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A Grammatical Evolution Approach to System Identification of Laser Lap Welding
Technical Paper
2006-01-1614
ISSN: 0148-7191, e-ISSN: 2688-3627
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English
Abstract
Laser lap welding quality is a non-linear response based on a host of categorical and numeric material and process variables. This paper describes a Grammatical Evolution approach to the structure identification of the laser lap welding process and compares its performance with linear regression and a neuro-fuzzy inference system.
Authors
Citation
Wilson, D., Kaur, D., Forrest, M., and Lu, F., "A Grammatical Evolution Approach to System Identification of Laser Lap Welding," SAE Technical Paper 2006-01-1614, 2006, https://doi.org/10.4271/2006-01-1614.Also In
Reliability and Robust Design in Automotive Engineering, 2006
Number: SP-2032; Published: 2006-04-03
Number: SP-2032; Published: 2006-04-03
References
- Kaur, D. Wilson Dominic Forrest Mariana Lu Feng “Regression Tree and Neuro-Fuzzy Approach to System Identification of Laser Lap Welding” Proceeding of the International Conference NAFIPS_2005 Ann Arbor Michigan 315 319 2005
- Ryan, C. Collins, J.J. O'Neill Micheal Grammatical Evolution: Evolving Programs for an Arbitrary Language Lecture Notes in Computer Science: Proceedings of the First European Workshop on Genetic Programming 83 95 1998
- Ryan, C. O'Neill Micheal Collins, J.J. Grammatical Evolution: Solving Trigonometric Identities Proceedings of Mendel 1998: 4th International Mendel Conference on Genetic Algorithms, Optimisation Problems, Fuzzy Logic, Neural Networks, Rough Sets 111 119 1998
- Ryan, C. O'Neill Micheal Grammatical Evolution: A Steady State Approach Proceedings of the Second International Workshop on Frontiers in Evolutionary Algorithms 419 423 1998
- Goldberg, D.E. Genetic Algorithms in Search, Optimization and Machine Learning 1 14 Reading, MA Addison Wesley 1989
- O'Neill, M. Ryan Conor Grammatical evolution : evolutionary automatic programming in an arbitrary language Kluwer Academic Publishers 2003
- Forrest, M. Feng. Lu “Advanced Dual Beam Laser Welding of Zinc-coated Steel Sheets in Lap Joint Configuration with Zero Gap at the Interface,” Proc of the 23rd Internat'l Congress on Applications of Lasers and Electro-Optics 2004