Tribological behavior of friction stir process surface hybrid composite AA5083/MWCNT/Al2SiO5 using multi-quadratic RBF algorithm

Samuel Ratna Kumar P. S.; Vaira Vignesh R.; Mashinini P. M.; Ramanathan S.

doi:10.1007/s42823-023-00577-1

Tribological behavior of friction stir process surface hybrid composite AA5083/MWCNT/Al2SiO5 using multi-quadratic RBF algorithm

Carbon Letters
Abbr : Carbon Lett.
2023, 33(7), pp.2363-2377
DOI : 10.1007/s42823-023-00577-1
Publisher : Korean Carbon Society
Research Area : Natural Science > Natural Science General > Other Natural Sciences General
Received : February 6, 2023
Accepted : June 17, 2023
Published : December 1, 2023

Samuel Ratna Kumar P. S. ¹, Vaira Vignesh R. ², Mashinini P. M. ¹, Ramanathan S. ³

¹Department of Mechanical and Industrial Engineering Technology, University of Johannesburg, Johannesburg, South Africa
²Department of Mechanical Engineering, Amrita School of Engineering, Amrita Vishwa Vidyapeetham, Coimbatore, Tamil Nadu, India
³Department of Mechanical Engineering, Kumaraguru College of Technology, Coimbatore, Tamil Nadu, India

Accredited

ABSTRACT

The present research focuses on the tribological behavior of the AA5083 alloy-based hybrid surface composite using aluminosilicate and multi-walled-carbon nanotube through friction stir processing for automotive applications. The friction stir processing parameters (tool rotation and traverse speed) are varied based on full factorial design to understand their influence on the tribological characteristics of the developed hybrid composite. The surface morphology and composition of the worn hybrid composite are examined using a field-emission scanning electron microscope and an energy-dispersive x-ray spectroscope. No synergistic interaction is observed between the wear rate and friction coefficient of the hybrid composite plate. Also, adhesive wear is the major wear mechanism in both base material and hybrid composite. The influence of friction stir process parameters on wear rate and the friction coefficient is analyzed using the hybrid polynomial and multi-quadratic radial basis function. The models are utilized to optimize the friction stir processing parameters for reducing the rate of wear and friction coefficient using multi-quadratic RBF algorithm optimization.

KEYWORDS

RBF algorithm Optimization FSP Al2SiO5 CNT Wear

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[book] Samuel Ratna Kumar PS / 2022 / Nanotechnology in the automotive industry / Elsevier : 199~213

[book] Jebaraj DRS / 2021 / Encyclopedia of materials: composites / Elsevier : 615~639

[book] Jayalakshmi S / 2022 / Encyclopedia of materials: metals and alloys / Elsevier : 26~45

[journal] Luo AA / 2022 / Alloy development and process innovations for light metals casting / J Mater Process Technol 306 : 117606~117634

[journal] Tonelli L / 2019 / Effect of FSP parameters and tool geometry on microstructure, hardness, and wear properties of AA7075 with and without reinforcing B4C ceramic particles / Int J Adv Manuf Technol 102 : 3945~3961

[book] Dinaharan I / 2021 / Encyclopedia of materials: composites / Elsevier : 702~7299

[journal] Anandhakumar CJ / 2021 / Mechanical, metallurgical and tribological properties of friction stir processed aluminium alloy 6061 hybrid surface composites / Surf Topogr Metrol Prop 9 : 1~13

[journal] Nallusamy M / 2022 / Evaluation of metallurgical characterization and mechanical properties of AA7075/ZrB2 in situ AMCs after friction stir processing / Surf Rev Lett 29 : 2250064~

[journal] Johannes LB / 2007 / Enhanced superplasticity through friction stir processing in continuous cast AA5083 aluminum / Mater Sci Eng A 464 : 351~357

[journal] Shahraki S / 2013 / Producing of AA5083/ZrO2 nanocomposite by friction stir processing(FSP) / Metall Materi Trans B 44 : 154653~

[journal] Mostafapour Asl A / 2013 / Role of hybrid ratio in microstructural, mechanical and sliding wear properties of the Al5083/Graphitep/Al2O3p a surface hybrid nanocomposite fabricated via friction stir processing method / Mater Sci Eng A 559 : 549~557

[journal] Kumar PSSR / 2022 / Wear behavior of friction stir processed AA7075—aluminosilicate/MWCNT hybrid composite using multi-objective optimization / SILICON 14 : 12329~12347

[journal] Samuel Ratna Kumar PS / 2022 / Experimental and numerical investigation of multiwalled carbon nanotube/aluminosilicate reinforced aluminum hybrid surface composites using friction stir processing / Emergent Mater 5 : 1973~1983

