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Wear of Polymers
and Composites
Dr. Ahmed Abdelbary
Textbook & Study Guide
Key Features
Publisher Elsevier Science & Technology
Imprint Woodhead Publishing Ltd
Language(s) English
Format Hardback
ISBN-10 1782421777
ISBN-13 9781782421771
Date of Publication 2015
Place of Publication Cambridge
Country of Publication United Kingdom
1st ed.
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Foreword
β€œβ€¦ there are not too many books dedicated to the education of senior
and graduate students interested in this important issue. The new text
book by Prof. Ahmed Abdelbary on Wear of Polymers and Composites is
therefore a good idea to fill this gap. After a comprehensive introduction
into the field of polymer tribology, in which the possible types of wear
and the factors affecting friction and wear of polymers are described, the
author focuses the attention of the reader on the mechanisms occurring
especially during sliding of polymers against metallic counterparts.”
Prof. Dr.-Ing. Dr. h.c. Klaus Friedrich
Institute for Composite Materials
Technical University of Kaiserslautern
Kaiserslautern - Germany
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Contents
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Polymer Tribology
Polymer Tribology
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Polyamide sliding against
dry steel. Grooves run
across the surface of the
wear pin parallel to the
sliding direction.
Steel counterface showing
transfer film of polyamide
formed after 20 km of
sliding, under 90N.
Corrosive
Ferreting
Delamination
Delaminated polymer after
50 km of sliding against dry
steel, under cyclic load
(Fmean= 90N).
Polymer Tribology
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
𝑭 = 𝑭 𝒂 + 𝑭 𝒅
πΉπ‘Ž = 𝜏 𝑠 βˆ™ 𝐴 π‘Ÿ1 𝐹𝑑 = 𝜎 𝑦 βˆ™ 𝐴 π‘Ÿ2
s shear stress required to produce sliding between the rubbing surfaces
y polymer yield pressure
Ar1 the real contact area of the junction
Ar2 the area of the grooved track
Polymer Tribology
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Factors Affecting Friction and Wear of Polymers
Sliding Speed
Specific wear rate of dry
sliding of Derlin on steel.
Friction coefficient vs. sliding speed for some
industrial polymers.
H. Unal, U. Sen, A. Mimaroglu, Dry sliding wear characteristics of some industrial polymers against steel
counterface, Tribology International, 37 (2004) 727–732.
Polymer Tribology
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Factors Affecting Friction and Wear of Polymers
Sliding Temperature
β€’ Low thermal conductivity of thermoplastic polymers is an
important limitation for sliding applications.
β€’ Mechanical properties of a polymer show a transition from
the glassy state into the rubbery state upon heating.
π‘»βˆ— = 𝑻 𝒆𝒏𝒗 + 𝑨
𝝁𝒑𝒗𝒍
π’Œ 𝒔
+ πŸ’. 𝟐 Γ— πŸπŸŽβˆ’πŸ’
𝝁𝑭 𝑡 𝒗
𝒃 𝒍
T* Interfacial Temperature
Tenv Environmental temperature
ks Thermal conductivity
Β΅ Coefficient of friction
p Contact pressure
FN Normal Load
v Sliding speed
l Semi-length of the sliding body
b Semi-width of the sliding body
A Contact area
Polymer Tribology
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Factors Affecting Friction and Wear of Polymers
Counterface Roughness
Schematic representation to the wear
factor for Polyethylene sliding on dry
stainless steel.
In polymer-metal sliding, as the
counterface roughness decrease
the friction coefficients of
polymers decrease. But after
reaching a minimum value of RZ
(the mean peak-to-valley) a further
decrease in the roughness causes a
high friction. Adhesion forces
becomes the dominant factor
whereas for higher surface
roughness abrasive wear prevails.
Polymer Tribology
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Factors Affecting Friction and Wear of Polymers
Applied Load and Contact Pressure
At high loads, thermal softening of the polymer and plastic
deformation at the asperity interactions has a dominant role in
determining the real area of contact.
