Design and Manufacturing Optimization of Abrasive Water Jet Machining using Expert System
الموضوعات :
1 - Mechanical Engineering Croup, Department of Engineering, University of Qom, Iran
الکلمات المفتاحية: Abrasive, Expert System, Optimization, Waterjet Machining,
ملخص المقالة :
This paper addresses the concept of the expert system for abrasive waterjet machining. For optimization of abrasive waterjet machining, computer based concurrent engineering environment is used. The design specification is acquired through a feature based approach. The expert system links with feature base library. The expert system links with material database which holds attributes of more than 20 type of materials. It also links with abrasive data base which hold attributes of 8 types of abrasive, and also 4 type and size of machine. expert system also links with machine database which hold machine parameters. For each design feature, the expert system provides information needed for optimization of design and manufacturing. The expert system can be used as an advisory system for optimization of design and manufacturing. It can be used as a teaching program for new abrasive waterjet machining operators. For each design feature, the expert system provides information such as machining cycle time and cost and cutting rate. By changing machine parameters, we can optimize machining cycle time and cost and cutting rate. Comparison results of the expert system and experimental CNC Abrasive waterjet results for different design feature shows that machining time and cost of expert system is 10% less than experimental.
[1] Shivamurthy, B., Udaya Bhat, K. and Anandhan, S., “Mechanical and Sliding Wear Properties of Multi-Layered Laminates from Glass Fabric/Graphite/Epoxy Composites”, Materials and Design, Vol. 44, 2013, pp. 136–143.
[2] Goyal R. K., Kadam, A., “Polyphenylene Sulphide/Graphite Composites for Emi Shielding Applications”, Advanced Materials Letters, Vol. 1, No. 2, 2010, pp. 143–147.
[3] Bhattacharya, S., Tandon, R. P., and. Sachdev, V. K., “Electrical Conduction of Graphite Flled High Density Polyethylene Ecomposites: Experiment and Theory”, Journal of Materials Science, Vol. 44, No. 9, 2009, pp. 2430–2433.
[4] Teti, R. “Machining of Composite Materials”, CIRP Annals— Manufacturing Technology, Vol. 51, No. 2, 2002, pp. 611–634.
[5] Abrao, A. M., Faria, P. E., Rubio, J. C. C., Reis, P., and Davim, J. P., “Drilling of Fber Reinforced Plastics: A Review”, Journal of Materials Processing Technology, Vol. 186, No. 1–3, 2007, pp. 1–7.
[6] Guu, Y. H., Hocheng, H., Tai, N. H., and Liu, S. Y., “Effect of Electrical Discharge Machining on the Characteristics of Carbon Fber Rein Forced Carbon Composites”, Journal of Materials Science, Vol. 36, No. 8, 2001, pp. 2037–2043.
[7] Li, Z. L., Zheng, H. Y., Lim, G. C., Chu, P. L, and Li, L., “Study on UV Laser Machining Quality of Carbon Fbre Reinforced Composites”, Composites Part A: Applied Science and Manufacturing, Vol. 41, No. 10, 2010, pp. 1403–1408,
[8] Wang, J. “Abrasive Waterjet Machining of Polymer Matrix Composites Cutting Performance, Erosive Process and Predictive Models”, International Journal of Advanced Manufacturing Technology, Vol. 15, No. 10, 1999, pp. 757–768.
[9] Andreas, W. M., Kovacevic, R., “Principles of Abrasive WaterJet Machining, Spingerˮ, London, UK, 1998.
[10] Huttunen-Saarivirta, E., Stott, F. H., Rohr, V., and Schutze, M., “Particle Angularity Effects on the Elevated-Temperature Erosion-Oxidation Behaviour of Aluminium Diffusion Coatings on 9% Cr Steel”, Wear, Vol. 261, No. 7-8, 2006, pp. 746–759,
[11] Anderson, J., “Hypersonic and High-Temperature Gas Dynamics Second Editionˮ, AIAA Education Series, 2006.
[12] Summers, D. A., “Waterjetting Technologyˮ, E & FN Spon, London, England, 1995.
[13] Kovacevic, R., et al., “State of the Art of Research and Development in Abrasive Waterjet Machiningˮ, J. Manuf. Sci. Eng., Vol. 119, 1997, pp. 776–785.
[14] Barton M., “Barton high performance waterjet abrasivesˮ, http://barton.com/waterjet_abrassive.cfm, 2008.
[15] Wang, J., “Abrasive Waterjet Machining of Engineering Materialsˮ, Trans Tech Publications Ltd., Switzerland, 2003.
[16] Floyd, L., Lyons, J., Morrison, C. H., Rustad, S. C., “Apparatus and Method utilizing a waterjet for cutting frozen fish slabs into a plurality of individual portionsˮ, US Patent, Vol. 5, 1991. pp. 031-496.
[17] Assarsson, B., Robotized Waterjet Cutting, Vol.21, Industrial Robot, 1994, pp. 12–17.
