Abstract
Structurally dissimilar clay type silicate (tubular halloysite, platy montmorillonite, and acicular wollastonite) reinforced compression molded composites were fabricated with and without MgO. The thermo-mechanical and frictional performances of natural silicate-based friction materials were systematically evaluated with respect to the silicate and silicate-MgO free composites. The morphology and hardness of the natural silicates dominated the mechanical and tribological responses of the friction materials. The worn surface morphology revealed the influence of natural silicate on braking dynamics as evident from performance sensitivity analysis, braking load, sliding speed, and temperature. The nature of sliding induced tribo-layers was ascertained from elemental mapping by EDX and Raman spectroscopy indicating the friction composition of tribo-layer to be influencing performance sensitivity. Under the variable operating conditions, halloysite-based friction materials showed excellent wear resistance, and wollastonite-based friction composites with MgO enhanced the friction coefficient (∼0.43–0.61) while exhibiting minimum load-speed sensitivity. The gradient descent learning algorithm-based artificial neural network (GD-ANN) with optimally tuned network architecture predicted (R2 ∼ 97%) both the tribological performance attributes (coefficient of friction and specific wear-rate) of the natural silicate-filled friction composites more accurately as compared to the conventional regression analysis.
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References
1.
Xiao
, X.
, Yin
, Y.
, Bao
, J.
, Lu
, L.
, and Feng
, X.
, 2016
, “Review on the Friction and Wear of Brake Materials
,” Adv. Mech. Eng.
, 8
(5
), p 168781401664730
. 2.
Kumar
, M.
, and Bijwe
, J.
, 2013
, “Optimized Selection of Metallic Fillers for Best Combination of Performance Properties of Friction Materials: A Comprehensive Study
,” Wear
, 303
(1
), pp. 569
–583
. 3.
Bijwe
, J.
, Nidhi
, Majumdar
, N.
, and Satapathy
, B. K.
, 2005
, “Influence of Modified Phenolic Resins on the Fade and Recovery Behavior of Friction Materials
,” Wear
, 259
(7
), pp. 1068
–1078
. 4.
Perricone
, G.
, Matějka
, V.
, Alemani
, M.
, Valota
, G.
, Bonfanti
, A.
, Ciotti
, A.
, Olofsson
, U.
, et al, 2018
, “A Concept for Reducing PM10 Emissions for Car Brakes by 50%
,” Wear
, 396–397
(2), pp. 135
–145
. 5.
Saha
, D.
, and Satapathy
, B. K.
, 2022
, “Combinatorial Effects of Clay-Type Silicate and MgO on Friction Braking Performance of Hybrid Phenolic Composites
,” ASME J. Tribol.
, 144
(10
), p. 101201
. 6.
Satapathy
, B. K.
, Patnaik
, A.
, Dadkar
, N.
, Kolluri
, D. K.
, and Tomar
, B. S.
, 2011
, “Influence of Vermiculite on Performance of Flyash-Based Fibre-Reinforced Hybrid Composites as Friction Materials
,” Mater. Des.
, 32
(8
), pp. 4354
–4361
. 7.
Singh
, T.
, Patnaik
, A.
, Satapathy
, B. K.
, Kumar
, M.
, and Tomar
, B. S.
, 2013
, “Effect of Nanoclay Reinforcement on the Friction Braking Performance of Hybrid Phenolic Friction Composites
,” J. Mater. Eng. Perform.
, 22
(3
), pp. 796
–805
. 8.
Singh
, T. E. J.
, Patnaik
, A.
, and Satapathy
, B. K.
, 2013
, “Friction Braking Performance of Nanofilled Hybrid Fiber Reinforced Phenolic Composites: Influence of Nanoclay and Carbon Nanotubes
,” Nano
, 08
(03
), p. 1350025
. 9.
Sathyamoorthy
, G.
, Vijay
, R.
, and Singaravelu
, D. L.
, 2022
, “A Comparative Study on Tribological Characterisations of Different Abrasives Based Non-Asbestos Brake Friction Composites
,” Mater. Today: Proc.
, 56
(1
), pp. 661
–668
. 10.
Saha
, D.
, and Satapathy
, B. K.
, 2021
, “Influence of Various Types of Clays on Velocity Dependence of Friction Composites
,” Proc. Inst. Mech. Eng. Part J J. Eng. Tribol.
, 235
(11
), pp. 2415
–2431
. 11.
Dědková
, K.
, Morbach
, M.
, Výravský
, J.
, Kutláková
, K. M.
, Čabanová
, K.
, Vaculík
, M.
, and Kukutschová
, J.
, 2018
, “Nanocomposite Kaolin/TiO2 as a Possible Functional Filler in Automotive Brake Pads
,” J. Nanomater.
, 2018
(11
), p. 9780894
. 12.
Mahale
, V.
