织及性能[J].激光与红外,2013,43(12):1341-1344. 被引量:3
  • 2罗威,董文锋,杨华兵,许鹏程,唐志凯.高功率激光器发展趋势[J].激光与红外,2013,43(8):845-852. 被引量:41
  • 3刘丰年,张文平,果鑫,文鸿,徐勇,唐伟.低重复频率激光脉冲放大的时域理论研究[J].激光与红外,2013,43(6):632-635. 被引量:1
  • 4WANG Baoguang, HE Zhonghai, LIAO Yibai, et al. Study on calibration methods of structured light sensor[ J]. Chi- nese Journal of Lasers ,2002,11 (3) : 198 - 204.
  • 5韩超阳,李建勋,陈萧,朱振幅.Real-time restoration of rotational blurred image using gradient-loading[J].Chinese Optics Letters,2008,6(5):334-337. 被引量:2
  • 6R Olsson, I Eriksson, J Powell, et al. Challenges to the in- terpretation of the electromagnetic feedback from laser welding[ J ], Optics and Lasers in Engineering, 2011,49 (2) :188 - 194.
  • 7聂仁灿,姚绍文,周冬明,李翔.基于脉冲耦合神经网络的椒盐噪声滤波[J].激光与红外,2013,43(6):689-693. 被引量:9
  • 8Qiuming Zhang, Siqing Xue. An improved multi-objective particle swarm optimization algorithm [ J ]. Advances in Computation and Intelligence ,2007,83 (2) :372 - 381.
  • 9Kundu P K,Zhang YAN,Ray A K. Multi-objective opti- mization of simulated counter current moving bed chroma to graphic reactor for oxidative coupling of methane [ J ]. Chemical Engineering Science, 2009, 64 (19): 4137 -4149.
  • 10Luis M Torres-Trevi, Felipe A Reyes-Valdes,Vietor Lop- ez. Multi-objective optimization of a welding process by the estimation of the Pareto optimal set [ J ]. Expert Sys- tems with Applications ,2011,38 (6) :8045 - 8053.

二级参考文献106

  • 1张文毓.硬质合金涂层刀具研究进展[J].稀有金属与硬质合金,2008,36(1):59-63. 被引量:42
  • 2W Torruellas, et al. High peak power ytterbium-doped fi- ber amplifiers[ J]. Proc. SPIE 6102,61020N,2006.
  • 3C D Brooks,F Di Teodoro. 1 mJ energy, 1 MW peak-pow- er, 10 W average-power, spectrally narrow, diffraction-lim- ited pulses from a photonic-crystal fiber amplifier[ J ]. Op- tics Express, 2005,13 (22) : 8999.
  • 4C D Brooks, F Di Teodoro. Muhimegawatt peak-power, single-transverse-mode operation of a 100 Im core diame-ter, Yb-doped rodlike photonic crystal fiber amplifier[ J]. Appl. Phys. Lett. ,2006,89( 11 ) :111119.
  • 5Shengping Chen,et al. 100 W all fiber picosecond MOPA laser [ J ]. Opt. Express,2009,17 ( 26 ) :24008.
  • 6Lihmei Yang, Peng Wan, Vladimir Protopopov, et al. 2 μm femtosecond fiber laser at low repetition rate and high pulse energy [ J ]. Opt. Express, 2012,20 : 5683 - 5688.
  • 7William Renard, Guillaume Canat, Pierre Bourdon. 26 nJ picosecond solitons from thulium-doped single-mode mas- ter oscillator power fiber amplifier [ J ]. Opt. Lett. , 2012, 37 : 377 - 379.
  • 8P Dupriez, A Piper, et al. High average power, high repeti- tion rate, picosecond pulsed fiber master oscillator power amplifier source seeded by a gain-switched laser diode at 1060 nm[ J ]. IEEE Photonics Technology Letters, 2006, 18(9) :1013 - 1015.
  • 9P Dupriez, et al. High-power, high repetition rate picosec- ond and femtosecond sources based on Yb-doped fiber amplification of VECSELs [ J ]. Optics Express, 2006, 14 (21) :9611.
  • 10Yoann Zaouter, Igor Martial, et al. Direct amplification of ultra-short pulses in ix-pulling-down Yb:YAG single crys- tal fibers [ J ]. Optics Letters, 2011,36 ( 5 ) : 748 - 750.

共引文献51

同被引文献10

引证文献1

二级引证文献2

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部