Optimization of green sand mould process parameters using Taguchi approach in conjunction with Grey relational analysis

Shiv kumar and Srinivasa Rao Pulivarti
Journal of Production and Industrial Engineering
Volume 2: Issue 2, December 2021, pp 68-80


Author's Information
Srinivasa Rao Pulivarti1 
Corresponding Author
1Department of Mechanical Engineering, Christian College of Engineering & Technology, Bhilai, Chhattisgarh, India- 490026
srinivas.indore@gmail.com

Shiv kumar2
2Department of Mechanical Engineering, Christian College of Engineering & Technology, Bhilai, Chhattisgarh, India- 490026


Research Article -- Peer Reviewed
Published online – 31 December 2021

Open Access article under Creative Commons License

Cite this article – Shiv kumar and Srinivasa Rao Pulivarti, “Optimization of green sand mould process parameters using Taguchi approach in conjunction with Grey relational analysis”, Journal of Production and Industrial Engineering, RAME Publishers, vol. 2, issue 2, pp. 68-80, December 2021.
https://doi.org/10.26706/jpie.2.2.20211207

Abstract:
The condition of the mould cavity in sand casting is critical for foundrymen to achieve high-quality castings. Since the last few decades, optimization of green sand mixture has played a critical role in defect minimization. Experiments were carried out in this study using varying percentages (by weight) of sand additions such as water, molasses, bentonite, and fly ash. Green compression strength, permeability, compatibility, and mould hardness have all been tested as a result of the subsequent green sand mould qualities. To tackle this multi-response optimization issue, the Taguchi strategy was used, followed by Grey relational analysis (GRA). An attempt was made to achieve an ideal level of green sand combination process parameters in order to generate the best quality attributes of the green sand mould. The L18orthogonal array design by Taguchi, the Signal-to-Noise (S/N) ratio, and analysis of variance were used to evaluate the effect of chosen green sand mould process factors and their levels on the produced mould qualities. Among the other sand process factors, bentonite was determined to have the greatest effect. Through confirmation trials, a new experiment was undertaken at the ideal parametric combination to forecast and validate increase of quality features. As a result, GRA may be a complete decision-making tool for selecting the proper grade to improve the quality attributes of sand in the foundry business.
Index Terms:
Green sand mould; Molasses; Fly ash; Bentonite; Water; Orthogonal array; Grey relational analysis.
REFERENCES

  1. Rowlands H, Antony J, Knowles G., “An application of experimental design for process optimization”, The TQM Magazine, 2000, 12(2): 78–83.
                                                                                                                                                   Crossref


  2. Antony J, Antony F., “Teaching the Taguchi method to industrial engineers”, Work Study, 2001 50(4): 141–149.
                                                                                                                                                   Crossref


  3. Maghsoodloo S, Ozdemir G, Jordan V, Huang C-H, “Strengths and limitations of Taguchi’s contributions to quality, manufacturing, and process engineering”, Journal of Manufacturing Systems, 2004, 23(2): 73–126.
                                                                                                                                                   Crossref


  4. Yang WH, Tarng YS., “Design optimization of cutting parameters for turning operations based on the Taguchi method”, Journal of Material Processing Technology, 1998, 84: 122–129.
                                                                                                                                                   Crossref


  5. Guharaja S, Noorul Haq A, Karuppannan K., “Optimization of green sand-casting process parameters byusing Taguchi's method”, The International Journal of Advanced Manufacturing Technology, 2006, 30, 1040-1048.
                                                                                                                                                   Crossref


  6. Kumar S, Satsangi P.S, and Prajapati D.R., “Optimization of Green Sand-Casting Process Parameters of a Foundry by Using Taguchi’s Method”, International journal of advanced manufacturing technology, 2011, 55: 23–34.
                                                                                                                                                   Crossref