, Bijwe
, J.
, and Sinha
, S.
, 2017
, “Influence of Nano-Potassium Titanate Particles on the Performance of NAO Brake-Pads
,” Wear
, 376–377
, pp. 727
–737
. 13.
Dadkar
, N.
, Tomar
, B. S.
, Satapathy
, B. K.
, and Patnaik
, A.
, 2010
, “Performance Assessment of Hybrid Composite Friction Materials Based on Flyash–Rock Fibre Combination
,” Mater. Des.
, 31
(2
), pp. 723
–731
. 14.
Day
, A. J.
, 1988
, “An Analysis of Speed, Temperature, and Performance Characteristics of Automotive Drum Brakes
,” ASME J. Tribol.
, 110
(2
), pp. 298
–303
. 15.
Eriksson
, M.
, Bergman
, F.
, and Jacobson
, S.
, 2002
, “On the Nature of Tribological Contact in Automotive Brakes
,” Wear
, 252
(1
), pp. 26
–36
. 16.
Saha
, D.
, and Satapathy
, B. K.
, 2019
, “Friction Hysteresis and Subsequent Wear Mechanism of Clay-Based Phenolic Composites Under Cyclic Load
,” Mater. Today: Proc.
, 19
(2
), pp. 196
–204
. 17.
Patnaik
, A.
, Kumar
, M.
, Satapathy
, B. K.
, and Tomar
, B. S.
, 2010
, “Performance Sensitivity of Hybrid Phenolic Composites in Friction Braking: Effect of Ceramic and Aramid Fibre Combination
,” Wear
, 269
(11
), pp. 891
–899
. 18.
Parikh
, H. H.
, and Gohil
, P. P.
, 2017
, “Experimental Investigation and Prediction of Wear Behavior of Cotton Fiber Polyester Composites
,” Friction
, 5
(2
), pp. 183
–193
. 19.
Satapathy
, B. K.
, Bijwe
, J.
, and Kolluri
, D. K.
, 2005
, “Assessment of Fiber Contribution to Friction Material Performance Using Grey Relational Analysis (GRA)
,” J. Compos. Mater.
, 40
(6
), pp. 483
–501
. 20.
Satapathy
, B. K.
, and Bijwe
, J.
, 2005
, “Influence of Operating Parameters on the Performance of Friction Composites Based on Combinations of Rock Fibers and Organic Fibers
,” J. Reinf. Plast. Compos.
, 24
(6
), pp. 579
–595
. 21.
Gopal
, P.
, Dharani
, L. R.
, and Blum
, F. D.
, 1995
, “Load, Speed and Temperature Sensitivities of a Carbon-Fiber-Reinforced Phenolic Friction Material
,” Wear
, 181–183
(3
), pp. 913
–921
. 22.
Argatov
, I.
, 2019
, “Artificial Neural Networks (ANNs) as a Novel Modeling Technique in Tribology
,” Front. Mech. Eng.
, 5
(5
), pp. 30
–39
. 23.
Rosenkranz
, A.
, Marian
, M.
, Profito
, F. J.
, Aragon
, N.
, and Shah
, R.
, 2021
, “The Use of Artificial Intelligence in Tribology—A Perspective
,” Lubricants
, 9
(1
), pp. 1
–11
. 24.
Marian
, M.
, and Tremmel
, S.
, 2021
, “Current Trends and Applications of Machine Learning in Tribology—A Review
,” Lubricants
, 9
(9
), p. 86
. 25.
Marian
, M.
, Mursak
, J.
, Bartz
, M.
, Profito
, F. J.
, Rosenkranz
, A.
, and Wartzack
, S.
, 2022
, “Predicting EHL Film Thickness Parameters by Machine Learning Approaches
,” Friction
, 6
(6
), pp. 1
–22
. 26.
Zhang
, Z.
, Friedrich
, K.
, and Velten
, K.
, 2002
, “Prediction on Tribological Properties of Short Fibre Composites Using Artificial Neural Networks
,” Wear
, 252
(7
), pp. 668
–675
. 27.
Xiao
, G.
, and Zhu
, Z.
, 2010
, “Friction Materials Development by Using DOE/RSM and Artificial Neural Network
,” Tribol. Int.
, 43
(1
), pp. 218
–227
. 28.
Aleksendrić
, D.
, Barton
, D. C.
, and Vasić
, B.
, 2010
, “Prediction of Brake Friction Materials Recovery Performance Using Artificial Neural Networks
,” Tribol. Int.
, 43
(11
), pp. 2092
–2099
. 29.
Saha
, D.
, and Satapathy
, B. K.
, 2022
, “Tuning of Friction Oscillation Amplitude in Halloysite, Montmorillonite, and Wollastonite Filled Friction Composites: Load, Speed, and Temperature Sensitivity
,” ASME J. Tribol.
