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Multi-objective optimization of coating properties and cladding efficiency in 316L/WC composite laser cladding based on grey relational analysis

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Abstract

This study aims at improving the coating properties and cladding efficiency in composite material laser cladding. Using Taguchi orthogonal experimental design, the correlation between processing parameters and index of cladding quality had been investigated. By altering the input of laser power, scanning speed, gas flow, and tungsten carbide powder ratio in laser cladding setup, their influence on the micro-hardness and wear resistance of the clad as well as the cladding efficiency had been studied. This study achieved processing parameter optimization with grey relational analysis by combining multiple objectives. Results showed that the micro-hardness and wear resistance of the clad were significantly affected by the WC powder ratio in the composite. Also, the laser power denoted a significant impact on the cladding efficiency. To obtain the clad with maximum micro-hardness and minimum wear volume while also attaining the maximum cladding efficiency, grey relational analysis was utilized to combine these multiple objectives in optimization. The processing parameter set obtained from optimization met the targets and showed a small-scale error rate of 4.92% in the grey relational grade prediction. This study verified the applicability and provided the theoretical basis for multiple-objective optimization of the coating properties and cladding efficiency in composite laser cladding.

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References

  1. Liu C, Li C, Zhang Z, Sun S, Zeng M, Wang F, Guo Y, Wang J (2020) Modeling of thermal behavior and microstructure evolution during laser cladding of AlSi10Mg alloys. Opt Laser Technol 123:105926

    Article  Google Scholar 

  2. Wang Q, Chen FQ, Zhang L, Li JD, Zhang JW (2020) Microstructure evolution and high temperature corrosion behavior of FeCrBSi coatings prepared by laser cladding. Ceram Int

  3. Zhang J, Lei J, Gu Z, Tantai F, Tian H, Han J, Fang Y (2020) Effect of WC-12Co content on wear and electrochemical corrosion properties of Ni-Cu/WC-12Co composite coatings deposited by laser cladding. Surf Coat Technol 125807

  4. Lian G, Yao M, Zhang Y, Chen C (2018) Analysis and prediction on geometric characteristics of multi-track overlapping laser cladding. Int J Adv Manuf Technol 97(5-8):2397–2407

    Article  Google Scholar 

  5. Huang L, Zhou J, Xu J, Huo K, He W, Meng X, Huang S (2020) Microstructure and wear resistance of electromagnetic field assisted multi-layer laser clad Fe901 coating. Surf Coat Technol 125876

  6. Li B, Zhu H, Qiu C, Zhang D (2020) Development of high strength and ductile martensitic stainless steel coatings with Nb addition fabricated by laser cladding. J Alloys Compd 154985

  7. Lian G, Zhang H, Zhang Y, Chen C, Huang X, Jiang J (2020) Control and prediction of forming quality in curved surface multi-track laser cladding with curve paths. Int J Adv Manuf Technol 106(9-10):3669–3682

    Article  Google Scholar 

  8. Shayanfar P, Daneshmanesh H, Janghorban K (2020) Parameters optimization for laser cladding of Inconel 625 on ASTM A592 Steel. J Mater Res Technol 9(4):8258–8265

    Article  Google Scholar 

  9. Ma M, Xiong W, Lian Y, Han D, Zhao C, Zhang J (2020) Modeling and optimization for laser cladding via multi-objective quantum-behaved particle swarm optimization algorithm. Surf Coat Technol 381:125129

    Article  Google Scholar 

  10. Fan P, Zhang G (2020) Study on process optimization of WC-Co50 cermet composite coating by laser cladding. Int J Refract Met Hard Mater 87:105133

    Article  Google Scholar 

  11. Yi P, Zhan X, He Q, Liu Y, Xu P, Xiao P, Jia D (2019) Influence of laser parameters on graphite morphology in the bonding zone and process optimization in gray cast iron laser cladding. Opt Laser Technol 109:480–487

    Article  Google Scholar 

  12. Bourahima F, Helbert AL, Ji V, Rege M, Courteaux A, Brisset F, Baudin T (2019) Optimization of microstructural evolution during laser cladding of Ni based powder on GCI glass molds. In: Key Engineering Materials. Trans Tech Publ, pp 185–190