[18] Blades, B., Sohr, J., “Water Jet Coating Removal Applications Aircraft Engines and Beyondˮ, 6th National Thermal Spray Conference Anaheim, CA, USA, 1993.
[19] Scrivani, A., Bardi, U., Ballerini, G., Bonacchi, D., Fantini, M., Groppetti, S., Ianelli and G. Rizzi, “Removal of Zirconia Thermal Barrier Coatings and MCrAlY Bond Coatings from Turbine Blades: A comparison of methods on chemical strippingˮ, Waterjet and Salt Bath, Proc. of AMPET2000 Huntsville, AL, USA, 2000.
[20] Engine Year Book, a. Working under pressure, 2002, pp. 108–111.
[21] Yerramareddy, S., Bahadur, S., “Effect of Operational Variables, Microstructure and Mechanical Properties on the Erosion of Ti-6Al-4V”, Wear, Vol. 142, No. 2, 1991, pp. 253–263.
[22] ElTobgy, M. S., Elbestawi, M. A., “Finite Element Modeling of Erosive Wear”, International Journal of Machine Tools and Manufacture, Vol. 45, No. 11, pp. 1337–1346, 2005.
[23] Khan, A. A., Haque, M. M., “Performance of Different Abrasive Materials During Abrasive Water Jet Machining of Glass”, Journal of Materials Processing Technology, Vol. 191, No. 1–3, 2007, pp. 404–407
[24] Babu, M. K., Chetty, O. V. K., “A Study on Recycling of Abrasives in Abrasive Water Jet Machining”, Wear, Vol. 254, No. 7-8, 2003, pp. 763–773.
[25] Holmqvist, G., Honsberg, U., “Sensitivity Analysis of Abrasive Waterjet Cutting Economy”, in Proceedings of the 19th International Conference on Water Jetting, Nottingham University, Nottingham, UK, October, 2008, pp. 273–287.
[26] Folkes, J. “Waterjet—an Innovative Tool for Manufacturing”, Journal of Materials Processing Technology, Vol. 209, No. 20, 2009, pp. 6181–6189.
[27] Boud, F. Carpenter, C., Folkes, J. and Shipway, P. H., “Abrasive Waterjet Cutting of a Titanium Alloy: the Influence of Abrasive Morphology”, Journal of Materials Processing Technology, Vol. 210, No. 15, 2010, pp. 2197–2205.
[28] Srinivasu, D. S., Axinte, D. A., Shipway P. H., and Folkes, J., “Influence of Kinematic Operating Parameters on Kerf Geometry in Abrasive Waterjet Machining of Silicon Carbide Ceramics”, International Journal of Machine Tools and Manufacture, Vol. 49, No. 14, 2009, pp. 1077–1088.
[29] Junkar, M., Jurisevic, B., Fajdiga, M., and Grah, M., “Finite Element Analysis of Single-Particle Impact in Abrasive Waterjet Machining”, International Journal of Impact Engineering, Vol. 32, No. 7, 2006, pp. 1095–1112.
[30] Wang, J., Guo, D. M., “A Predictive Depth of Penetration Model for Abrasive Waterjet Cutting of Polymer Matrix Composites”, Journal of Materials Processing Technology, Vol. 121, No. 2-3, 2002, pp. 390–394.
[31] Hashish, M., “Comparative Evaluation of Abrasive Liquid Jet Machining Systemˮ, J. Eng. Ind., Vol. 115, No. 1, 1993, pp. 44–50.
[32] Momber, A. W., “Hydroblasting and Coating of Steel tructuresˮ, Elsevier, Holland, 2003.
[33] Momber, A. W., Kovacevic, R., “An Engineering Balance of High-Speed Abrasive Water Jet Erosionˮ, Proc. Inst. Mech. Eng., Vol. 213, (Part J), 1999, pp. 463–471.
[34] Flow, 2008b. (Vacuum assist) http://www.flowcorp.com/waterjet-products.cfm?id=137.
[35] Flow, 2008c. (Boeing) http://www.flowcorp.com/waterjet-resources.cfm?id=251
[36] KMT, 2008a. http://www.kmtgroup.com/opencms/en_UK/waterjet_systems/products/pro_serie/.
[37] KMT, 2008b. (Integrated Diamond Head) http://www.kmtwaterjet.com/ide.aspx
[38] World Pumps, High psi waterjet pump increases productivity. World Pumps, Vol. 508, No. 9, 2009.
[39] Manufacturing Talk, 10 head waterjet machine ups productivity by 50%. April, 2005. http://www.manufacturingtalk.com/news/waj/waj101.html.
[40] Chalmers, E., Achieve Peak Waterjet Performance by Optimising Components. The Fabricator November 2006.
[41] Shanmugam, D. K., Nguyen, T., and Wang, J., “A Study of Delamination on Graphite/Epoxy Composites in Abrasive Waterjet Wachining”, Composites Part A, Vol. 39, No. 6, 2008, pp. 923–929.
