Skip to main content
Log in

Application of Taguchi method and ANOVA analysis for optimization of process parameters and exothermic addition (CuO-Al) introduction in the core filler during self-shielded flux-cored arc welding

  • ORIGINAL ARTICLE
  • Published:
The International Journal of Advanced Manufacturing Technology Aims and scope Submit manuscript

Abstract

The main factors affecting the mechanical properties of the deposited metal in arc hardfacing are primarily the chemical composition and the cooling rate. The latter depends on the filler materials composition, hardfacing condition (mode), and hardfacing technology, determining the geometric parameters and parameters of the welded bead shape, the amount of deposited metal dilution with the base metal, and the amount of the introduced heat. The goal of this work is to analyze the effect of exothermic addition introduction to the core filler and the effect of welding condition on weld bead morphology, thermal indicators, and mechanical properties of the deposited metal. The deposited metal of the Fe-C-Cr-Cu-Ti-V-Al alloying system was used. The Taguchi technique was adopted as the experimental plan design, as follows: the orthogonal array L9 (3 ^ 4) and signal-to-noise ratio (S/N). The analysis of variance (ANOVA) was also applied for determination of the variables contribution to the dependent parameters. Application of the Taguchi method is simpler, more efficient, and quicker. It requires fewer experiments to determine the optimal values of the studied variables. Microstructural studies using an optical microscope were additionally performed for individual samples of the weld metal with the best mechanical properties, for each of the experimental flux-cored wires. We determined that introduction of CuO-Al exothermic addition of to the core filler had a significant effect on such indicators of the weld bead morphology as the weld reinforcement height and the weld reinforcement form factor (WRFF). Introduction of exothermic addition (CuO-Al) to the core filler had a significant effect on the welding current (I), heat input rate (HIR), and microhardness. The arc voltage (Р(Ua) = 45.8 %) had the greatest influence on the microhardness value, while the percentage of exothermic addition in the core filler (P (EM) = 26.9%) and the wire feed rate (P (WFS) = 21.5%) had a smaller effect. It was shown that it is important to take into account complex parameters, such as dilution variation and weld reinforcement form factor (WRFF) for the geometric characteristics of the weld bead and heat input rate (HIR) for heat indicators in order to optimize hardfacing conditions and composition of the core filler (introduction of exothermic addition). According to the results of the article, the value is the most correlated with the average values of microhardness.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11

Similar content being viewed by others

Data availability

Not applicable.

References

  1. Mendez PF, Barnes N, Bell K, Borle SD, Gajapathi SS, Guest SD, Wood G (2014) Welding processes for wear resistant overlays. J Manuf Process 16(1):4–25. https://doi.org/10.1016/j.jmapro.2013.06.011

    Article  Google Scholar 

  2. Ivanov O, Prysyazhnyuk P, Lutsak D, Matviienkiv O, Aulin V (2020) Improvement of abrasion resistance of production equipment wear parts by hardfacing with flux-cored wires containing boron carbide/metal powder reaction mixtures. Manag Syst Prod Eng 28(3):178–183. https://doi.org/10.2478/mspe-2020-0026

    Article  Google Scholar 

  3. Kejžar R, Grum J (2005) Hardfacing of wear-resistant deposits by MAG welding with a flux-cored wire having graphite in its filling. Mater Manuf Process 20(6):961–976. https://doi.org/10.1081/AMP-200060424

    Article  Google Scholar 

  4. Klimpel A, Dobrzański LA, Janicki D (2015) A study of worn wear plates of fan blades of steel mill fumes suction system. J Mater Process Technol 164-165:1062–1067. https://doi.org/10.1016/j.jmatprotec.2005.02.219

    Article  Google Scholar 

  5. Gucwa M, Winczek J (2015) The properties of high chromium hardfacings made with using pulsed arc. Arch Found Eng 15(1):37–40

    Google Scholar 

  6. Efremenko BV, Belik AG, Chejlyakh YA, Alamdarlo MB (2017) Automatic Welding, 2017, № 09. Avtomaticheskaya Svarka (Autom Weld) 9:17–22. https://doi.org/10.15407/tpwj2017.09.03