  13. Wu Z, Li T, Li Q, Shi B, Li X, Wang X, Lu H, Zhang H-c (2019) Process optimization of laser cladding Ni60A alloy coating in remanufacturing. Opt Laser Technol 120:105718

    Article  Google Scholar 

  14. Xu Z, He Z, Wang Z, Zhang J (2019) Effects of CeO 2 on the microstructure and properties of laser cladding 316L coating. J Mater Eng Perform 28(8):4983–4990

    Article  Google Scholar 

  15. Mahmoud ER, Khan SZ, Ejaz M (2020) Laser surface cladding of mild steel with 316L stainless steel for anti-corrosion applications. Mater Today Proc

  16. He B, Zhang L, Zhu Q, Wang J, Yun X, Luo J, Chen Z (2020) Effect of solution treated 316L layer fabricated by laser cladding on wear and corrosive wear resistance. Opt Laser Technol 121:105788

    Article  Google Scholar 

  17. Li M, Zhang Q, Han B, Song L, Cui G, Yang J, Li J (2020) Microstructure and property of Ni/WC/La2O3 coatings by ultrasonic vibration-assisted laser cladding treatment. Opt Lasers Eng 125:105848

    Article  Google Scholar 

  18. Qi C, Zhan X, Gao Q, Liu L, Song Y, Li Y (2019) The influence of the pre-placed powder layers on the morphology, microscopic characteristics and microhardness of Ti-6Al-4V/WC MMC coatings during laser cladding. Opt Laser Technol 119:105572

    Article  Google Scholar 

  19. Lian G, Zhang H, Zhang Y, Tanaka ML, Chen C, Jiang J (2019) Optimizing processing parameters for multi-track laser cladding utilizing multi-response Grey relational analysis. Coatings 9(6):356

    Article  Google Scholar 

  20. Lian G, Zhang H, Zhang Y, Yao M, Huang X, Chen C (2019) Computational and experimental investigation of micro-hardness and wear resistance of Ni-Based alloy and TiC composite coating obtained by laser cladding. Materials 12(5):793

    Article  Google Scholar 

  21. Lian G, Zhao C, Zhang Y, Huang X, Chen C, Jiang J (2019) Investigation of micro-hardness, wear resistance, and defects of 316L stainless steel and TiC composite coating fabricated by laser engineered net shaping. Coatings 9(8):498

    Article  Google Scholar 

  22. Sabarish K, Pratheeba P (2020) An experimental analysis on structural beam with Taguchi orthogonal array. Mater Today Proc 22:874–878

    Article  Google Scholar 

  23. Chen K-T, Kao J-Y, Hsu C-Y, Hong P-D (2019) Multi-response optimization of mechanical properties for ZrWN films grown using grey Taguchi approach. Ceram Int 45(1):327–333

    Article  Google Scholar 

  24. Lian G, Zhao C, Zhang Y, Feng M, Jiang J (2020) Investigation into micro-hardness and wear resistance of 316L/SiC composite coating in laser cladding. Appl Sci 10(9):3167

    Article  Google Scholar 

  25. Wen P, Feng Z, Zheng S (2015) Formation quality optimization of laser hot wire cladding for repairing martensite precipitation hardening stainless steel. Opt Laser Technol 65:180–188

    Article  Google Scholar 

  26. Liu Y, Liu C, Liu W, Ma Y, Tang S, Liang C, Cai Q, Zhang C (2019) Optimization of parameters in laser powder deposition AlSi10Mg alloy using Taguchi method. Opt Laser Technol 111:470–480

    Article  Google Scholar 

  27. Vempati SR, Raju KB, Subbaiah KV (2018) Optimization of welding parameters of Ti 6Al 4V cruciform shape weld joint to improve weld strength based on taguchi method. Mater Today Proc 5(2):4948–4957

    Article  Google Scholar 

  28. Naik AB, Reddy AC (2018) Optimization of tensile strength in TIG welding using the Taguchi method and analysis of variance (ANOVA). Therm Sci Eng Progress 8:327–339

