Application of Response Surface Methodology Experimental Design to Optimize Tribological Lubrication Characteristics

Total Knee Replacement (TKR) has become a standard operation for patients with joint disorders. Despite the fact that the number of procedures is increasing all the time, the short service life of implants remains a persistent concern for researchers. Understanding lubrication may aid in explaining...

Full description

Bibliographic Details
Published in:Journal of Advanced Research in Experimental Fluid Mechanics and Heat Transfer
Main Author: Mazwan Mahat M.; Kazwa F.N.; Kasolang S.; Kamaldin N.N.M.
Format: Article
Language:English
Published: Penerbit Akademia Baru 2023
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85207852002&doi=10.37934%2farefmht.11.1.18&partnerID=40&md5=a1df764e449f5e4e15fad476e5ba3a49
id 2-s2.0-85207852002
spelling 2-s2.0-85207852002
Mazwan Mahat M.; Kazwa F.N.; Kasolang S.; Kamaldin N.N.M.
Application of Response Surface Methodology Experimental Design to Optimize Tribological Lubrication Characteristics
2023
Journal of Advanced Research in Experimental Fluid Mechanics and Heat Transfer
11
1
10.37934/arefmht.11.1.18
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85207852002&doi=10.37934%2farefmht.11.1.18&partnerID=40&md5=a1df764e449f5e4e15fad476e5ba3a49
Total Knee Replacement (TKR) has become a standard operation for patients with joint disorders. Despite the fact that the number of procedures is increasing all the time, the short service life of implants remains a persistent concern for researchers. Understanding lubrication may aid in explaining tribological processes that lead to replacements that last well into the third decade of service. Likewise, wear and friction in total knee replacement (TKR) components are among the most common causes of implant failure. As a result, this study will evaluate the feasibility of using the polymer Polylactic Acid (PLA) for cartilage replacement in Total Knee Replacement (TKR) using plant-based oils as lubricants. Furthermore, the modifier will be added to plant-based oils as an additive to make them analogous to human bodily fluids. The present paper is applying the Box-Behnken design to optimize the performance and mechanical responses of bio-lubricants toward Polylactic Acid (PLA) as a tibial insert for cartilage replacement in Total Knee Replacement (TKR). The main objective of this paper is to develop an optimized method for the selection of plant-based oil parameters using Response Surface Methodology (RSM). A three-level three-factor Box-Behnken design (BBD) was used to investigate the interactions between the essential factors comprising load (45 kg to 90 kg), speed (60 rpm, 90 rpm and 360 rpm), and concentration (0ml, 5ml and 10ml) of bio-lubricants to accomplish the indicated prospect of using polymer for cartilage replacement. Canola oil, castor oil, and sunflower seed oil are considered vegetable oils, whereas Hyaluronic Acid (HA) is the friction modifier. The parameters are used to create a Box-Behnken design for predicting lubricant anti-wear qualities stated in terms of coefficient of friction, wear rate and frictional force as determined by the pin-on-disk experimental procedure. As a result, the optimization using RSM successfully interpreted the experimental data, according to the analysis of variance, with coefficients of determination of R2 = 0.91 and adjusted R2 = 0.77. The Coefficient of Friction (CoF) and wear rate were investigated following tribological testing. Castor oil had a lower coefficient of friction than canola and sunflower seed oil, according to the findings. In terms of friction reduction, castor oil surpasses canola and sunflower seed oil. © 2023, Penerbit Akademia Baru. All rights reserved.
Penerbit Akademia Baru
27568202
English
Article
All Open Access; Bronze Open Access
author Mazwan Mahat M.; Kazwa F.N.; Kasolang S.; Kamaldin N.N.M.
spellingShingle Mazwan Mahat M.; Kazwa F.N.; Kasolang S.; Kamaldin N.N.M.
Application of Response Surface Methodology Experimental Design to Optimize Tribological Lubrication Characteristics
author_facet Mazwan Mahat M.; Kazwa F.N.; Kasolang S.; Kamaldin N.N.M.
author_sort Mazwan Mahat M.; Kazwa F.N.; Kasolang S.; Kamaldin N.N.M.
title Application of Response Surface Methodology Experimental Design to Optimize Tribological Lubrication Characteristics
title_short Application of Response Surface Methodology Experimental Design to Optimize Tribological Lubrication Characteristics
title_full Application of Response Surface Methodology Experimental Design to Optimize Tribological Lubrication Characteristics
title_fullStr Application of Response Surface Methodology Experimental Design to Optimize Tribological Lubrication Characteristics
title_full_unstemmed Application of Response Surface Methodology Experimental Design to Optimize Tribological Lubrication Characteristics
title_sort Application of Response Surface Methodology Experimental Design to Optimize Tribological Lubrication Characteristics
publishDate 2023
container_title Journal of Advanced Research in Experimental Fluid Mechanics and Heat Transfer
container_volume 11
container_issue 1
doi_str_mv 10.37934/arefmht.11.1.18
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85207852002&doi=10.37934%2farefmht.11.1.18&partnerID=40&md5=a1df764e449f5e4e15fad476e5ba3a49
description Total Knee Replacement (TKR) has become a standard operation for patients with joint disorders. Despite the fact that the number of procedures is increasing all the time, the short service life of implants remains a persistent concern for researchers. Understanding lubrication may aid in explaining tribological processes that lead to replacements that last well into the third decade of service. Likewise, wear and friction in total knee replacement (TKR) components are among the most common causes of implant failure. As a result, this study will evaluate the feasibility of using the polymer Polylactic Acid (PLA) for cartilage replacement in Total Knee Replacement (TKR) using plant-based oils as lubricants. Furthermore, the modifier will be added to plant-based oils as an additive to make them analogous to human bodily fluids. The present paper is applying the Box-Behnken design to optimize the performance and mechanical responses of bio-lubricants toward Polylactic Acid (PLA) as a tibial insert for cartilage replacement in Total Knee Replacement (TKR). The main objective of this paper is to develop an optimized method for the selection of plant-based oil parameters using Response Surface Methodology (RSM). A three-level three-factor Box-Behnken design (BBD) was used to investigate the interactions between the essential factors comprising load (45 kg to 90 kg), speed (60 rpm, 90 rpm and 360 rpm), and concentration (0ml, 5ml and 10ml) of bio-lubricants to accomplish the indicated prospect of using polymer for cartilage replacement. Canola oil, castor oil, and sunflower seed oil are considered vegetable oils, whereas Hyaluronic Acid (HA) is the friction modifier. The parameters are used to create a Box-Behnken design for predicting lubricant anti-wear qualities stated in terms of coefficient of friction, wear rate and frictional force as determined by the pin-on-disk experimental procedure. As a result, the optimization using RSM successfully interpreted the experimental data, according to the analysis of variance, with coefficients of determination of R2 = 0.91 and adjusted R2 = 0.77. The Coefficient of Friction (CoF) and wear rate were investigated following tribological testing. Castor oil had a lower coefficient of friction than canola and sunflower seed oil, according to the findings. In terms of friction reduction, castor oil surpasses canola and sunflower seed oil. © 2023, Penerbit Akademia Baru. All rights reserved.
publisher Penerbit Akademia Baru
issn 27568202
language English
format Article
accesstype All Open Access; Bronze Open Access
record_format scopus
collection Scopus
_version_ 1820775448490016768