𝑭 = 𝝁𝑳 𝒏
𝑾𝑭 ∝ 𝑳
𝒏
πŸ‘
Relation between friction force F and applied normal load L
Β΅ is the coefficient of friction and n is an exponential constant
The relationship between wear factor WF and load may
depends on exponent parameter n and that the linear
dependence occurs when n  3
Polymer Tribology
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Factors Affecting Friction and Wear of Polymers
Humidity and Surface Wettability
Effect of water lubrication on
the wear of Polyamide sliding
against steel counterface.
οƒ˜ Water molecules diffuse readily
into the free volume of the
amorphous phase of the polymer
leading to plasticization, swelling
and softening.
οƒ˜ Water has the effect of washing
action for the counterface surface.
οƒ˜ Water might induce an increase in
the chemical corrosion wear of the
metallic counterface.
Polymer Tribology
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Factors Affecting Friction and Wear of Polymers
Humidity and Surface Wettability
The contact angle (Ο‘) characterizes the surfaces of different
materials
The increase in the polymer WR in water lubricated condition
can be related to good wettability of the metallic surface.
Polymer Tribology
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Factors Affecting Friction and Wear of Polymers
Fluid Lubrication
External Lubrication Internal Lubrication
Boundary : formation of absorption
and chemical reacted layers.
Hydrodynamic : The higher the speed
and the flatter the geometry, the
thicker the film formed.
ElastoHydrodynamic: occurs at higher
pressure when the surface deformed
within the elastic range.
There could be different effect
of the internal lubrication of the
polymers on the friction and
wear due to the modified
mechanical properties and
surface energy.
Sliding Mechanics
of Polymers
Sliding Mechanics of Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Formation of Transfer Film
When a polymer slides over a dry metallic counterface, some parts of the
polymer are transferred onto the counterface forming a transfer film.
During running-in wear, the thickness of the
transfer film increases until a constant value is
reached.
Counterface
Polymer
Running-in Wear
Counterface
Polymer
Steady State Wear
During steady state wear, polymer-metal sliding
becomes that of polymer on transferred polymer.
Sliding Mechanics of Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Wear Regimes
A typical volume loss versus
sliding distance curve
Typical wear curve in polymers
contains three wear regimes.
Currently, it is widely accepted that there are
three different wear regimes for describing a
typical wear process in polymers:
Running-in Wear: is related to the removal
of the artificial surface of the polymer
Steady State Wear: has a lower and linear
wear rate and characterized by formation of a
stable transfer film.
Section B Wear: is a surface fatigue wear,
which takes place after a number of cycles to
failure proportional to the sliding distance.
Sliding Mechanics of Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
pv-limit
οƒ˜ is the max. allowable value of pv, where p is the average contact pressure
and v is the sliding speed.
οƒ˜ is the value above which the wear rate increases rapidly and the
maximum pv as the maximum value for continuous operation at a
specified wear rate.
pv-limit measurement
equipment, washer test.
Typical pv curve of polyimide
sliding against a steel counterface.
Sliding Mechanics of Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Asperity Flash Temperature
The temperature produced during rubbing of polymers is a combination of
three separate heat sources:
οƒ˜ Ambient Temperature (Ta ): is the temperature of the medium.
οƒ˜ Bulk Temperature (TS ): is the temperature of the entire polymer body.
οƒ˜ Flash Temperature (T*): occurs in a very short period close to the area of
true contact at which the energy is dissipated.
π‘»βˆ— = 𝑻 𝒃 + πŸ’. 𝟐 βˆ— πŸπŸŽβˆ’πŸ’
𝝁𝑭 𝑡 𝝊
𝟏
𝟐
𝒃 𝒍
π‘»βˆ—
=
𝟎. πŸπŸ‘πŸ” 𝝁𝑭 𝑡 𝝊
πŸπ’ π’Œ π’Ž + π’Œ 𝑺
Samyn (II)
Zhang (III)
Challen (I) π‘»βˆ— = 𝑭 𝑷 βˆ™ 𝑭 𝑡 + 𝑭 𝑻𝒃 βˆ™ 𝑻 𝒃
Sliding Mechanics of Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Third Body Effect
Two-body abrasion occurs when the wear is
caused by hard particles fixed to a surface. This
mechanism very often changes to three-body
abrasion, where the wear particles act as
abrasives between the two surfaces Schematic of three-body wear
 The rate of material removal in three-body abrasion is one
order of magnitude lower than that for two-body abrasion.
