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Articles

Computationally intelligent modelling of the plasma cutting process

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Pages 252-264 | Received 25 Nov 2018, Accepted 20 Feb 2020, Published online: 09 Mar 2020

References

  • Abdulnasser, B., and R. Bhuvenesh. 2016. Proceedings on the 2nd International Conference on Functional Materials and Metallurgy: Plasma arc cutting optimization parameters for aluminum alloy with two thicknesses by using Taguchi method. New York: AIP Publishing. doi: 10.1063/1.4958776.
  • Asiabanpour, B., D. T. Vejandla, C. Novoa, J. Jimenez, and R. Fischer. 2009. “Optimizing the Quality of Parts Manufactured by the Automated Plasma Cutting Process Using Response Surface Methodology.” Paper presented at the 20th Annual International Solid Freeform Fabrication Symposium, Austin, August 3–5.
  • Bhuvenesh, R., M. H. Norizaman, and M. S. Abdul Manan. 2012. “Surface Roughness and MRR Effect on Manual Plasma Arc Cutting Machining.” World Academy of Science, Engineering and Technology 6 (2): 459–462. doi:doi.10.5281/zenodo.1062516.
  • Boselli, M., V. Colombo, E. Ghedini, M. Gherardi, F. Rotundo, and P. Sanibondi. 2013. “High-speed Imaging Investigation of Transient Phenomena Impacting Plasma Arc Cutting Process Optimization.” Journal of Physics D: Applied Physics 46 (22): 224010. doi:10.1088/0022-3727/46/22/224010.
  • Cantoro, G., V. Colombo, A. Concetti, E. Ghedini, P. Sanibondi, F. Zinzani, F. Rotundo, S. Dallavalle, and M. Vancini. 2011. “Plasma Arc Cutting Technology: Simulation and Experiments.” Journal of Physics: Conference Series 275 (1): 012008. doi:10.1088/1742-6596/275/1/012008.
  • Çelik, Y. H. 2013. “Investigating the Effects of Cutting Parameters on Materials Cut in CNC Plasma.” Materials and Manufacturing Processes 28: 1053–1060. doi:10.1080/10426914.2013.773015.
  • Chen, J. C., Y. Li, and R. A. Cox. 2009. “Taguchi-based Six Sigma Approach to Optimize Plasma Cutting Process: An Industrial Case Study.” The International Journal of Advanced Manufacturing Technology 41 (7): 760–769. doi:10.1007/s00170-008-1526-1.
  • Deli, J., and Y. Bo. 2011. “An Intelligent Control Strategy for Plasma Arc Cutting Technology.” Journal of Manufacturing Processes 13 (1): 1–7. doi:10.1016/j.jmapro.2010.08.003.
  • Demuth, H., M. Beale, and M. Hagan. 2015. Neural Network Toolbox - User’s Guide. Natick, MA: MathWorks.
  • Dong, P., P. Cahill, Z. Yang, X. L. Chen, and N. J. Mattei. 2004. “Plate Residual Stress Effects on Dimensional Accuracy in Thermal Cutting.” Journal of Ship Production 20 (4): 245–255.
  • Ferreira, P., I. Melo, A. Gonçalves-Coelho, and A. Mourão. 2009. “Plasma Cutting Optimization by Using the Response Surface Methodology.” The Annals of “Dunărea de Jos” University of Galaţi fascicle V, Technologies in machine building 2009: 213–218. ISSN 1221–4566.
  • Ismail, M. I. S., and Z. Taha. 2011. “Experimental Design and Performance Analysis in Plasma Arc Surface Hardening.” International Journal of Materials and Metallurgical Engineering 5 (8): 708–714. doi:doi.10.5281/zenodo.1327496.
  • Jang, J. S. R. 1993. “Adaptive Network Based Fuzzy Inference Systems.” IEEE Transactions on Systems Man and Cybernetics 23 (3): 665–685. doi:10.1109/21.256541.
  • Jeffus, L. 2012. Welding Principles and Application. Delmar: Cengage Learning.
  • Kadirgama, K., M. M. Noor, W. S. W. Harun, and K. A. Aboue-El-Hossein. 2010. “Optimization of Heat Affected Zone by Partial Swarm Optimization in Air Plasma Cutting Operation.” Journal of Scientific and Industrial Research 69: 439–443.
  • Kadirgama, K., M. M. Rahman, and Z. Ghazali. 2013. “Optimization of Heat Affected Zone for Air Plasma Cutting Process: A Support Vector Machine Approach.” International Journal of Artificial Intelligence and Mechatronics 2 (1): 13–18.
  • Kara, F., K. Aslantas, and A. Çiçek. 2015. “ANN and Multiple Regression Method-based Modelling of Cutting Forces in Orthogonal Machining of AISI 316L Stainless Steel.” Neural Computing and Application 26 (1): 237–250. doi:10.1007/s00521-014-1721-y.
  • Kavka, T., O. Chumak, J. Šonský, M. Heinrich, T. Stehrer, and H. Pauser. 2013. “Experimental Study of Anode Processes in Plasma Arc Cutting.” Journal of Physics D: Applied Physics 46 (6): 065202. doi:10.1088/0022-3727/46/6/065202.
  • Kechagias, J., M. Pappas, S. Karagiannis, G. Petropoulos, V. Iakovakis, and S. Maropoulos. 2010. Proceedings on the 10th Biennial Conference on Engineering Systems Design and Analysis, Volume 4: An ANN Approach on the Optimization of the Cutting Parameters during CNC Plasma-Arc Cutting. Istanbul: ASME. doi: 10.1115/ESDA2010-24225.
