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A Study on Mechanical and Tribological Properties of Aluminium 1100 Alloys 6% of RHAp, BAp, CSAp, ZnOp and Egg Shellp Composites by ANN

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Abstract

With the increasing demand for light-weight materials in the emerging industrial applications, fabrication of aluminium matrix composites is necessary. In this context, Aluminium Alloy (AA 1100) alloys reinforced with 6% of RHAp, BAp, CSAp, ZnOp, ESp matrix composites were fabricated by liquid metallurgy technique. Aluminium 1100 alloys series unalloyed (pure) composition was used primarily in the automobile, electrical and chemical industries. The composites were characterized by a hardness test, tensile test, and wear test. With 6% of various reinforced materials added, the density of the composites decreased, whereas the hardness increased. It is observed that wear loss of Aluminium Matrix Composites (AMC) reduced while sliding speed, load, sliding time increased, compared to pure aluminium 1100 alloy. This work aims to predict experimentally the parameters affecting the brinell hardness number, tensile strength, and wear loss rise due to friction. Artificial Neural Network (ANN) model was developed using the MATLAB 10 program for predicting the wear loss and coefficient of friction. The ANN model was successful, which shows that there is a high ability to predict the wear loss as well as the results of the model corresponding with the experimental results.

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References

  1. Mohanty H, Chowdhury S, Rout BK, Panda SK, Swarup Sampad Biswal SSRR (2017) Study on mechanical and machinability properties of Aluminium coconut shell ash by Taguchi approach. Int J Innovative Res Technol 3(11):68–74

    Google Scholar 

  2. Mondal DP, Das S (2006) High stress abrasive wear behaviour of aluminium hard particle composites : effect of experimental parameters, particle size and volume fraction. Tribol Int 39:470–478

    Article  CAS  Google Scholar 

  3. Apasi A, Madakson PB, Yawas DS, Aigbodion VS (2012) Wear behaviour of Al-Si-Fe alloy/coconut Shell ash particulate composites. Tribol Ind 31(1):36–43

    Google Scholar 

  4. Siva Sankara Raju R, Panigrahi MK, Ganguly RI, Rao S (2017) Investigation of tribological behavior of a novel hybrid composite prepared with Al-Coconut shell ash mixed with graphite. Metallurgical Mat Trans A 48(8):3892–3903 Springer, US. https://doi.org/10.1007/s11661-017-4139-1

    Article  CAS  Google Scholar 

  5. Raju SS, Rao GS, Siva BV (2018) Experimental studies of mechanical properties and tribological behaviour of aluminium composite reinforced with coconut shell ash particulates. Int J Mater Eng Innov 9(2):140–157 Inderscience. https://doi.org/10.1504/IJMATEI.2018.093812

    Article  CAS  Google Scholar 

  6. Samrat M, Chugh YP (2007) Development of fly ash-based automotive brake lining. Tribol Int 40:1217–1222

    Article  Google Scholar 

  7. Yasothai R., Kavithaa N. V (2014) Eggshell waste is a calcium source for layers: review, international journal of science, Environ Technol 3(4):1465–1471

  8. Hassan SB, Aigbodion VS (2015) Effects of eggshell on the microstructures and properties of Al– cu–mg/eggshell particulate composites. J King Saud Univ Eng Sci 27(1):49–56

    Article  Google Scholar 

  9. Fatile BO, Adewuyia BO, Owoyemi HT (2017) Synthesis and characterization of ZA-27 alloy matrix composites reinforced with zinc oxide nanoparticles. Eng Sci Technol Int J 20:1147–1154

    Google Scholar 

  10. Bahrami A, Soltani N, Pech-Canul MI, Gutiérrez CA (2015) Development of metal-matrix composites from industrial/agricultural waste materials and their derivatives. Crit Rev Environ Sci Technol 46(2):143–208

    Article  Google Scholar 

  11. Cortés JD, Carriazo JG, Sierra CA, Ochoa-Puentes C (2017) Micro-composites based on polylactic acid with kaolinite or rice husk particles and their performance on water vapor permeability. J Macromol Sci Part A Pure Appl Chem 54(10):669–677

    Article  Google Scholar 

  12. Sharma SB, Agarwala RC, Agarwala V, Ray S (2007) Dry sliding wear and friction behavior of ni–p–zro2–al2o3 composite electroless coatings on aluminium. J Mater Manufact Process 17(5):637–649 2002

    Article  Google Scholar 

  13. Cheng B, Titterington DM (1994) Neural networks: a review from a statistical perspective. Statistical Sci 9:2–54

    Google Scholar 

  14. Dashtbayazi MR (2007) Characterization of Al/SiC Nanocomposite prepared by mechanical alloying process using artificial neural network model. J Mater Manufact Process 23(1):37–45

    Article  Google Scholar 

  15. Li B, Pan Q, Yin Z (2014) Microstructural evolution and constitutive relationship of Al-Zn-mg alloy containing small amount of Sc and Zr during hot deformation based on Arrhenius-type and artificial neural network models. J Alloys Compd 584:406–416

    Article  CAS  Google Scholar 

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Correspondence to A. Nagaraj.

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Nagaraj, A., Gopalakrishnan, S. A Study on Mechanical and Tribological Properties of Aluminium 1100 Alloys 6% of RHAp, BAp, CSAp, ZnOp and Egg Shellp Composites by ANN. Silicon 13, 3367–3376 (2021). https://doi.org/10.1007/s12633-020-00731-8

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  • DOI: https://doi.org/10.1007/s12633-020-00731-8

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