  7. Karunakar, D.B., Datta, G.L., “Controlling green sand mold properties using artificial neural networks and genetic algorithms—A comparison”, Applied Clay Science, 2007, 37 (1–2), 58–66.
                                                                                                                                                   Crossref


  8. Lakshmanan Singaram. “Improving quality of sand-casting using Taguchi method and ANN analysis”, International Journal on design and Manufacturing Technologies, 2010, 4(1): 1–5.
                                                                                                                                                   Crossref


  9. Rasik A Upadhye and Dr. Ishwar P Keswani. “Optimization of sand-casting process parameter using Taguchi method in foundry”, International Journal of Engineering Research & Technology, 2012, 1(7): 1–11.
                                                                                                                                                   Online


  10. Karunakar, D.B., Datta, G.L. “Prevention of defects in castings using back propagation neural networks”, International Journal Advanced Manufacturing Technology, 2008, 39: 1111–1124.
                                                                                                                                                   Crossref


  11. Vasudev D. Shinde, Durgesh Joshi, B. Ravi, K. Narasimhan, “Optimization of Mould Yield in MultiCavity Sand Castings”, Journal of Materials Engineering and Performance, 2013, 22 (6): 1574-1581.
                                                                                                                                                   Crossref


  12. Gadag S.P, Sunni Rao K.S, Mawr N Srinivasan, Seshan S. “Design of statistical experiments to optimize the composition of clay-bonded moulding sand mixtures containing organic additives”, Journal of Indian Institute of science, 1986, 24: 669-677.
                                                                                                                                                   Online


  13. Charnnarong Saikaew, Sermsak Wiengwiset. “Optimization of molding sand composition for quality improvement of iron castings”, Applied Clay Science, 2012, 67-68: 26–31.
                                                                                                                                                   Crossref


  14. Al-Refaie A, Al-Durgham L, Bata N. “Optimal Parameter Design by Regression Technique and Grey Relational Analysis”, Proceedings of the World Congress on Engineering, 2010, 3: 1-5.
                                                                                                                                                   Online


  15. Qiang L, Qi-tang HAO, Wan-qi JIE, Maijer DAAN. “Influence of filling parameters on fatigue properties of A357 alloy produced by counter pressure plaster mold casting”, Transactions of Nonferrous Metals Society of China, 2013, 23: 1281−1285.
                                                                                                                                                   Online


  16. Hassan Jafari, Mohd Hsbullah Idris, Amirreza Shayganpour. “Evaluation of significant manufacturing parameters in lost foam casting of thin-wall Al−Si−Cu alloy using full factorial design of experiment”, Transactions of Nonferrous Metals Society of China, 2013, 23: 2843−2851.
                                                                                                                                                   Crossref


  17. Ming-xing REN, Guo-tian WANG, Bang-sheng LI, Zhen-long WANG, Heng-zhi FU2. “Similar physical simulation of microflow in micro-channel by centrifugal casting process”, Transactions of Nonferrous Metals Society of China, 2014, 24: 1094−1100.
                                                                                                                                                   Crossref


  18. CHEN Yan-fei, XIAO Shu-long, TIAN Jing, XU Li-juan, CHEN Yu-yong. “Effect of particle size distribution on properties of zirconia ceramic mould for TiAl investment casting”, Transactions of Nonferrous Metals Society of China, 2011, 21: s342−s347.
                                                                                                                                                   Crossref


  19. Shi-bo BIN, Shu-ming XING, long-mei TIAN, Ning ZHAO, Lan LI. “Influence of technical parameters on strength and ductility of AlSi9Cu3 alloys in squeeze casting”, Transactions of Nonferrous Metals Society of China, 2013, 23: 977−982.
                                                                                                                                                   Crossref


  20. LIU Zhao-jing, ZUO Feng, REN Shan-zhi, LI Feng-zhen. “Preparation of helicopter rotor counterbalance component by means of permanent-mold casting”, Transactions of Nonferrous Metals Society of China, 2007, 17: 357−362.
                                                                                                                                                   Crossref