[web] / 2017 / ASTM E3–11 Standard guide for preparation of metallographic specimens / ASTM International / https://doi.org/10.1520/E0003-11R17

[web] / 2015 / ASTM E407–07 Standard practice for microetching metals and alloys / ASTM International / https://doi.org/10.1520/E0407-07R15E01

[web] / 2017 / ASTM E384–99 Standard test method for microindentation hardness of materials / ASTM International / https://doi.org/10.1520/E0384-99

[web] / 2017 / ASTM G99–17 Standard test method for Wear testing with a pin-on-disk apparatus / ASTM International / https://doi.org/10.1520/G0099-17

[journal] Ma Z / 2008 / Friction stir processing technology : a review / Metall Mater Trans A 39 : 642~658

[journal] Pereira PHR / 2017 / An examination of the superplastic characteristics of Al–Mg–Sc alloys after processing / J Mater Res 32 : 4541~4553

[journal] Mazaheri Y / 2011 / A novel technique for development of A356/Al2O3 surface nanocomposite by friction stir processing / J Mater Process Technol 211 : 1614~1619

[journal] Peter Nyanor / 2021 / Effect of Carbon Nanotube (CNT) Content on the Hardness, Wear Resistance and Thermal Expansion of In-Situ Reduced Graphene Oxide (rGO)-Reinforced Aluminum Matrix Composites / Metals and Materials International / 대한금속·재료학회 27(5) : 1315~1326

[journal] Liu Y / 1991 / A map for wear mechanisms in aluminium alloys / J Mater Sci 26 : 99~102

[journal] Vaira Vignesh R / 2018 / Influence of FSP on the microstructure, microhardness, intergranular corrosion susceptibility and wear resistance of AA5083 alloy / Tribol Mater Surf Interfaces 12(3) : 157~169

[journal] Samuel Ratna Kumar PS / 2021 / Investigation on tribological behaviour of aluminosilicate reinforced AA7075 composites for aviation application / Trans Indian Inst Met 74 : 79~88

[confproc] Pande S / 2022 / Experimental investigation of sliding wear characteristics on aluminium-based metal reinforced with SiC, Al2O3 and cadmium sulphide / Proceedings of fourth international conference on inventive material science applications. Advances in sustainability science and technology / Springer

[journal] Ekka, K.K. / 2015 / Dry Sliding Wear Characteristics of SiC and Al2O3 Nanoparticulate Aluminium Matrix Composite Using Taguchi Technique / Arab J Sci Eng 40 : 571~581

[journal] Prakash T / 2015 / Mechanical and tribological behaviour of friction-stir-processed Al 6061 aluminium sheet metal reinforced with Al2O3/0. 5Gr hybrid surface nanocomposite / Arab J Sci Eng 40 : 559~569

[journal] Heidarzadeh A / 2021 / Friction stir welding/processing of metals and alloys : a comprehensive review on microstructural evolution / Prog Mater Sci 117 : 100752~

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Carbon Letters 2023 KCI Impact Factor : 1.35 KCI-WoS Impact Factor : 6.04

Tribological behavior of friction stir process surface hybrid composite AA5083/MWCNT/Al2SiO5 using multi-quadratic RBF algorithm

ABSTRACT

KEYWORDS

Citation status

This is the result of checking the information with the same ISSN, publication year, volume, and start page between the WoS and the KCI journals. (as of 2024-07-26)

Total Citation Counts(KCI+WOS) (3) This is the number of times that the duplicate count has been removed by comparing the citation list of WoS and KCI.

Scopus Citation Counts (5) This is the result of checking the information with the same ISSN, publication year, volume, and start page between articles in KCI and the SCOPUS journals. (as of 2024-07-01)

* References for papers published after 2023 are currently being built.

Carbon Letters 2023 KCI Impact Factor : 1.35 KCI-WoS Impact Factor : 6.04

Tribological behavior of friction stir process surface hybrid composite AA5083/MWCNT/Al2SiO5 using multi-quadratic RBF algorithm

ABSTRACT

KEYWORDS

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WoS Citation Counts (3) This is the result of checking the information with the same ISSN, publication year, volume, and start page between the WoS and the KCI journals. (as of 2024-07-26)

Total Citation Counts(KCI+WOS) (3) This is the number of times that the duplicate count has been removed by comparing the citation list of WoS and KCI.

Scopus Citation Counts (5) This is the result of checking the information with the same ISSN, publication year, volume, and start page between articles in KCI and the SCOPUS journals. (as of 2024-07-01)

REFERENCES (28) * References for papers published after 2023 are currently being built.

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Citation

This is the result of checking the information with the same ISSN, publication year, volume, and start page between the WoS and the KCI journals. (as of 2024-07-26)

* References for papers published after 2023 are currently being built.