Abstract

This paper reports the optimization of base oils composition involving oleate-based bio-lubricant that results in minimal wear-scar diameter (WSD) and coefficient of friction (COF) using mixture technique (MT) with simplex-lattice design (SLD). The lubricants used were neopenthylglycol dioleate (NPGDO), trimethylolpropane trioleate (TMPTO), and pentaerythritol etraoleate (PETO), which all are products of transesterification process between oleic acid and different types of alcohols becoming oleate ester. Fourball tester (FBT) was used to evaluate the resulting COF under ASTM-D4172 B testing procedure, while WSD was measured under an optical wear-scar measuring device. A second-order polynomial mathematical model was built and able to statistically predict the resulting WSD and COF of lubricant mixtures. In pure form, PETO exhibited the lowest COF with 0.06555 followed by NPGDO (+5.25%) and TMPTO (+16.97%). Meanwhile, NPGDO recorded the smallest WSD with 0.451 mm, followed by PETO (+4.04%) and TMPTO (+8.89%). Under SLD optimization technique, pure PETO was shown to give out the lowest COF; however, the lowest WSD was recorded by a mixture of 80.661 wt% PETO with 11.603 wt% TMPTO, and 7.736 wt% NPGDO resulting in 0.444 mm WSD; 5.53% lower wear than pure NPGDO.

References

1.
Norain
,
I.
,
Zulfattah
,
Z. M.
,
Zairah
,
A. E.
,
Halyani
,
M. Y.
, and
Firdaus
,
H. M. S.
,
2015
, “
Coding Template of Sensorless Sun Tracking Using Azimuth-Elevation Mode
,”
J. Teknol.
,
76
(
5
), pp.
85
88
. 10.11113/jt.v76.5542
2.
Norani
,
M. N. M.
,
Tee
,
B. T.
,
Zulfattah
,
M. Z.
,
Saadun
,
M. N. A.
,
Hussain
,
A.
, and
Mansor
,
M. N.
,
2016
, “
Effect of Hydrogen Injection on Diesel Engine Performance Intake: Preliminary Result
,”
Proc. Mech. Eng. Res.
,
2016
, pp.
21
22
.
3.
Chen
,
J.
,
Bian
,
X. Q.
,
Rapp
,
G.
,
Lang
,
J.
,
Montoya
,
A.
,
Trethowan
,
R.
,
Bouyssiere
,
B.
,
Portha
,
J. F.
,
Jaubert
,
J. N.
,
Pratt
,
P.
, and
Coniglio
,
L.
,
2019
, “
From Ethyl Biodiesel to Biolubricants: Options for an Indian Mustard Integrated Biorefinery Toward a Green and Circular Economy
,”
Ind. Crops Prod.
,
137
, pp.
597
614
. 10.1016/j.indcrop.2019.04.041
4.
Banday
,
U. J.
, and
Aneja
,
R.
,
2019
, “
Energy Consumption, Economic Growth and CO2 Emissions: Evidence From G7 Countries
,”
World J. Sci. Technol.
,
16
(
1
), pp.
22
39
. 10.1108/wjstsd-01-2018-0007
5.
Dannenberg
,
A.
, and
Zitzelsberger
,
S.
,
2019
, “
Climate Experts’ Views on Geoengineering Depend on Their Beliefs About Climate Change Impacts
,”
Nat. Clim. Change
,
9
(
10
), p.
769
775
. 10.1038/s41558-019-0564-z
6.
Kularathne
,
I. W.
,
Gunathilake
,
C. A.
,
Rathneweera
,
A. C.
,
Kalpage
,
C. S.
, and
Rajapakse
,
S.
,
2019
, “
The Effect of Use of Biofuels on Environmental Pollution—A Review
,”
Int. J. Renewable Energy Res.
,
9
(
3
), pp.
1355
1367
.
7.
Mahlia
,
T. M. I.
,
Ismail
,
N.
,
Hossain
,
N.
,
Silitonga
,
A. S.
, and
Shamsuddin
,
A.