  21. Chucheep T, Burapa R, Janudom S, Wisutmethangoon S, Wannasin J., “Semi-solid gravity sand casting using gas induced semi-solid process”, Transactions of Nonferrous Metals Society of China, 2010, 20: s981−s987.
                                                                                                                                                   Crossref


  22. WANG Shou-ren, WANG Min, KANG Suk-bong, CHO Jae-yung. “Microstructure comparison of ZK60 alloy under casting, twin roll casting and hot compression”, Transactions of Nonferrous Metals Society of China, 2010, 20: 763−768.
                                                                                                                                                   Crossref


  23. LI Bang-sheng, REN Ming-xing, YANG Chuang, FU Heng-zhi, “Microstructure of Zn-Al4 alloy microcastings by micro precision casting based on metal mold”, Transactions of Nonferrous Metals Society of China, 2008, 18: 327−332.
                                                                                                                                                   Crossref


  24. Alptekin KISASOZ, KeremAltug GULER, Ahmet KARAASLAN, “Infiltration of A6063 aluminium alloy into SiCB4C hybrid preforms using vacuum assisted block mould investment casting technique”, Transactions of Nonferrous Metals Society of China, 2012, 22: 1563−1567.
                                                                                                                                                   Crossref


  25. Bast J, Kadauw A, Malaschkin A., “Optimizing of moulding parameters for green sand compaction by computer simulation and a new compaction measuring device”, International Journal of Metal casting, 2009, 9: 55-65. https://doi.org/10.1007/BF03355448


  26. Jin-Woo KIM, Dong-Gi LEE. “Creep and tensile properties of press molding joined GMT-sheets”, Transactions of Nonferrous Metals Society of China, 2011, 21: s170−s174.
                                                                                                                                                   Crossref


  27. Hui-zhong LI, San-cheng Y, Xiao-peng L,Yong-hui C, Chao L, Lan H. “Grain boundary pre-precipitation and its contribution to enhancement of corrosion resistance of Al−Zn−Mg alloy”, Transactions of Nonferrous Metals Society of China, 2016, 26: 2523−2531.
                                                                                                                                                   Crossref


  28. Anil Kumar B, Benny karunakar D. “Effects of grain refinement and on hot tearing of A713 aluminium cast alloy”, Transactions of Nonferrous Metals Society of China, 2016, 26: 1783−1790.
                                                                                                                                                   Crossref


  29. Giordano C, Giulio T. “Grain refinement of gravity die cast secondary AlSi7Cu3Mg alloys for automotive cylinder heads”, Transactions of Nonferrous Metals Society of China, 2016, 26: 1211−1221.
                                                                                                                                                   Crossref


  30. Zhi-qin WANG, Bin ZHANG, De-jiang LI, Robert FRITZSCH, Xiao-qin ZENG1, Hans J. ROVEN, Wen-jiang DING. “Effect of heat treatment on microstructures and mechanical properties of high vacuum die casting Mg−8Gd−3Y−0.4Zr magnesium alloy”, Transactions of Nonferrous Metals Society of China, 2014, 24: 3762−3768.
                                                                                                                                                   Crossref


  31. Song Panng, Guo-hua WU, Wen-cai Liu, Liang Zhang, Yang Zhang, Hans Conard, Wen-jiang Ding. “Influence of pouring temperature on solidification behavior, microstructure and mechanical properties of sand-cast Mg−10Gd−3Y−0.4Zr alloy”, Transactions of Nonferrous Metals Society of China, 2015, 25: 363−374.
                                                                                                                                                   Crossref


  32. I Yeong-Eun YOO, Tae-Hoon KIM, Tae-Jin JE, Doo-Sun CHOI, Chang-Wan KIM, Sun-Kyung KIM. “Injection molding of micro patterned PMMA plate”, Transactions of Nonferrous Metals Society of China, 2011, 21: s148−s152.
                                                                                                                                                   Crossref