    Article  Google Scholar 

  29. Khare SK, Phull GS, Agarwal S (2020) Optimization the machining parameters of surface roughness during micro-EDM by Taguchi method. Mater Today Proc 27:475–479

    Article  Google Scholar 

  30. Chen T, Wu W, Li W, Liu D (2019) Laser cladding of nanoparticle TiC ceramic powder: effects of process parameters on the quality characteristics of the coatings and its prediction model. Opt Laser Technol 116:345–355

    Article  Google Scholar 

  31. Li Y, Zhu L (2019) Optimization of user experience in mobile application design by using a fuzzy analytic-network-process-based Taguchi method. Appl Soft Comput 79:268–282

    Article  Google Scholar 

  32. Thapa S, Engelken R (2020) Optimization of pelleting parameters for producing composite pellets using agricultural and agro-processing wastes by taguchi-grey relational analysis. Carbon Resources Conversion

  33. Das A, Patel S, Biswal B, Sahoo N, Pradhan A (2020) Performance evaluation of various cutting fluids using MQL technique in hard turning of AISI 4340 alloy steel. Measurement 150:107079

    Article  Google Scholar 

  34. Theodorsson E (1988) BASIC computer program to summarize data using nonparametric and parametric statistics including Anderson-Darling test for normality. Comput Methods Prog Biomed 26(2):207–213

    Article  Google Scholar 

  35. Ji X, Ji C, Cheng J, Shan Y, Tian S (2018) Erosive wear resistance evaluation with the hardness after strain-hardening and its application for a high-entropy alloy. Wear 398:178–182

    Article  Google Scholar 

  36. Zambrano O, Gómez J, Coronado J, Rodríguez S (2019) The sliding wear behaviour of steels with the same hardness. Wear 418:201–207

    Article  Google Scholar 

  37. Prakash KS, Gopal P, Karthik S (2020) Multi-objective optimization using Taguchi based grey relational analysis in turning of Rock dust reinforced Aluminum MMC. Measurement 107664

  38. Maheswaran C, Bharathi RJ, Srirangan AK (2018) Optimisation of laser welding parameters for incoloy 800HT joints using Grey-fuzzy Taguchi approach. Mater Today Proc 5(6):14237–14243

    Article  Google Scholar 

  39. Ke J, Liu X-B, Wang M, Liang J, Luo Y-S, Chen D-Q (2020) Investigation of wear behaviors from room temperature to 500° C of in-situ synthesized ceramics reinforced composite coating on TA2 alloy by laser cladding. J Mater Res Technol

  40. Lv X, Zhan Z, Cao H, Guo C (2020) Microstructure and properties of the laser cladded in-situ ZrB2-ZrC/Cu composite coatings on copper substrate. Surf Coat Technol 125937

  41. Song C, Wang H, Sun Z, Wei Z, Yu H, Chen H, Wang Y (2020) Optimization of process parameters using the Grey-Taguchi method and experimental validation in TRIP-assisted steel. Mater Sci Eng A 777:139084

    Article  Google Scholar 

  42. Prakash PB, Raju KB, Subbaiah KV, Krishnamachary P, ManiKandan N, Ramya V (2018) Application of Taguchi based grey method for multi aspects optimization on CNC turning of AlSi7 Mg. Mater Today Proc 5(6):14292–14301

    Article  Google Scholar 

Download references

Funding

The authors were supported by the National Natural Science Foundation of China, grant number 51775113.

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The methodology in this study was proposed by G. Lian and S. Xiao; S. Xiao carried out the experiments; G. Lian, S. Xiao, Y. Zhang, J. Jiang, and Y. Zhan conducted the formal analysis in this study; the original draft was written by G. Lian and S. Xiao; and the review and editing of this paper was completed by G. Lian and Y. Zhang. This work was supervised by G. Lian and Y. Zhang.

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Correspondence to Yang Zhang.

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Lian, G., Xiao, S., Zhang, Y. et al. Multi-objective optimization of coating properties and cladding efficiency in 316L/WC composite laser cladding based on grey relational analysis. Int J Adv Manuf Technol 112, 1449–1459 (2021). https://doi.org/10.1007/s00170-020-06486-1

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