 Third-body can reduce friction and wear by rolling or forming
transfer film, but they can also increase it by cluttering wear
track with debris.
 In contrast to biomedical applications of polymers, third body
debris, can migrate between the articulating surfaces and
result in accelerated wear.
Sliding Mechanics of Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Surface and Subsurface Cracking
οƒ˜ In rolling and sliding of polymers, stress cycling and plastic strain
accumulate and multiple surface, and subsurface, cracks are ultimately
initiated.
οƒ˜ The nature and number of crack initiation sites in the surface depends
on the type of loading and the sliding conditions.
UHMWPE rubbing surface
shows surface cracks
running perpendicular to
sliding direction
οƒ˜ Under cyclic loading, the macroscopic polymer
asperity is cyclically deformed at the frequency
of the loading cycle, and this can produce crack
propagation and surface fatigue within 10 Β΅m
from the surface under the polymer asperity.
οƒ˜ In artificial joints, due to cyclic loading,
subsurface cracking was found in highly
strained regions.
Abouelwafa, M. N. (1979). A study of the wear and related mechanical properties of silicone impregnated
polyethylenes. University of Leeds, Leeds, UK.
Sliding Mechanics of Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Effect of Counterface Defects
 The topography of the metal counterface is a predominant factor
in determining the magnitude of the wear rate of polymers.
 A single small scratch, which is not detected by the average surface
roughness measurement Ra can cause a dramatic increase in the
wear of polyethylene.
 Transverse scratches have a higher effect on the wear rate
compared to longitudinal scratches.
 Transfer film generated on the counterface is irregular in form with
heights ranging up to a few micrometers.
Fatigue Wear of Unfilled
Polymers
Fatigue Wear of Unfilled Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Wear under Fluctuating Load
Effect of Mean Load and Load Ratio
0.0 0.4 0.8 1.2
R
0
4
8
12
16
20
WearFactor(WF)
r-squared = 0.98
0.0 0.2 0.4 0.6 0.8 1.0
R
0.5
1.0
1.5
2.0
WFcyc./WFconst.
r-squared = 0.87
Variation of wear factor (WF) with
load ratio (R).
Change in wear factor (WFcyc/WFconst)
versus applied load ratio (R).
Fatigue Wear of Unfilled Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Wear under Fluctuating Load
Effect of Cyclic Frequency
0.0 0.4 0.8 1.2 1.6
Frequency (f), Hz
0
4
8
12
16
20
WearFactor(WF)
r-squared = 0.86
Relation between cyclic frequency (f) and
the corresponding wear factor (WF).
Fatigue Wear of Unfilled Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Influence of Surface Defects on Wear of Polymers
Effect of Crack Orientation on Wear
Closed side view of the
polyamide 66 specimen
with imposed vertical crack.
Crack orientation (ΞΈ) with
respect to sliding direction.
Effect of surface crack angle (ΞΈ) on steady
state wear rate (WR) for different cyclic
loading ratios (R), Fmean= 90N and f = 1.5 Hz.
Fatigue Wear of Unfilled Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Influence of Surface Defects on Wear of Polymers
Effect of Crack Orientation on Wear
Polyamide 66 wear pin surface
after 80 km of sliding, F=90 N.
Polyamide worn surface showing crack face fracture,
pitting, trapped wear debris and wear grooves,
Fmean= 90 N.
Polyamide 66 wear
pin side view after
40 km of sliding,
ΞΈ= 00, Fmean= 90 N.
Fatigue Wear of Unfilled Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Influence of Surface Defects on Wear of Polymers
Number of Surface Cracks Effect
RCW due to transverse surface cracks,
cyclic load (Fmean=90N, f=0.25 Hz, R=0.06).
Optical micrographs of wear pin
surface with multiple cracks showing
high density of wear grooves, F= 90 N
after 20 km of sliding.
Fatigue Wear of Unfilled Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Influence of Surface Defects on Wear of Polymers
Effect of Surface Defects on Transfer Film Formation
Optical micrograph of: (a) wear pin
surface showing wear grooves
parallel to the sliding direction and
(b) steel counterface showing
transfer film formed.