  • Kumar Das, M., K. Kumar, T. K. Barman, and P. Sahoo. 2014. “Optimization of Process Parameters in Plasma Arc Cutting of EN 31 Steel Based on MRR and Multiple Roughness Characteristics Using Grey Relational Analysis.” Procedia Materials Science 5: 1550–1559. doi:10.1016/j.mspro.2014.07.342.
  • Lazarevic, A., D. Lazarevic, and N. Dabic. 2015. Proceedings on the 3rd International Conference Mechanical Engineering in XXI century: Application of the Decision Making Tools for Impact Analysis of the Plasma Arc Cutting Parameters. Niš: Faculty of Mechanical Engineering, University of Niš.
  • Lazarevic, A., M. Manic, and D. Lazarevic. 2011. Proceedings on the 34th International Conference on Production Engineering: Energy balance of the plasma arc cutting process. Niš: Faculty of Mechanical Engineering, University of Niš.
  • Lazarevic, A. 2010. “Modeling of the Correlations between Plasma Cutting Parameters and Analysis of the Energy Balance by Artificial Intelligence Methods.” PhD diss., Faculty of Mechanical Engineering, University of Nis.
  • Lermen, L. T., and I. G. Machado. 2012. “Development of a New Hybrid Plasma Torch for Material Processing.” Journal of Material Processing Technology 212 (11): 2371–2379. doi:10.1016/j.jmatprotec.2012.06.009.
  • Maity, K. P., and D. K. Bagal. 2015. “Effect of Process Parameters on Cut Quality of Stainless Steel of Plasma Arc Cutting Using Hybrid Approach.” International Journal of Advanced Manufacturing Technology 78: 161–175. doi:10.1007/s00170-014-6552-6.
  • Matsuyama, K. 1997. “Mathematical Modeling of Kerf Formation Phenomena in Thermal Cutting.” Welding in the World 39 (1): 28–34.
  • Narimanyan, A. 2009. “Unilateral Conditions Modeling the Cut Front during Plasma Cutting: FEM Solution.” Applied Mathematical Modeling 33: 176–197. doi:10.1016/j.apm.2007.10.022.
  • Osterhouse, D. J., J. W. Lindsay, and J. V. R. Heberlein. 2013. “Using Arc Voltage to Locate the Anode Attachment in Plasma Arc Cutting.” Journal of Physics D: Applied Physics 46 (22): 224013. doi:10.1088/0022-3727/46/22/224013.
  • Özek, C., U. Çaydas, and E. Ünal. 2012. “A Fuzzy Model for Predicting Surface Roughness in Plasma Arc Cutting of AISI 4140 Steel.” Materials and Manufacturing Processes 27 (1): 95–102. doi:10.1080/10426914.2011.551952.
  • Petkovic, D., M. Gocic, and S. Shamshirband. 2016. “Adaptive Neuro-fuzzy Computing Technique for Precipitation Estimation.” Facta Universitatis, Series: Mechanical Engineering 14 (2): 209–218. doi:10.22190/FUME1602209P.
  • Prevosto, L., G. Artana, B. Mancinelli, and H. Kelly. 2010. “Schileren Ntechnique Applied to the Arc Temperature Measurement in a High Energy Density Cutting Torch.” Journal of Applied Physics 107 (2): 023304. doi:10.1063/1.3291099.
  • Ramakrishnan, H., R. Balasundaram, N. Ganesh, and N. Karthikeyan. 2018. “Experimental Investigation of Cut Quality Characteristics on SS321 Using Plasma Arc Cutting.” Journal of the Brazilian Society of Mechanical Sciences and Engineering 40 (60): 1–11. doi:10.1007/s40430-018-0997-8.
  • Salonitis, K., and S. Vatousianos. 2012. “Experimental Investigation of the Plasma Arc Cutting Process.” Procedia CIRP 3: 287–292. doi:10.1016/j.procir.2012.07.050.
  • Siddique, N., and H. Adeli. 2013. Computational Intelligence – Synergies to Fuzzy Logic, Neural Networks and Evolutionary Computing. Wiley: United Kingdom.
  • Tsiolikas, A., J. Kechagias, and K. Salonitis. 2016. “Optimization of Cut Surface Quality during CNC Plasma Arc Cutting Process.” International Journal of Systems Applications, Engineering and Development 10: 305–308.
  • Tyugu, E. 2007. Algorithms and Architectures of Artificial Intelligence. Amsterdam: IOS Press.
  • Vinay Kumar, S., I. Georg, and R. Arakerimath. 2015. “Taguchi Based Parametric Analysis and Optimization of Power Consumption and Kerf in Plasma Arc Machining.” International Journal of Engineering and Management Research Special issue (ICRAME-2015): 12-16.
  • Yang, C. B., C. S. Deng, and H. L. Chiang. 2012. “Combining the Taguchi Method with Artificial Neural Network to Construct a Prediction Model of a CO2 Laser Cutting Experiment.” The International Journal of Advanced Manufacturing Technology 59 (9–12): 1103–1111. doi:10.1007/s00170-011-3557-2.
  • Yang, L. J. 2007. “The Effect of Specimen Thickness on the Hardness of Plasma Surface Hardened ASSAB 760 Steel Specimens.” Journal of Materials Processing Technology 185 (1): 113–119. doi:10.1016/j.jmatprotec.2006.03.117.

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