,
2019
, “
Palm Oil and Its Wastes as Bioenergy Sources: A Comprehensive Review
,”
Environ. Sci. Pollut. Res.
,
26
(
15
), pp.
14849
14866
. 10.1007/s11356-019-04563-x
8.
Mahadi
,
M. A.
,
Choudhury
,
I. A.
,
Azuddin
,
M.
,
Yusoff
,
N.
,
Yazid
,
A. A.
, and
Norhafizan
,
A.
,
2019
, “
Vegetable Oil-Based Lubrication in Machining: Issues and Challenges
,”
International Conference on Recent Advances in Industrial Engineering and Manufacturing
,
530
, p.
012003
. doi:10.1088/1757-899x/530/1/012003
9.
Gul
,
M.
,
Masjuki
,
H. H.
,
Kalam
,
M. A.
,
Zulkifli
,
N. W. M.
, and
Mujtaba
,
M. A.
,
2019
, “
A Review: Role of Fatty Acids Composition in Characterizing Potential Feedstock for Sustainable Green Lubricants by Advance Transesterification Process and its Global as Well as Pakistani Prospective
,”
BioEnergy Research
,
13
(
1
), pp.
1
22
. 10.1007/s12155-019-10040-7
10.
Raof
,
N. A.
,
Yunus
,
R.
,
Rashid
,
U.
,
Azis
,
N.
, and
Yaakub
,
Z.
,
2018
, “
Palm-Based Neopentyl Glycol Diester: A Potential Green Insulating Oil
,”
Protein Pept. Lett.
,
25
(
2
), pp.
171
179
. 10.2174/0929866525666180122095056
11.
Kania
,
D.
,
Yunus
,
R.
,
Omar
,
R.
,
Rashid
,
S. A.
,
Jan
,
B. M.
, and
Arsanjani
,
N.
,
2018
, “
Nonionic Polyol Esters as Thinner and Lubricity Enhancer for Synthetic-Based Drilling Fluids
,”
J. Mol. Liq.
,
266
, pp.
846
855
. 10.1016/j.molliq.2018.07.014
12.
Abd Hamid
,
H.
,
Yunus
,
R.
,
Rashid
,
U.
,
Choong
,
T. S. Y.
, and
Al-Muhtaseb
,
A. H.
,
2012
, “
Synthesis of Palm Oil-Based Trimethylolpropane Ester as Potential Biolubricant: Chemical Kinetics Modeling
,”
Chem. Eng. J.
,
200–202
, pp.
532
540
. 10.1016/j.cej.2012.06.087
13.
Chang
,
T. S.
,
Masood
,
H.
,
Yunus
,
R.
,
Rashid
,
U.
,
Choong
,
T. S. Y.
, and
Biak
,
D. R. A.
,
2012
, “
Activity of Calcium Methoxide Catalyst for Synthesis of High Oleic Palm Oil Based Trimethylolpropane Triesters as Lubricant Base Stock
,”
Ind. Eng. Chem. Res.
,
51
(
15
), pp.
5438
5442
. 10.1021/ie2028365
14.
Fernandes
,
K. V.
,
Papadaki
,
A.
,
da Silva
,
J. A. C.
,
Fernandez-Lafuente
,
R.
,
Koutinas
,
A. A.
, and
Freire
,
D. M. G.
,
2018
, “
Enzymatic Esterification of Palm Fatty-Acid Distillate for the Production of Polyol Esters With Biolubricant Properties
,”
Ind. Crops Prod.
,
116
, pp.
90
96
. 10.1016/j.indcrop.2018.02.058
15.
Hamdan
,
S. H.
,
Chong
,
W. W. F.
,
Ng
,
J. H.
,
Chong
,
C. T.
, and
Zhang
,
H.
,
2018
, “
Nano-tribological Characterisation of Palm Oil-Based Trimethylolpropane Ester for Application as Boundary Lubricant
,”
Tribol. Int.
,
127
, pp.
1
9
. 10.1016/j.triboint.2018.05.036
16.
Xu
,
Z.
,
Lou
,
W. J.
,
Zhao
,
G. Q.
,
Zhang
,
M.