    Article  Google Scholar 

  7. Klimpel A, Lisiecki A, Klimpel AS, Rzeźnikiewicz A (2006) Robotized GMA surfacing of cermetal deposits. J Achiev Mater Manuf Eng 18:395–398

    Google Scholar 

  8. Gramajo J, Gualco А, Svoboda Н (2019) Effect of welding parameters on nanostructured Fe-(C,B)-(Cr, Nb) alloys. Mater Res 22(6):1–8. https://doi.org/10.1590/1980-5373-mr-2019-0469

    Article  Google Scholar 

  9. Meena SL, Butola R, Murtaza Q, Jayantilal H, Niranjan MS (2017) Metallurgical investigations of microstructure and micro hardness across the various zones in synergic MIG welding of stainless steel. Mater Today Proc 4(8):8240–8249. https://doi.org/10.1016/j.matpr.2017.07.166

    Article  Google Scholar 

  10. Brezinová J, Draganovská D, Guzanová A, Balog P, Viňáš J (2016) Influence of the hardfacing welds structure on their wear resistance. Metals 6(2):1–12. https://doi.org/10.3390/met6020036

    Article  Google Scholar 

  11. Gucwa M, Winczek J, Bęczkowski R, Dośpiał M (2016) Structure and properties of coatings made with self-shielded cored wire. Arch Found Eng 16(3):39–42. https://doi.org/10.1515/afe-2016-0046

    Article  Google Scholar 

  12. Shen S, Oguocha INA, Yannacopoulos S (2012) Effect of heat input on weld bead geometry of submerged arc welded ASTM A709 grade 50 steel joints. J Mater Process Technol 212(1):286–294. https://doi.org/10.1016/j.jmatprotec.2007.05.026

    Article  Google Scholar 

  13. Saha MK, Mondal A, Hazra R, Das S (2018) Anticorrosion performance of FCAW cladding with regard to the influence of heat input. J Weld Join 36(5):61–69. https://doi.org/10.5781/JWJ.2018.36.5.8

    Article  Google Scholar 

  14. Rao NV, Reddy GM, Nagarjuna S (2011) Weld overlay cladding of high strength low alloy steel with austenitic stainless steel–structure and properties. Mater Des 32(4):2496–2506

    Article  Google Scholar 

  15. Park JH, Cheepu M, Cho SM (2020) Analysis and characterization of the weld pool and bead geometry of Inconel 625 super-TIG welds. Metals 10(3):365

    Article  Google Scholar 

  16. Yao H, Gong J, Cheng S, Liu C, Huang H (2020) Effects of travel speed on the microstructure and abrasion resistance of hardfacing alloys deposited with composite powder particles and solid wire. Metals 10(6):740. https://doi.org/10.3390/met10060740

    Article  Google Scholar 

  17. Ramasubbu V, Chakraborty G, Albert SK, Bhaduri AK (2011) Effect of dilution on GTAW Colmonoy 6 (AWS NiCr–C) hardface deposit made on 316LN stainless steel. Mater Sci Technol 27(2):573–580. https://doi.org/10.1179/026708309X12526555493431

    Article  Google Scholar 

  18. Senthilkumar B, Kannan T (2015) Effect of flux-cored arc welding process parameters on bead geometry in super duplex stainless steel claddings. Measurement 62:127–136. https://doi.org/10.1016/j.measurement.2014.11.007

    Article  Google Scholar 

  19. Evans GM (1982) The effect of heat input on the microstructure and properties of C-Mn all-weld-metal deposits. Weld J 61(4):125–132

    Google Scholar 

  20. Gualco A, Svoboda HG, Surian ES, de Vedia LA (2010) Effect of welding procedure on wear behaviour of a modified martensitic tool steel hardfacing deposit. Mater Des 31(9):4165–4173. https://doi.org/10.1016/j.matdes.2010.04.026