, 144
(6
), p. 061706
. 30.
Shin
, M. W.
, Kim
, J. W.
, Joo
, B. S.
, and Jang
, H.
, 2015
, “Wear and Friction-Induced Vibration of Brake Friction Materials With Different Weight Average Molar Mass Phenolic Resins
,” Tribol. Lett.
, 58
(1
), pp. 1
–8
. 31.
Herrera-Alonso
, J. M.
, Marand
, E.
, Little
, J. C.
, and Cox
, S. S.
, 2009
, “Transport Properties in Polyurethane/Clay Nanocomposites as Barrier Materials: Effect of Processing Conditions
,” J. Membr. Sci.
, 337
(1
), pp. 208
–214
. 32.
Ahmad
, A.
, Cotsovos
, D. M.
, and Lagaros
, N. D.
, 2020
, “Framework for the Development of Artificial Neural Networks for Predicting the Load Carrying Capacity of RC Members
,” SN Appl. Sci.
, 2
(4
), p. 545
. 33.
Kriegeskorte
, N.
, and Golan
, T.
, 2019
, “Neural Network Models and Deep Learning
,” Curr. Biol.
, 29
(7
), pp. R231
–R236
. 34.
Shahrokhi
, Z.
, Sohrabi
, M. R.
, and Nik
, S. M.
, 2020
, “The Application of Artificial Intelligence System and Regression Methods Based on the Spectrophotometric Method for Fast Simultaneous Determination of Naphazoline and Antazoline in Ophthalmic Formulation
,” Optik
, 203
(2
), pp. 164010
–164026
. 35.
Maiti
, S. N.
, and Lopez
, B. H.
, 1992
, “Tensile Properties of Polypropylene/Kaolin Composites
,” J. Appl. Polym. Sci.
, 44
(2
), pp. 353
–360
. 36.
Jaggi
, H. S.
, Tiwari
, A.
, Satapathy
, B. K.
, and Patnaik
, A.
, 2013
, “Dynamic Mechanical Response and Fade–Recovery Performance of Friction Composites: Effect of Flyash and Resin Combination
,” J. Reinf. Plast. Compos.
, 32
(11
), pp. 835
–845
. 37.
Rothon
, R.
, and DeArmitt
, C.
, 2017
, “Chapter 8—Fillers (Including Fiber Reinforcements),” Brydson’s Plastics Materials
, 8th ed., M.
Gilbert
, ed., Butterworth-Heinemann
, Oxford, UK
, pp. 169
–204
.38.
Mendelovici
, E.
, Villalba
, R.
, and Sagarzazu
, A.
, 1983
, “Selective Destruction and Differentiation of Clay Minerals From Natural Diaspore Admixture by Mortar Grinding
,” Int. J. Miner. Process.
, 11
(2
), pp. 131
–138
. 39.
Shepelev
, O.
, Kenig
, S.
, and Dodiuk
, H.
, 2014
, “16—Nanotechnology Based Thermosets,” Handbook of Thermoset Plastics
, 3rd ed., H.
Dodiuk
, and S. H.
Goodman
, eds., William Andrew Publishing
, Boston
, pp. 623
–695
.40.
Satapathy
, B. K.
, and Bijwe
, J.
, 2002
, “Analysis of Simultaneous Influence of Operating Variables on Abrasive Wear of Phenolic Composites
,” Wear
, 253
(7
), pp. 787
–794
. 41.
Mahmud
, D. N. F.
, Abdollah
, M. F. B.
, Masripan
, N. A. B.
, Tamaldin
, N.
, and Amiruddin
, H.
, 2018
, “Influence of Contact Pressure and Sliding Speed Dependence on the Tribological Characteristics of an Activated Carbon-Epoxy Composite Derived From Palm Kernel Under Dry Sliding Conditions
,” Friction
, 7
(3
), pp. 227
–236
. 42.
Eriksson
, M.
, and Jacobson
, S.
, 2000
, “Tribological Surfaces of Organic Brake Pads
,” Tribol. Int.
, 33
(12
), pp. 817
–827
. 43.
Kumar
, M.
, Satapathy
, B. K.
, Patnaik
, A.
, Kolluri
, D. K.
, and Tomar
, B. S.
, 2011
, “Hybrid Composite Friction Materials Reinforced with Combination of Potassium Titanate Whiskers and Aramid Fibre: Assessment of Fade and Recovery Performance
,” Tribol. Int.
, 44
(4
), pp. 359
–367
. 44.
Rajan
, R.
, Tyagi
, Y. K.
, and Singh
, S.
, 2022
, “Waste and Natural Fiber Based Automotive Brake Composite Materials: Influence of Slag and Coir on Tribological Performance
,” Polym. Compos.
, 43
(3
), pp. 1508
–1517
. 45.
Liu
, T.