Optical micrographs of surface
cracked polymer showing: (a) wear
pin surface with trapped wear
debris inside the crack mouth and
(b) steel counterface with transfer
film formed.
Fatigue Wear of Unfilled Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Influence of Surface Defects on Wear of Polymers
Effect of Surface Defects on Wear Regimes
Plot for sample wear test,
surface crack was imposed
after 80 km of siding, F= 90 N.
Wear of Polymers in
Wet Conditions
Wear of Polymers in Wet Conditions
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Factors Contributing in the Lubricated Wear of Polymers
Lubrication Regimes
οƒ˜ Hydrodynamic lubrication: the load carrying surfaces are
separated by a relatively thick film of lubricant.
οƒ˜ Elastohydrodynamic lubrication: the load is sufficiently high
enough for the surfaces to elastically deform during the
hydrodynamic action.
οƒ˜ Boundary lubrication: the load is mainly transferred through the
asperity-asperity contacts of the mating surfaces. This regime is
generally associated with relatively high friction and wear due to
severity of contact between the asperities.
𝒅 π’„π’“π’Šπ’• = 𝟐. πŸ•πŸ‘ 𝒉 𝒐
𝟐
πŸ‘
𝑭
πœΌπ’—
𝟏
πŸ‘
dcrit Critical wear scar diameter (m).
ho Fluid film thickness at the edge of the pin (m).
πœ‚ Viscosity of the lubricant fluid (Ns/m2).
v Sliding speed (m/s).
F Applied force (N).
Wear of Polymers in Wet Conditions
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Factors Contributing in the Lubricated Wear of Polymers
Water Absorption
 Swelling of polymer due to water intake could potentially act as a brake,
resulting in increased frictional heating and wear.
 Plasticization of the polymer rubbing surface takes place with two
opposite tribological effects; a decrease in the interface shear strength
and an increase in the area over which contact takes place
 Reduction in the hardness of PAs was also observed when treated
with water.
Wear of Polymers in Wet Conditions
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Factors Contributing in the Lubricated Wear of Polymers
Wettability
A surface is called hydrophobic when the water contact angle is more than or
equal to 90o , (900 ≀ ΞΈC ≀ 1800 ) whereas it is called hydrophilic when water
contact angle is less than 45o, (00 ≀ ΞΈC ≀ 450 ). The surface having a water
contact angle between 45o to 90o is defined as the amphoteric
hydrophobic/hydrophilic surface.
At low loads, the lubricating efficiency of the fluid depends on surface
tension and wettability of the fluid.
At high loads, the elevated contact stresses tend to extrude the interposed
fluid out of the interface zone, leading to direct solid–solid contact and, as
a result, a high friction situation.
Wear of Polymers in Wet Conditions
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Wear Behaviour of Polyamide 66 against Steel
Wear at Constant Applied Load
Variation of polyamide 66 wear rates WR
with applied constant load in wet sliding.
F
N
p
MPa
Steady state wear
X
km
V
mm3
WR x10-4
mm3/m
Dry
90 1.8
110 180 13.3
Wet 60 568 90.4
Dry
135 2.7
90 217 18.1
Wet 60 583 95.7
PA 66 worn surface
after 40 km sliding
distance, at 90 N
applied load.
Wear of Polymers in Wet Conditions
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Wear Behaviour of Polyamide 66 against Steel
Wear at Fluctuating Load
Effect of fluctuating load parameters (f and R) on
wear rate of PA 66, wet sliding on steel
counterface.
R
(Fmin / Fmax)
Fluctuating Load
N
ho
Β΅m
R1 = 0.06
Fmin = 10 0.73
Fmax = 170 0.17
R2 = 0.64
Fmin = 70 0.27
Fmax = 110 0.22
PA 66 worn surface
after 40 km sliding
distance, f= 1.5 Hz,
R= 0.06).
Wear of Polymers in Wet Conditions
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Wear Behaviour of Polyamide 66 against Steel
Wear at Fluctuating Load
(a, b) worn/burnished areas and some
slight scratching and gouging of
UHMWPE tested in orthopedic wear
simulator.
