Feature-based quality classification for ultrasonic welding of carbon fiber reinforced polymer through Bayesian regularized neural network
Tài liệu tham khảo
2020
Leone, 2020, Plastic joining methods, Science
Pramanik, 2017, Joining of carbon fibre reinforced polymer (CFRP) composites and aluminium alloys-A review, Compos Part A Appl Sci Manuf, 101, 1, 10.1016/j.compositesa.2017.06.007
Ishikawa, 2018, Overview of automotive structural composites technology developments in Japan, Compos Sci Technol, 155, 221, 10.1016/j.compscitech.2017.09.015
Yousefpour, 2016, Fusion bonding/welding of thermoplastic composites, J Thermoplast Compos Mater, 17, 303, 10.1177/0892705704045187
Costa, 2012, A review of welding technologies for thermoplastic composites in aerospace applications, J Aerosp Technol Manag, 4, 255, 10.5028/jatm.2012.040303912
Daniels, 1965, Ultrasonic welding, Ultrasonics, 3, 190, 10.1016/0041-624X(65)90169-1
Nong, 2018, Improving process robustness in ultrasonic metal welding of lithium-ion batteries, J Manuf Syst, 48, 45, 10.1016/j.jmsy.2018.04.014
Guo, 2016, Online process monitoring with near-zero misdetection for ultrasonic welding of lithium-ion batteries: an integration of univariate and multivariate methods, J Manuf Syst, 38, 141, 10.1016/j.jmsy.2016.01.001
Shao, 2013, Feature selection for manufacturing process monitoring using cross-validation, J Manuf Syst, 32, 550, 10.1016/j.jmsy.2013.05.006
Chen, 2014, A support vector machine approach for classification of welding defects from ultrasonic signals, Nondestruct Test Eval, 29, 10.1080/10589759.2014.914210
Wang, 2019, Classification of spot-welded joint strength using ultrasonic signal time-frequency features and PSO-SVM method, Ultrasonics, 91, 161, 10.1016/j.ultras.2018.08.014
Li, 2018, Ultrasonic welding of carbon fiber reinforced composite with variable blank holding force, J Manuf Sci Eng, 140, 091011, 10.1115/1.4040427
Wang, 2017, Performance prediction for ultrasonic spot welds of short carbon fiber-reinforced composites under shear loading, J Manuf Sci Eng, 139, 111001, 10.1115/1.4037320
Li, 2020, Online quality inspection of ultrasonic composite welding by combining artificial intelligence technologies with welding process signatures, Mater Des, 194, 10.1016/j.matdes.2020.108912
Cai, 2020, Application of sensing techniques and artificial intelligence-based methods to laser welding real-time monitoring: a critical review of recent literature, J Manuf Syst, 57, 1, 10.1016/j.jmsy.2020.07.021
Lee, 2001, A quality assurance technique for resistance spot welding using a neuro-fuzzy algorithm, J Manuf Syst, 20, 320, 10.1016/S0278-6125(01)80051-0
Wang, 2017, Characterization of weld attributes in ultrasonic welding of short carbon fiber reinforced thermoplastic composites, J Manuf Process, 29, 124, 10.1016/j.jmapro.2017.07.024
Servo, 2020
2020
2020
ImageJ. ImageJ. https://imagejImageJ.nih.gov/ij/. (Accessed December 15, 2020).
Fisher, 1936, The use of multiple measurements in taxanomic problems, Ann Hum Genet, 7, 179
Wang, 2020, Intelligent welding system technologies: state-of-the-art review and perspectives, J Manuf Syst, 56, 373, 10.1016/j.jmsy.2020.06.020
Shao, 2016, Tool wear monitoring for ultrasonic metal welding of lithium-Ion batteries, J Manuf Sci Eng, 138, 051005, 10.1115/1.4031677
Prasad, 2008, Limitations of principal components analysis for hyperspectral target recognition, Ieee Geosci Remote Sens Lett, 5, 625, 10.1109/LGRS.2008.2001282
Piotrowsk, 2011, Optimizing neural networks for river flow forecasting – evolutionary Computation methods versus the Levenberg–marquardt approach, J Hydrol (Amst), 407, 12, 10.1016/j.jhydrol.2011.06.019
Piotrowsk, 2013, A comparison of methods to avoid overfitting in neural networks training in the case of catchment runoff modelling, J Hydrol (Amst), 476, 97, 10.1016/j.jhydrol.2012.10.019
MacKay, 1992, Bayesian interpolation, Neural Comput, 4, 415, 10.1162/neco.1992.4.3.415
Sariev, 2020, Bayesian regularized artificial neural networks for the estimation of the probability of default, Quant Finance, 20, 311, 10.1080/14697688.2019.1633014
2020
Heaton, 2008
Smith, 1999