Prediction of effect of tungsten filled Co-30Cr-4Mo-1Ni metal matrix biomedical composite alloy on sliding wear peculiarity using Taguchi methodology and ANN

Aherwar, Amit; Singh, Amit Kumar; Patnaik, Amar

doi:10.1080/2374068x.2017.1366104

Cited by 9 publications

(3 citation statements)

References 41 publications

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“…Okoye et al reported that SF-incorporated GPC has significantly higher resistance in 2% H 2 SO 4 and 5% NaCl solution, as compared to the standard concrete [13]. A number of researchers have validated the test results by establishing correlations using artificial neural network techniques [14][15][16][17]. Shahmansouri et al found that the SF incorporation up to 30% in GGBS based geopolymer concrete can enhance the strength in compression, tension, and flexure by 30%, 25%, and 20%, respectively [18].…”

Section: Introductionmentioning

confidence: 99%

Mechanical and Durability Characteristics Assessment of Geopolymer Composite (GPC) at Varying Silica Fume Content

Gupta

Saxena

2021

J. Compos. Sci.

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The present study aimed at assessing mechanical and durability characteristics of ground granulated blast furnace slag (GGBS)-based geopolymer composites at 5%, 10%, 15%, 20%, 25%, and 30% replacement proportion of silica fume at 12 molarity of NaOH. Mechanical properties were assessed using compression and tension tests, whereas durability characteristics were evaluated using ultrasonic pulse velocity test (UPV), acid test, and rapid chloride permeability test (RCPT), and water absorption (WA) test. Additionally, reduction in mass and strength were also determined due to the acid action on the developed composites. A correlation of compressive strength was also established with the splitting tensile strength, UPV, RCPT, and WA. The presence of silica fume and high NaOH concentration in GPC tends to improve the mechanical strength up toa certain level. UPV values obtained were falling in the range of medium to good category. Chloride ion penetration and water absorption values were reduced by around 23% and 26%, respectively, at 10% silica fume replacement. Mass loss and strength loss were reduced as the % of silica fume increased. A good correlation of compressive strength was obtained with tensile strength, UPV, and RCPT with a coefficient of determination of 0.9681, 0.9665, and 0.9208, respectively. Poor correlation was obtained between compressive strength and water absorption.

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Section: Introductionmentioning

confidence: 99%

Mechanical and Durability Characteristics Assessment of Geopolymer Composite (GPC) at Varying Silica Fume Content

Gupta

Saxena

2021

J. Compos. Sci.

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“…141 Indeed, several studies have exemplified the utilization of ANN for designing MMCs to minimize the tribological properties such as SWR, CoF, wear loss, etc. [142][143][144][145][146][147][148][149] Table S4 (ESI †) and text below summarizes the studies on MMCs that apply ANN approach.…”

Section: Artificial Neural Network (Ann)mentioning

confidence: 99%

A review of recent advances and applications of machine learning in tribology

Sose

Joshi

Kunche

et al. 2023

Phys. Chem. Chem. Phys.

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“…These nano-bioceramic composites have revolutionized the subjectmatter of nanocomposites materials for hip implants, and related biomedical industry. Many authors have reported and evaluated problems related to friction and wear of different (polymer, metal, and ceramic) available implants materials [6][7][8][9][10][11][12][13][14][15]. The fundamental objective of studying tribological facets and performance of any material is to reduce or minimize the material loss or to reduce the damage to even zero especially when to be used as implants inside human body where this material loss is intolerable.…”

Section: Introductionmentioning

confidence: 99%

Tribological performance of ceramic composites for biomedical applications: A review

Shekhawat

Mishra

Singh

et al. 2023

Materialwissenschaft Werkst

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Understanding the wear mechanisms of a material subjected to varying loading conditions in various applications is a key to improve the overall performance of the material. Ceramic based composites when implemented as a bearing material under adverse loading conditions, performed very well but despite this clinical success, wear of these articulating surfaces continues to be one of the leading critical issues which need attention as this will influence the ultimate performance of the implant. Before any material can be used in joint arthroplasty, it is imperative to assess parameters that influence the wear performance of implant material as safety and efficacy are the main challenges. This review focuses and brings forth important aspects related to the wear performance of the ceramic‐based nanocomposites employed in joint bearings. This review presents a summary of wear rate data associated to bioceramic composite on the basis of past to recent published literature.

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Prediction of effect of tungsten filled Co-30Cr-4Mo-1Ni metal matrix biomedical composite alloy on sliding wear peculiarity using Taguchi methodology and ANN

Cited by 9 publications

References 41 publications

Mechanical and Durability Characteristics Assessment of Geopolymer Composite (GPC) at Varying Silica Fume Content

Mechanical and Durability Characteristics Assessment of Geopolymer Composite (GPC) at Varying Silica Fume Content

A review of recent advances and applications of machine learning in tribology

Tribological performance of ceramic composites for biomedical applications: A review

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