(c, d) scratching and burnished area of
wear surfaces of PA66 (Fmean= 90N, f=
1.5 Hz).
Wear of internally Lubricated Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
The use of Silicones in Lubrication
Material
Hardness
VHN
Density
Kg/m3
Young's
Modulus
MN/m2
Fracture
Strength
MN/m2
Shear
Strength
MN/m2
LDPE 2.40 926 38.80 8.34 10.20
LDPE + 1% Silicone 2.20 926 35.09 7.84 9.50
LDPE + 2% Silicone 2.20 925 28.62 6.31 9.10
LDPE + 5% Silicone 2.10 924 36.59 7.87 8.90
LDPE + 10% Silicone 922 29.07 7.18 6.80
UHMWPE 4.87 933 51.90 16.70 21.17
UHMWPE + 10% Silicone 3.47 929 66.70 16.24 15.89
Results of mechanical properties measurements.
Abouelwafa, M. N. (1979). A study of the wear and related mechanical properties of silicone impregnated
polyethylenes. University of Leeds, Leeds, UK.
Wear of internally
Lubricated Polymers
Wear of internally Lubricated Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
The use of Silicones in Lubrication
Optical microscopy of LDPE + 10% silicone
wear pin surface after 100 km of sliding.
The figure shows no sign of severe pulls or
smears, which is attributed to the relatively low
wear rate of the LDPE + 10% silicone test.
Wear pin surface (a) after 498 km and (b) after
648 km of sliding.
(a) UHMWPE + 10% silicone wear pin
surface shows wear marks running across
the graph in the sliding direction. (b) At
the end of the test, a new feature arose
in the form of large number of blisters
scattered all over the surface.
Wear of internally Lubricated Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Tribology of LDPE Impregnated with Silicone Fluid
Most of the wear graphs of LDPE wear tests could be split into two distinct
stages: initial wear and steady state wear. The first part of these wear graphs
has been called "wearing-in" period, since the machining marks were
removed well before the onset of the steady state region. Some wear curves
do show a continuous change in the slope up to the end of the test.
Wear of internally Lubricated Polymers
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Effect of Silicone Fluid Content
Effect of silicone concentration on
the steady state wear rates for LDPE.
Effect of silicone concentration on the coefficient
of friction of LDPE with different silicone content.
οƒ˜ At least 2 % of silicone fluid should be used and this yields an average
reduction in wear rate of about thirty four percent.
οƒ˜ Silicone migrated to the surface that reduces the coefficient of friction
and in turn reduces temperature rise.
οƒ˜ The silicone fluid reduces the adhesion between the counterfaces.
Wear of Polymer
Composites
Wear of Polymer Composites
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Classification of Composites
Wear of Polymer Composites
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Debonding
Fibre pull-out
Fibre bridging
Wear of Polymer Composites
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Wear of Continuous Unidirectional Fiber Composites
οƒ˜ N orientation: fiber-matrix debonding, fiber cracking, and fiber bending.
οƒ˜ P orientation: internal crack propagation, fiber cracking, fiber-matrix
debonding, and fiber fracturing.
Overt, T. C. (1997). Wear of unidirectional polymer matrix composites with fiber orientation in the plane of
contact. Tribology Transaction, 40(2): 227-234.
Wear of Polymer Composites
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Wear of Short Fiber Reinforced Composites
Effect of GF relative to CF on the
wear factor of thermoplastics
Effect of fibre length on the specific
wear rate of epoxy composites.
οƒ˜ The application of different fillers gives an opportunity to improve the
tribological behavior of polymers.
οƒ˜ The selection of suitable fibers is often a compromise between the properties of
the polymer and its friction and wear behaviour.
Friedrich, K., Lu, Z., & Hager, A. M. (1995). Recent advances in polymer composites tribology. Wear, 190(2):
139-144.
Wear of Polymer Composites
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Wear of Particulate-filled Composites
οƒ˜ The shape, size, volume fraction, and specific surface area of added
particles have been found to affect mechanical properties of composites.
οƒ˜ Micro and Nano tribology are new areas of tribology that arise when one
tries to improve the tribological properties by using fillers with sizes in
the micro- or nano-scale range.