    Article  Google Scholar 

  21. Dobra RM, Farbas N, Pascu R (2014) Evaluation of abrasive wear resistance of Fe-Cr-C hardfacing alloys deposited on active components of the agricultural components. Adv Mater Res 1029:188–193. https://doi.org/10.4028/www.scientific.net/AMR.1029.188

    Article  Google Scholar 

  22. Brezinová J, Draganovská D, Guzanová A, Balog P, Viňáš J (2016) Influence of the hardfacing welds structure on their wear resistance. Metals 6(2):36. https://doi.org/10.3390/met6020036

    Article  Google Scholar 

  23. Dilawary SAA, Motallebzadeh A, Houdková Š, Medlin R, Haviar S, Lukáč F, Cimenoglu H (2018) Modification of M2 hardfacing: effect of molybdenum alloying and laser surface melting on microstructure and wear performance. Wear 404:111–121. https://doi.org/10.1016/j.wear.2018.03.013

    Article  Google Scholar 

  24. Lorenz S, Kannengießer T, Posch G (2012) Suitability of high-alloyed flux-cored wire electrodes for laser-GMA hybrid welding. Weld Cut 11(3):181–187

    Google Scholar 

  25. Henckell P, Gierth M, Ali Y, Reimann J, Bergmann JP (2020) Reduction of energy input in wire arc additive manufacturing (WAAM) with gas metal arc welding (GMAW). Materials. 13(11):2491. https://doi.org/10.3390/ma13112491

    Article  Google Scholar 

  26. Park YD, Kang N, Malene SH, Olson DL (2007) Effect of exothermic additions on heat generation and arc process efficiency in flux-cored arc welding. Met Mater Int 13(6):501–509. https://doi.org/10.1007/BF03027910

    Article  Google Scholar 

  27. Vlasov AF, Makarenko NA (2016) Special features of heating and melting electrodes with an exothermic mixture in the coating. Weld Int 30(9):717–722

    Article  Google Scholar 

  28. Trembach B, Grin A, Trembach I (2020) Study of the influence of the addition of an exothermic mixture and the ratio of the components of the exothermic mixture on the melting indices at FCAW. Ukrain J Mech Eng Mater Sci 6(1):47–53

    Article  Google Scholar 

  29. Chigarev VV, Zarechenskii DA, Belik AG (2016) Optimisation of the composition and melting parameters of powder strips with the exothermic mixture in the filler. Weld Int 30(7):557–559. https://doi.org/10.1080/09507116.2015.1099892

    Article  Google Scholar 

  30. Wang G, Yang Q (1997) Spectroscopic study in temperature of underwater welding arc. Chin J Mech Eng 33:93–98

    Article  Google Scholar 

  31. Allen JW, Olson DL, Frost RH (1998) Exothermically assisted shielded metal arc welding. Weld J 77:277–285

    Google Scholar 

  32. Kumar A, Singh K (2020) Development of exothermic flux for enhanced penetration in submerged arc welding. J Adv Manuf Syst 19(01):131–146. https://doi.org/10.1142/S0219686720500079

    Article  Google Scholar 

  33. Malene SH, Park YD, Olson DL (2007) Response of exothermic additions to the flux-cored arc welding electrode - part 1. Effectiveness of exothermically reacting magnesium-type flux additions was investigated with the flux cored arc welding process. Weld J 86(10):293–302

    Google Scholar 

  34. Li HL, Liu D, Guo N, Chen H, Du YP, Feng JC (2017) The effect of alumino-thermic addition on underwater wet welding process stability. J Mater Process Technol 245:149–156. https://doi.org/10.1016/j.jmatprotec.2017.02.023

    Article  Google Scholar 

  35. Zharikov SV, Grin AG (2015) Investigation of slags in surfacing with exothermic flux-cored wires. Weld Int 29(5):386–389. https://doi.org/10.1080/09507116.2014.934538