  33. Song Panng, Guo-hua WU, Wen-cai Liu, Liang Zhang, Yang Zhang, Hans Conard, Wen-jiang Ding. “Influence of cooling rate on solidification behavior of sand-cast Mg−10Gd−3Y−0.4Zr alloy”, Transactions of Nonferrous Metals Society of China, 2014, 24: 3413−3420.
                                                                                                                                                   Crossref


  34. Ke QIU, Ri-chu WANG, Chao-qun PENG, Nai-guang WANG, Zhi-yong CAI, Chun ZHANG. “Effect of individual and combined additions of Al−5Ti−B, Mn and Sn on sliding wear behavior of A356 alloy”, Transactions of Nonferrous Metals Society of China, 2015, 25: 3886−3892.
                                                                                                                                                   Crossref


  35. Prasad B.K, Modi O.P. “Slurry wear characteristics of zinc-based alloys: Effects of sand content of slurry, silicon addition to alloy system and traversal distance”, Transactions of Nonferrous Metals Society of China, 2009, 19: 277−286.
                                                                                                                                                   Crossref


  36. Sun Shao-chun, Yuan Bo, Liu Man-ping. “Effects of moulding sands and wall thickness on microstructure and mechanical properties of Sr-modified A356 aluminum casting alloy”, Transactions of Nonferrous Metals Society of China, 2012, 22: 1884−1890.
                                                                                                                                                   Crossref


  37. XU Jie, YANG He, LI Heng, Zhan Mei. “Significance-based optimization of processing parameters for thin-walled aluminum alloy tube NC bending with small bending radius”, Transactions of Nonferrous Metals Society of China, 2012, 22: 147−156.
                                                                                                                                                   Crossref


  38. ZHAO Er-tuan, KONG Fan-tao, CHEN Yu-yong, LI Bao-hui. “Interfacial reactions between Ti-1100 alloy and ceramic mould during investment casting”, Transactions of Nonferrous Metals Society of China, 2011, 21: s348−s352.
                                                                                                                                                   Online


  39. Oji J O, Kareem B, Idusuyi N, Akinluwade K J, Isadare D A, Taiwo A T, Adetunji A R. “Optimization of Process Parameters for the Ultimate Tensile Strength of Aluminium Alloy Sand Castings using Taguchi Method”, Scholars Journal of Engineering and Technology, 2014, 2(3B):383-387.
                                                                                                                                                   Online


  40. Kumaravadivel A, Natarajan U. “Optimization of sand-casting process variables—a process window approach”, International journal of advanced manufacturing technology, 2013, 66: 695-709.
                                                                                                                                                   Crossref


  41. Tarng Y S, Juang SC, Chang CH. “The use of Grey-based Taguchi methods to determine submerged arc welding process parameters in hard facing”, Journal of Material Processing Technology, 2002, 128:1–6.
                                                                                                                                                   Crossref


  42. Lim S-H, Lee C-M, Chung WJ. “A study on the optimal cutting condition of a high-speed feeding type laser cutting machine by using Taguchi method”, International Journal of Precision Engineering and Manufacturing, 2006, 7(1): 18–23.
                                                                                                                                                   Online


  43. Lin ZC, Ho CY. “Analysis and application of grey relation and ANOVA in chemical-mechanical polishing process parameters”, International journal of advanced manufacturing technology, 2003, 21:10–14.
                                                                                                                                                   Crossref


  44. Mao-yong LIN, Chung-chen TSAO, Chun-yao HSU,Ai-huei CHIOU, Peng-cheng HUANG, Yu-cheng LIN. “Optimization of micro milling electrical discharge machining of Inconel 718 by Grey-Taguchi method”, Transactions of Nonferrous Metals Society of China, 2013, 23: 661−666.
                                                                                                                                                   Crossref



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