οƒ˜ many kinds of inorganic materials such as metal powders, minerals,
oxides, graphite, and solid lubricants have been used in micro and
nanometer sizes as fillers.
οƒ˜ Generally, fillers have shown effectiveness in reducing the coefficient of
friction, and also increasing the wear resistance in many cases. But in
some cases, the addition of particulate fillers has resulted in the
degradation in wear resistance. Therefore, it is useful for the materials
designer to investigate which fillers are useful for increasing wear
resistance in a particular polymer.
Wear of Polymer Composites
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Wear of Laminated Fiber Reinforced Composites
normal-laminate NL
parallel-laminate PL
cross-laminate CL
 Laminate orientation w.r.t the sliding direction
should be considered when assessing the
tribological properties of laminated composites.
 Location of the individual laminate w.r.t the
counterface surface controls friction and wear.
 Fabric geometry (wave of fabric) has a
significant role on tribo-performance of
laminated composites.
Different weave patterns: (a) plain, (b) twill and (c) stain.
Methodology of
Testing in Wear
Methodology of Testing in Wear
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Sliding Wear Test
Unidirectional Sliding Reciprocating Sliding
block-on-ring pin-on-drum
pin-on-plate test
The resulting data from this type of
movement may differ from that
experienced by the same materials
in unidirectional sliding.
pin-on-disc
Methodology of Testing in Wear
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Rolling Wear Test
Four ball apparatus
Twin disc apparatus
The importance of polymers in
rolling applications and particularly
in the gear industry determines
the apparatus used to investigate
its tribological behaviour.
Pure rolling means that there is no
relative slip; both matting surfaces are at
the same velocity. It only occurs in a
fraction of the total footprint of a revolute
shape (ball, roller, wheel, etc.) that rolls
on another surface.
Methodology of Testing in Wear
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Scratch Wear Test
ASTM G 171 has been used to give a guide to
the abrasive wear resistance of metals,
ceramics, polymers, and coated surfaces.
Circular indenter
(Rockwell diamond tip)
Speed, load, loading rates, number of scratches and scratch length can be
changed to give enough flexibility to define a desired test.
 There are two stylus indenters; circular cross-
sections (cone or sphere) and square-base pyramid
shapes.
 The scratching process produces a measurable
scratch in the tested surface without causing
fracture, spalling, or delamination.
Methodology of Testing in Wear
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Abrasion Wear Test
sand/rubber wear test apparatus
The main testing methods are two-body
and three-body abrasion test.
Two-body abrasion can be simulated by pins, of
the specimen material, that are loaded and
rotated against a spinning rough counterface
Three-body abrasion test was developed to simulate wear situations in
which low-stress scratching abrasion is the primary mode of wear.
In polymers, dry and wet sand/rubber
wheel test has been suggested to
investigate the influence of various
parameters on this mode of wear, such as
abrasive particle size and shape and
material parameters.
Methodology of Testing in Wear
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Erosion Wear Test
The determined amount of material volume loss is
normalized by the abrasive flow rate, to provide
the erosion value, which is defined as wear volume
per gram of abrasive
Erosion is a mechanical degradation of a
surface, resulting from solid particle
impingement causing local damage combined
with material removal.
Polymers and their composite materials are
finding increased applications, under
conditions in which they may be subjected to
solid particle erosion
Methodology of Testing in Wear
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Reciprocating Sliding, Fluctuating Loaded Tribometer
Tribometer
(1) Motor
(2) machine frame
(3) chain drive mechanism
(4) U-beam guide
(5) reciprocating carriage
(6) Spring
(7) eccentric cam
(8) pin holder
(9) dead weights.