,
Hao
,
J. Y.
, and
Wang
,
X. B.
,
2019
, “
Pentaerythritol Rosin Ester as an Environmentally Friendly Multifunctional Additive in Vegetable Oil-Based Lubricant
,”
Tribol. Int.
,
135
, pp.
213
218
. 10.1016/j.triboint.2019.02.038
17.
Yanis
,
M.
,
Mohruni
,
A. S.
,
Sharif
,
S.
,
Yani
,
I.
,
Arifin
,
A.
, and
Khona'ah
,
B.
,
2019
, “
Application of RSM and ANN in Predicting Surface Roughness for Side Milling Process Under Environmentally Friendly Cutting Fluid
,”
J. Phys.: Conference Series
,
1198
(
4
), p.
042016
. http://dx.doi.org/10.1088/1742-6596/1198/4/042016
18.
Dodun
,
O.
,
Nagit
,
G.
,
Hrituc
,
A.
, and
Slatineanu
,
L.
,
2019
, “
Optimization of Friction Behavior Characteristics by Coating with Solid Lubricants
,”
Machines
,
7
(
1
), p.
16
. 10.3390/machines7010016
19.
Subramanian
,
S.
,
Racheal
,
P. A. D.
,
Sathianathan
,
R. V.
, and
Rajagopal
,
A.
,
2019
, “
Structural and Dielectric Properties of Groundnut Oil, Mustard Oil and ZnO Nanofluid
,”
Iran. J. Sci. Technol. A
,
43
(
A3
), pp.
1351
1359
. 10.1007/s40995-018-0631-8
20.
Shabanzade
,
H.
,
Salem
,
A.
, and
Salem
,
S.
,
2019
, “
Efficient Removal of Contaminants From Waste Lubricant Oil by Nano-Porous Bentonite Produced via Microwave-Assisted Rapid Activation: Process Identifications and Optimization
,”
Environ. Sci. Pollut. Res.
,
26
(
23
), pp.
23257
23267
. 10.1007/s11356-019-05625-w
21.
Manheim
,
J.
,
Zhang
,
Y. Y.
,
Viidanoja
,
J.
, and
Kenttamaa
,
H. I.
,
2019
, “
An Automated Method for Chemical Composition Analysis of Lubricant Base Oils by Using Atmospheric Pressure Chemical Ionization Mass Spectrometry
,”
J. Am. Soc. Mass Spectrom.
,
30
(
10
), pp.
2014
2021
. 10.1007/s13361-019-02284-6
22.
Cheryl-Low
,
Y. L.
,
Lee
,
H. V.
, and
Hamid
,
S. B. A.
,
2017
, “
Catalytic Upgrading of Bio Oil Model Compound Into Polyol Ester via Green Alginate Catalyzed Esterification Reaction
,”
Process Saf. Environ. Prot.
,
111
, pp.
160
169
. 10.1016/j.psep.2017.06.021
23.
Rajaendran
,
V.
,
Salimon
,
J.
,
Derawi
,
D.
,
Zubairi
,
S. I.
, and
Yusop
,
R. M.
,
2015
, “
Synthesis and Characterization of Neopenthyl Glycol Diolete as a Biolubricant Base
,”
2015 Ukm Fst Postgraduate Colloquium
,
AIP Conference Proceedings
,
1678
, p.
050028
. https://doi.org/10.1063/1.4931307
24.
Cheng
,
B. X.
,
Duan
,
H. T.
,
Jin
,
Y. L.
,
Wei
,
L.
,
Dan
,
J.
,
Chen
,
S.
, and
Li
,
J.
,
2019
, “
In Situ Raman Spectroscopy Study on the Effect of Antioxidants on High Temperature Oxidation Properties of TMPTO
,”
Ind. Lubr. Tribol.
,
71
(
5
), pp.
706
711
. 10.1108/ILT-11-2018-0420
25.
Syahir
,
A. Z.
,
Zulkifli
,
N. W. M.
,
Masjuki
,
H. H.
,
Kalam
,
M. A.
,
Harith
,
M. H.
,
Yusoff
,
M. N. A. M.
,
Zulfattah
,
Z. M.
, and
Jamshaid
,
M.