    Article  Google Scholar 

  36. Trembach B, Grin A, Makarenko N, Zharikov S, Trembach I, Markov O (2020) Influence of the core filler composition on the recovery of alloying elements during the self-shielded flux-cored arc welding. J Mater Res Technol 9(5):10520–10528. https://doi.org/10.1016/j.jmrt.2020.07.052

    Article  Google Scholar 

  37. Trembach B, Grin A, Zharikov S, Trembach I (2018) Investigation of characteristic of powder wire with the CUO/Al exothermic mixture. Sci J TNTU 92(4):13–23. https://doi.org/10.33108/visnyk_tntu2018.04.013

    Article  Google Scholar 

  38. Zhang L, Okudan G, Basantes-Defaz ADC, Gneiting RM, Subramaniam S, Ozevin D, Indacochea E (2020) Characterization of GMAW (Gas Metal Arc Welding) penetration using ultrasonics. Materials 13(10):2307. https://doi.org/10.3390/ma13102307

    Article  Google Scholar 

  39. Yi Y, Xing J, Wan M, Yu L, Lu Y, Jian Y (2017) Effect of Cu on microstructure, crystallography and mechanical properties in Fe-B-C-Cu alloys. Mater Sci Eng A 708:274–284. https://doi.org/10.1016/j.msea.2017.09.135

    Article  Google Scholar 

  40. Ohtsuka H, Ghosh G, Nagai K (1997) Effects of Cu on diffusional transformation behavior and microstructure in Fe-Mn-Si-C steels. ISIJ Int 37(3):296–301

    Article  Google Scholar 

  41. Abe JO, Popoola OM, Popoola API, Ajenifuja E, Adebiyi DI (2019) Application of Taguchi design method for optimization of spark plasma sintering process parameters for Ti-6Al-4V/h-BN binary composite. Eng Res Express 1(025043):1–20. https://doi.org/10.1088/2631-8695/ab561c

    Article  Google Scholar 

  42. Fei NC, Mehat NM, Kamaruddin S (2013) Practical applications of Taguchi method for optimization of processing parameters for plastic injection moulding: a retrospective review. ISRN Ind Eng 2013:1–11. https://doi.org/10.1155/2013/462174

    Article  Google Scholar 

  43. Raghunath N, Pandey PM (2007) Improving accuracy through shrinkage modelling by using Taguchi method in selective laser sintering. Int J Mach Tools Manuf 47(6):985–995. https://doi.org/10.1016/j.ijmachtools.2006.07.001

    Article  Google Scholar 

  44. Öktem H, Erzurumlu T, Cöl M (2006) A study of the Taguchi optimization method for surface roughness in finish milling of mold surfaces. Int J Adv Manuf Technol 28(7-8):694–700. https://doi.org/10.1007/s00170-004-2435-6

    Article  Google Scholar 

  45. Azadeh A, Miri-Nargesi SS, Goldansaz SM, Zoraghi N (2012) Design and implementation of an integrated Taguchi method for continuous assessment and improvement of manufacturing systems. Int J Adv Manuf Technol 59:1073–1089. https://doi.org/10.1007/s00170-011-3549-2

    Article  Google Scholar 

  46. Datta S, Bandyopadhyay A, Pal PK (2008) Grey-based taguchi method for optimization of bead geometry in submerged arc bead-on-plate welding. Int J Adv Manuf Technol 39(11-12):1136–1143. https://doi.org/10.1007/s00170-007-1283-6

    Article  Google Scholar 

  47. Pal S, Malviya S, Pal S, Samantaray A (2009) Improvement of value qualities parameters in a beat metal inactive gas welding procedure utilizing dim based Taguchi technique. Worldw J Adv Manuf Technol 44:1250–1260

    Article  Google Scholar 

  48. Senthilkumar B, Kannan T, Madesh R (2017) Optimization of flux-cored arc welding process parameters by using genetic algorithm. Int J Adv Manuf Technol 93(1-4):35–41. https://doi.org/10.1007/s00170-015-7636-7

    Article  Google Scholar 

  49. Chaulia PK, Das R (2008) Process parameter optimization for fly ash brick by Taguchi method. Mater Res 11(2):159–164. https://doi.org/10.1590/S1516-14392008000200008