Methodology of Testing in Wear
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Reciprocating Sliding, Fluctuating Loaded Tribometer
3-D View of the reciprocating M/C
Methodology of Testing in Wear
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Reciprocating Sliding, Fluctuating Loaded Tribometer
A
A
Sce. A-A
1
2
4
3
Chain Drive Mechanism:
(1) double roller chain (3) U-beam guide
(2) Sprocket (4) ball bearing
Methodology of Testing in Wear
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Reciprocating Sliding, Fluctuating Loaded Tribometer
Friction force Fr= Β΅.F Sliding direction
Fmean
Fmax
Fmin
F=Fmeansinωt
1
3
5
4
2
Cyclic load system
(1) eccentric cam
(2) compression spring
(3) pin holder
(4) polymer specimen
(5) steel counterface
Methodology of Testing in Wear
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Procedures of Polymer Wear Test
Dry Sliding Tests
οƒ˜ Control pins should be introduced alongside the wearing pins.
οƒ˜ Specimen located in a specific orientation to insure proper sliding direction.
οƒ˜ After acclimatizing for 3-hours, specimen weighed and measured.
οƒ˜ Required microscopy investigations are to be made.
οƒ˜ Examination of the polymer wear surfaces by optical microscope.
οƒ˜ On restarting tests, the pins located in the same holder and same
orientation.
οƒ˜ During the first period of the test, short time runs conducted in order to
detect the running-in phase. These are to be followed by longer time runs
to give a considerable amount of wear.
οƒ˜ Surface roughness measurements for counterface and the polymer pin
surface performed at the beginning of each test as well as at its end.
Methodology of Testing in Wear
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Procedures of Polymer Wear Test
Water Lubricated Sliding Tests
οƒ˜ Clean and fresh distilled water was used for every test.
οƒ˜ Water was poured into the wear path until complete submerge of the
counterpart.
οƒ˜ The water level in the reciprocator bath was maintained during test run.
οƒ˜ Control pin is to be applied to monitor the up-taken of.
οƒ˜ A standard acclimatizing period was also considered before
measurements.
οƒ˜ Careful cleaning and drying with hot jet air were performed at the end of
each run.
Prediction of Wear in
Polymers and their
Composites
Prediction of Wear in Polymers and their Composites
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Empirical Wear Models
Polymers
𝑉
𝐿
=
πœ‡
𝐻 𝜎 πœ€
Where,
V worn volume
H indentation hardness
L sliding distance
Οƒ fracture strength
Β΅ coefficient of friction
Ξ΅ ultimate strain
𝑉 = π‘˜
π‘Š 𝐿 π‘‘π‘Žπ‘›π›Ώ
πœ‹ 𝐻
Where,
k constant
W normal applied load
Ξ΄ angle of slope of the asperity cone
Ratner (1964)
Lancaster (1969)
Prediction of Wear in Polymers and their Composites
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Empirical Wear Models
Polymers
Where,
v sliding speed
k wear constant
T sliding time
Where,
w weight loss
a, b, c set of parameters
𝑉 = π‘˜. π‘Š. 𝑣. 𝑇
Lewis (1964)
𝑀 = π‘˜. π‘Š π‘Ž
. 𝑣 𝑏
. 𝑇 𝑐
Rhee (1970)
Prediction of Wear in Polymers and their Composites
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Empirical Wear Models
Polymers
Where,
C geometrical constant
(= 1 for abrasion, =3 for adhesion)
Where,
pi penetration depth
Ο† polymer shear angle
n number of asperities
D width of the slider
Jahanmir (1973)
𝑉
𝐿
=
𝑖=1
𝑛
𝑝𝑖
2
𝐷
2 𝐿 π‘‘π‘Žπ‘›πœ‘
Lee (1985)
𝑉 =
π‘˜ π‘Š 𝐿
𝐢 𝐻
Prediction of Wear in Polymers and their Composites
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Empirical Wear Models
Composites
Where,
xm, xf volume fraction of matrix and
filler.
km, kf, kc specific wear rate of matrix,
filler and composite.
Khruschov (1972)
π‘˜ 𝑐 = π‘₯ π‘š π‘˜ π‘š + π‘₯𝑓 π‘˜ 𝑓
Wear models are expressed in terms of wear rate or wear
resistance and volume fraction of each constituent by using the
rule of mixtures.
