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This device is unlocked from any phone company (factory unlocked).Ī14 Bionic rockets past every other smartphone chip. ![]() ![]() ![]() Tan W, Zhou Y, Kerr H, Lawson S (2004) A study of dynamic resistance during small scale resistance spot welding of thin Ni sheets. Ĭhen Y, Tseng K, Cheng Y (2012) Electrode displacement and dynamic resistance during small-scale resistance spot welding.Tseng K, Chuang K (2012) Monitoring nugget size of micro resistance spot welding (micro RSW) using electrode displacement-time curve. doi: 10.1007/s0017-6Ĭhen J, Farson D, Ely K, Frech T (2006) Modeling small-scale resistance spot welding machine dynamics for process control. Ruisz J, Biber J, Loipetsberger M (2007) Quality evaluation in resistance spot welding by analysing the weld fingerprint on metal bands by computer vision. Lai X, Luo A, Zhang Y, Chen G (2009) Optimal design of electrode cooling system for resistance spot welding with the response surface method. doi: 10.1007/s0017-9Įl-Banna M, Filev D, Chinnam R (2008) Online qualitative nugget classification by using a linear vector quantization neural network for resistance spot welding. Lee H, Wang M, Maev R, Maeva E (2003) A study on using scanning acoustic microscopy and neural network techniques to evaluate the quality of resistance spot welding. Podržaj P, Simončič S (2011) Resistance spot welding control based on fuzzy logic. ![]() doi: 10.1088/0957-/011Ĭullen J, Athi N, Al-Jader M, Johnson P, Al-Shamma’a A, Shaw A, El-rasheed A (2008) Multisensor fusion for on line monitoring of the quality of spot welding in automotive industry. Podržaj P, Polajnar I, Diaci J, Kariž Z (2004) Expulsion detection system for resistance spot welding based on a neural network. Podržaj P, Polajnar I, Diaci J, Kariž Z (2005) Estimating the strength of resistance spot welds based on sonic emission. Podržaj P, Simončič S (2013) Resistance spot welding control based on the temperature measurement. Zhang H, Hou Y, Zhang J, Qi X, Wang F (2015) A new method for nondestructive quality evaluation of the resistance spot welding based on the radar chart method and the decision tree classifier. Podržaj P, Simončič S (2014) A machine vision-based electrode displacement measurement. Podržaj P, Simončič S (2014) Resistance spot weld strength estimation based on electrode tip displacement/velocity curve obtained by image processing. Podržaj P, Simončič S (2012) Image-based electrode tip displacement in resistance spot welding. In: 2nd International Conference on Measurement, Information and Control (ICMIC), Harbin, China, 16-18 Aug, pp 818–821 Podržaj P, Simončič S (2013) Welding force as a variable in resistance spot welding control. Int J Intell Syst Technol Appl 10(1):1–14 doi: 10.1007/s0017-0Įl-Banna M, Filev D, Tseng F (2011) Force-based weld quality monitoring algorithm. Zhou K, Cai L (2013) Online nugget diameter control system for resistance spot welding. Weld J 59(6):170–176Ĭho Y, Rhee S (2002) Primary circuit dynamic resistance monitoring and its application to quality estimation during resistance spot welding. doi: 10.1007/s0017-9ĭickinson D, Franklin J, Stanya A (1980) Characterization of spot welding behavior by dynamic electrical parameter monitoring. Wan X, Wang Y, Zhao D (2015) Multi-response optimization in small scale resistance spot welding of titanium alloy by principal component analysis and genetic algorithm. The realtime and online quality monitoring purpose could be realized. Effectiveness of the developed model was validated through data training, testing, and validation. The electrode force, welding current, welding time, and first five principal components were designed as network inputs. A back propagation neural network model was then proposed to simultaneously predict the nugget size and failure load. The first principal component was selected as independent variable in regression analysis for quality estimation. Principal component analysis was made on discrete dynamic resistance values. Electrode force effect on dynamic resistance and failure load was much smaller than that of welding current. The bulk material heating stage could not be detected under very high welding current condition. A smaller electrode force or lower welding current was found to promote the initial resistance peak. Typical dynamic resistance curves were divided into several stages based on the weld nugget formation process. The present study aims at solving weld quality monitoring problem in small scale resistance spot welding of titanium alloy. ![]() |
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