[42] Azmir, M. A., Ahsan, A. K., “Investigation on Glass/Epoxy Composite Surfaces Machined by Abrasive Water Jet Machining”, Journal of Materials Processing Technology, Vol. 198, No. 1–3, 2008, pp. 122–128.
[43] Azmir, M. A., Ahsan, A. K., “A Study of Abrasive Water Jet Machining Process on Glass/Epoxy Composite Laminate”, Journal of Materials Processing Technology, Vol. 209, No. 20, 2009. pp. 6168–6173.
[44] Alberdi, A., Suarez, A., Artaza, T., Escobar-Palafox, G. A., and Ridgway, K., “Composite Cutting with Abrasive Water Jet”, Procedia Engineering, Vol. 63, pp. 421–429, 2013.
[45] Haghbin, N., Spelt, J. K., and Papini, M., “Abrasive Waterjet Micro-Machining of Channels in Metals: Comparison Between Machining in Air and Submerged in Water”, International Journal of Machine Tools and Manufacture, Vol. 88, 2015, pp. 108–117.
[46] Axinte, D. A., Srinivasu, D. S., Billingham, J., and Cooper, M., “Geometrical Modelling of Abrasive Waterjet Footprints: A Study for 90∘ Jet Impact Angle”, CIRP Annals—Manufacturing Technology, Vol. 59, No. 1, 2010, pp. 341–346.
[47] Kong, M. C., Anwar, S., Billingham, J., and Axinte, D. A., “Mathematical Modelling of Abrasive Waterjet Footprints for Arbitrarily Moving Jets: Part I—Single Straight Paths”, International Journal of Machine Tools and Manufacture, Vol. 53, No. 1, 2012, pp. 58–68.
[48] Vundavilli, P. R., Parappagoudar, M. B., Kodali, S. P., and Benguluri, S., “Fuzzy Logic-Based Expert System for Prediction of Depth of Cut in Abrasive Water Jet Machining Process”, Knowledge-Based Systems, Vol. 27, 2012, pp. 456–464.
[49] Zain, A. M., Haron, H., and Sharif, S., “Estimation of the Minimum Machining Performance in the Abrasive Waterjet Machining Using Integrated ANN-SA”, Expert Systems with Applications, Vol. 38, No. 7, 2011, pp. 8316–8326.
[50] Billingham, J., Miron C. B., Axinte, D. A., and Kong, M. C., “Mathematical Modelling of Abrasive Waterjet Footprints for Arbitrarily Moving Jts: Part II—Overlapped Single and Multiple Straight Paths”, International Journal of Machine Tools and Manufacture, Vol. 68, 2013, pp. 30–39.
[51] Narayanan, C., Balz, R., Weiss D. A., and Heiniger, K. C., “Modelling of Abrasive Particle Energy in Water Jet Machining”, Journal of Materials Processing Technology, Vol. 213, No. 12, pp. 2201–2210.
[52] Nouraei, H., Kowsari, K., Spelt, J. K., and Papin, M. i., “Surface Evolution Models for Abrasive Slurry Jet Micro-Machining of Channels and Holes in Glass”, Wear, Vol. 309, No. 1-2, pp. 65–3,2014.
[53] GMA, 2007. http://www.garnetsales.com/default.asp?id=s&custID=
[54] Agnew, R. W., “Investigating the Effects of Abrasive Particle Size Using an Abrasive Waterjetˮ, B. Eng. dissertation. School of Mechanical, Materials and Manufacturing, University of Nottingham, England. 2001.
[55] Schneider, R., and Kloster, S., “Liquid Nitrogen and Waterjet Milling of Energetic Material Production Wastes, Proceedings of the Tri-Services Environmental Technology Workshopˮ, Enhanced readiness Through Environmental Quality Technology Hershey, PA, USA, 1996.
[56] Kovacevic, R., et al., “State of the Art of Research and Development in Abrasive Waterjet Machiningˮ, J. Manuf. Sci. Eng., Vol. 119, 1997, pp. 776–785.
[57] Flow, 2008b. (Vacuum assist) http://www.flowcorp.com/waterjet-products.cfm?id=137.
[58] Flow, 2002b. http://www.flowcorp.com/waterjet-applications.cfm?id=108
[59] Assarsson, B., Robotized Waterjet Cutting, Industrial Robot, Vol.21, 1994, pp.12–17
[60] Sadegh Amalnik, M., Morteza and McGeough J. A., “An Intelligent System for Manufacturability Evaluation of Design for Electrochemiocal Machining”, Journal of Material Processing Technology, Vol. 61, 1996, pp 130-139.
[61]Sadegh Amalnik, M., Morteza, Hofy H., El. and McGeough J. A., “An Intelligent System for Manufacturability Evaluation of Design for Wire-Electroeurosion Dissolusion Machining”, Journal of Material Processing Technology, Vol. 79, 1998, pp 155-162.