, and Rhee
, S. K.
, 1976
, “High Temperature Wear of Asbestos-Reinforced Friction Materials
,” Wear
, 37
(2
), pp. 291
–297
. 46.
Rhee
, S. K.
, 1974
, “Wear Mechanisms for Asbestos-Reinforced Automotive Friction Materials
,” Wear
, 29
(3
), pp. 391
–393
. 47.
Ostermeyer
, G. P.
, 2003
, “On the Dynamics of the Friction Coefficient
,” Wear
, 254
(9
), pp. 852
–858
. 48.
Chang
, L.
, Zhang
, Z.
, Ye
, L.
, and Friedrich
, K.
, 2008
, “Chapter 3—Synergistic Effects of Nanoparticles and Traditional Tribo-Fillers on Sliding Wear of Polymeric Hybrid Composites,” Tribology and Interface Engineering Series
, K.
Friedrich
, and A. K.
Schlarb
, eds., Elsevier
, Amsterdam, Netherlands
, pp. 35
–61
.49.
Rosenkranz
, A.
, Costa
, H. L.
, Baykara
, M. Z.
, and Martini
, A.
, 2021
, “Synergetic Effects of Surface Texturing and Solid Lubricants to Tailor Friction and Wear—A Review
,” Tribol. Int.
, 155
(3
), p. 106792
. 50.
Kachhap
, R. K.
, and Satapathy
, B. K.
, 2017
, “Cenosphere–Molybdenum Disulfide”–New Filler–Lubricant Combination for Performance Synergism in Composite Friction Materials
,” ASME J. Tribol.
, 139
(5
), p. 055001
. 51.
Singaravelu
, D. L.
, Vijay
, R.
, and Filip
, P.
, 2019
, “Influence of Various Cashew Friction Dusts on the Fade and Recovery Characteristics of Non-Asbestos Copper Free Brake Friction Composites
,” Wear
, 426–427
(4
), pp. 1129
–1141
. 52.
Kachhap
, R. K.
, and Satapathy
, B. K.
, 2014
, “Synergistic Effect of Tungsten Disulfide and Cenosphere Combination on Braking Performance of Composite Friction Materials
,” Mater. Des. (1980–2015)
, 56
(4
), pp. 368
–378
. 53.
Österle
, W.
, Kloß
, H.
, Urban
, I.
, and Dmitriev
, A. I.
, 2007
, “Towards a Better Understanding of Brake Friction Materials
,” Wear
, 263
(7
), pp. 1189
–1201
. 54.
Rhee
, S. K.
, 1974
, “Friction Properties of a Phenolic Resin Filled With Iron and Graphite—Sensitivity to Load, Speed and Temperature
,” Wear
, 28
(2
), pp. 277
–281
. 55.
Satapathy
, B. K.
, and Bijwe
, J.
, 2006
, “Composite Friction Materials Based on Organic Fibres: Sensitivity of Friction and Wear to Operating Variables
,” Compos. Part A
, 37
(10
), pp. 1557
–1567
. 56.
Liu
, R.
, and Li
, D. Y.
, 2001
, “Modification of Archard’s Equation by Taking Account of Elastic/Pseudoelastic Properties of Materials
,” Wear
, 251
(1
), pp. 956
–964
. 57.
Tiwari
, A.
, Jaggi
, H. S.
, Kachhap
, R. K.
, Satapathy
, B. K.
, Maiti
, S. N.
, and Tomar
, B. S.
, 2014
, “Comparative Performance Assessment of Cenosphere and Barium Sulphate Based Friction Composites
,” Wear
, 309
(1
), pp. 259
–268
. 58.
Rhee
, S. K.
, 1974
, “Friction Coefficient of Automotive Friction Materials—Its Sensitivity to Load, Speed, and Temperature
,” SAE Trans.
, 83
(2), pp. 1575
–1580
. 59.
Kannaiyan
, M.
, Karthikeyan
, G.
, and Thankachi Raghuvaran
, J. G.
, 2020
, “Prediction of Specific Wear Rate for LM25/ZrO2 Composites Using Levenberg–Marquardt Backpropagation Algorithm
,” J. Mater. Res. Technol.
, 9
(1
), pp. 530
–538
. 60.
Jiang
, P.
, and Chen
, J.
, 2016
, “Displacement Prediction of Landslide Based on Generalized Regression Neural Networks With K-Fold Cross-Validation
,” Neurocomputing
, 198
(7
), pp. 40
–47
. 61.
Bhamare
, D. K.
, Saikia
, P.
, Rathod
, M. K.
, Rakshit
, D.
, and Banerjee
, J.
, 2021
, “A Machine Learning and Deep Learning Based Approach to Predict the Thermal Performance of Phase Change Material Integrated Building Envelope
,” Build. Environ.
, 199
(7
), p. 107927
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