    Article  Google Scholar 

  50. Babinec AA, Rjabcev IA, Panfilov AI, Peremit'ko VV (2016) Influence of the methods of arc hardfacing with flux-cored wire electrode on the penetration of the base metal and the formation of the deposited metal. Zbìrnik naukovih prac′ Dnìprodzeržins′kogo deržavnogo tehnìčnogo unìversitetu 29(2):33–37

    Google Scholar 

  51. Klimpel A (2019) Industrial surfacing and hardfacing technology, fundamentals and applications. Weld Technol Rev 91(12):33–42. https://doi.org/10.26628/wtr.v91i12.1094

    Article  Google Scholar 

  52. Świerczyńska A, Łabanowski J, Fydrych D (2014) The effect of welding conditions on mechanical properties of superduplex stainless steel welded joints. Adv Mater Sci 14(1):14–23

    Article  Google Scholar 

  53. Hussin MH, Lah NAC (2020) Weld bead surface defects formation and its implications–a review. J Adv Res Fluid Mech Thermal Sci 72(2):41–55

    Article  Google Scholar 

  54. Mohamat SA, Ibrahim IA, Amir A, Ghalib A (2012) The effect of flux core arc welding (FCAW) processes on different parameters. Procedia Eng 41:1497–1501. https://doi.org/10.1016/j.proeng.2012.07.341

    Article  Google Scholar 

  55. Markov OE, Gerasimenko OV, Shapoval AA, Abdulov OR, Zhytnikov RU (2019) Computerized simulation of shortened ingots with a controlled crystallization for manufacturing of high-quality forgings. Int J Adv Manuf Technol 103:3057–3065. https://doi.org/10.1007/s00170-019-03749-4

    Article  Google Scholar 

  56. Markov OE, Gerasimenko OV, Kukhar VV, Abdulov OR, Ragulina NV (2019) Computational and experimental modeling of new forging ingots with a directional solidification: the relative heights of 1.1. J Braz Soc Mech Sci Eng 41(8):310. https://doi.org/10.1007/s40430-019-1810-z

    Article  Google Scholar 

  57. Guerra FV, Bedolla-Jacuinde A, Mejia I, Zuno-Silva J, Cardoso-Legorreta E (2017) Effect of copper additions on secondary carbide precipitation in high chromium with cast iron. In: Characterization of metals and alloys. Springer, Cham, pp 61–81. https://doi.org/10.1007/978-3-319-31694-9_6

    Chapter  Google Scholar 

Download references

Funding

This research received no external funding.

Author information

Authors and Affiliations

Authors

Contributions

Bohdan Trembach: Conceptualization, methodology, writing – original draft and editingOleg Markov and Aleksandr Grin: Validation and writing – reviewNataliia Makarenko, Mikhail Turchanin, and Aleksandr Grin: Formal analysis and project administrationIllia Trembach and Bohdan Trembach: InvestigationIllia Trembach: Article writing helpAll authors have read and agreed to the published version of the manuscript.

Corresponding author

Correspondence to Bohdan Trembach.

Ethics declarations

Ethics approval

This manuscript was submitted to only one journal. The submitted work is original and does not have been published elsewhere in any form or language (partially or in full). Results have been presented clearly, honestly, and without fabrication, falsification, or inappropriate data manipulation (including image-based manipulation). Authors adhered to rules for acquiring, selecting, and processing data. Data, text, and theories were the authors own.

Consent to participate

Not applicable.

Consent for publication

Not applicable.

Conflict of interest

The authors declare no competing interests.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Trembach, B., Grin, A., Turchanin, M. et al. Application of Taguchi method and ANOVA analysis for optimization of process parameters and exothermic addition (CuO-Al) introduction in the core filler during self-shielded flux-cored arc welding. Int J Adv Manuf Technol 114, 1099–1118 (2021). https://doi.org/10.1007/s00170-021-06869-y

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00170-021-06869-y

Keywords

Navigation