,
2019
, “
Tribological Improvement Using Ionic Liquids as Additives in Synthetic and Bio-Based Lubricants for Steel–Steel Contacts
,”
Tribol. Trans.
,
63
(
2
), pp.
235
250
. 10.1080/10402004.2019.1679934
26.
Zulfattah
,
Z. M.
,
Zulkifli
,
N. W. M.
,
Masjuki
,
H. H.
,
Harith
,
M. H.
,
Syahir
,
A. Z.
,
Norain
,
I.
,
Jumaidin
,
R.
,
Yusoff
,
M. N. A. M.
,
Alwi
,
A.
,
Jamshaid
,
M.
, and
Arslan
,
A.
,
2019
, “
Effect of Bio-Based Lubricant Towards Emissions and Engine Breakdown due to Spark Plug Fouling in a Two-Stroke Engine
,”
J. Cleaner Prod.
,
221
, pp.
215
223
. 10.1016/j.jclepro.2019.02.224
27.
Quinchia
,
L. A.
,
Delgado
,
M. A.
,
Reddyhoff
,
T.
,
Gallegos
,
C.
, and
Spikes
,
H. A.
,
2014
, “
Tribological Studies of Potential Vegetable Oil-Based Lubricants Containing Environmentally Friendly Viscosity Modifiers
,”
Tribol. Int.
,
69
, pp.
110
117
. 10.1016/j.triboint.2013.08.016
28.
Ogee
,
A.
,
Ellis
,
M.
,
Scibilia
,
B.
, and
Pammer
,
C.
,
2013
, “
Multiple Regression Analysis: Use Adjusted R-Squared and Predicted R-Squared to Include the Correct Number of Variables
,” https://blog.minitab.com/blog/adventures-in-statistics-2/multiple-regession-analysis-use-adjusted-r-squared-and-predicted-r-squared-to-include-the-correct-number-of-variables
29.
Jamshaid
,
M.
,
Masjuki
,
H. H.
,
Kalam
,
M. A.
,
Zulkifli
,
N. W. M.
,
Arslan
,
A.
,
Alwi
,
A.
,
Khuong
,
L. S.
,
Alabdulkarem
,
A.
, and
Syahir
,
A. Z.
,
2019
, “
Production Optimization and Tribological Characteristics of Cottonseed Oil Methyl Ester
,”
J. Cleaner Prod.
,
209
, pp.
62
73
. 10.1016/j.jclepro.2018.10.126
30.
Headley
,
R.
,
Frank
,
C.
,
Sampurno
,
Y.
, and
Philipossian
,
A.
,
2020
, “
Correlating Coefficient of Friction and Shear Force to Platen Motor Current in Tungsten and Interlayer Dielectric Chemical Mechanical Planarization at Steady-State Conditions
,”
ECS J. Solid State Sci. Technol.
,
9
(
4
). 10.1149/2162-8777/ab8392
31.
Rajendiran
,
A.
,
Sumathi
,
A.
,
Krishnasamy
,
K.
,
Kabilan
,
S.
, and
Ganguli
,
D.
,
2016
, “
Antiwear Study on Petroleum Base Oils With Esters
,”
Tribol. Int.
,
99
, pp.
47
56
. 10.1016/j.triboint.2016.03.019
32.
Jebrane
,
M.
,
Terziev
,
N.
, and
Heinmaa
,
I.
,
2017
, “
Biobased and Sustainable Alternative Route to Long-Chain Cellulose Esters
,”
Biomacromolecules
,
18
(
2
), pp.
498
504
. 10.1021/acs.biomac.6b01584
33.
Jin
,
L. J.
,
Geng
,
K. Y.
,
Arshad
,
M.
,
Ahmadi
,
R.
, and
Ullaht
,
A.
,
2017
, “
Synthesis of Fully Biobased Polyesters From Plant Oil
,”
ACS Sustainable Chem. Eng.
,
5
(
11
), pp.
9793
9801
. 10.1021/acssuschemeng.7b01668
You do not currently have access to this content.