Prediction of Wear in Polymers and their Composites
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Empirical Wear Models
Composites
π‘˜ 𝑐
𝐸𝑃 = π‘₯ π‘šπ‘ π‘˜ π‘š + π‘₯𝑓𝑏 π‘˜ π‘“π‘˜ 𝑐
πΈπ‘Š =
π‘₯ π‘šπ‘
π‘˜ π‘š
+
π‘₯𝑓𝑏
π‘˜ 𝑓
βˆ’1
Models were explained more mathematically by introducing either equal
wear (EW) or equal pressure (EP) conditions (Axen & Jacobson, 1994).
 Under EW conditions, the matrix and reinforcing phase are assumed to
wear individually, but at an equal linear rate.
 Under EP conditions, the matrix and reinforcing phase carry the same
normal pressure.
Prediction of Wear in Polymers and their Composites
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Dimensional Analysis
Fundamental variables considered in developing the wear equation are
wear volume V, sliding variables such as load P, speed v, time T, counterface
roughness Ξ±, modulus of elasticity E, surface energy Ξ³, thermal conductivity
K and specific heat Cp.
𝑉 = π‘˜π‘ƒ π‘₯ 𝑣 π‘¦βˆ’π‘§ 𝑇 𝑦 𝛾3βˆ’π‘¦+𝑧 πΈβˆ’3βˆ’π‘₯+𝑦
𝐢 𝑝
𝐾
𝑧
Where
x, y and z are exponents determined experimentally.
Kar and Bahadur (1974)
Prediction of Wear in Polymers and their Composites
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Dimensional Analysis
Equation was modified by Viswanath and Bellow (1995) include the
counterface roughness, and to be applicable for a wide variety of polymers.
Ξ¨ 𝑉, π‘Š, 𝑇, 𝛼, 𝐢 𝑝, 𝛾, 𝐸, 𝑣, 𝐾 = 0 where Ξ¨ is some arbitrary function.
Using Buckingham Pi
theorem, variables was
reduced from nine to five
dimensionless groups.
𝑉𝐸3
𝛾3
= Ξ¨
π‘ŠπΈ
𝛾2
,
𝑣𝐾
𝛾𝐢 𝑝
,
𝑇𝐸𝐢 𝑝
𝐾
,
𝛼𝐸
𝛾
𝑉 =
π‘˜ 𝑀 π‘Šπ‘£π‘‡π›Ό
𝛾
𝑉 = π‘˜ 𝑀 π‘Š 𝑝 𝑣 π‘ž 𝑇 π‘Ÿ 𝛼 𝑠 πΈβˆ’3+𝑝+π‘Ÿ+𝑠 𝐢 𝑝/𝐾
π‘Ÿβˆ’π‘ž
For linear relationship
For non- linear relationship
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Finite Element Analysis (FEA)
The basic approach used to simulate wear is:
(1) Identify the important parameters affecting the material removal rates.
(2) Determine appropriate wear rates from specimen-level tests.
(3) Perform FEA to progressively remove materials during simulation.
The strength of FEA analysis in wear predictions is its ability to accurately
treat the variation of experimental conditions as well as the progressive
change of the surface geometry caused by material removal.
FEA uses a complex system of points called nodes which make a grid called a mesh.
Prediction of Wear in Polymers and their Composites
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Finite Element Analysis (FEA)
Prediction of Wear in Polymers and their Composites
FE simulation of wear in pin-on-disk configuration
The simulation composes of : (1) FE code used to determine
the contact pressure at each node and (2) wear algorithm that
interprets the nodal position changes.
(a) Schematic of the pin-on-disk configuration, and (b) FE model of the pin.
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Artificial Neural Networks (ANNs)
Prediction of Wear in Polymers and their Composites
Hidden layers Output layer
Wear Rate
WR
Input layer
Load (F or Fmean)
Maximum load (Fmax)
Frequency (f)
Cracks (n)
Schematic description of an ANN configuration.
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Artificial Neural Networks (ANNs)
Prediction of Wear in Polymers and their Composites
Effect of ANN configuration
Ref. ANN
Neurons Type Training
algorithmI/P Hidden O/P
Z. Zang {9ο€­[15ο€­10ο€­5]3 ο€­1} tan-sigmoid tan-sigmoid pure-linear LM
A. Lada {7ο€­[9ο€­3 ]2 ο€­1} tan-sigmoid tan-sigmoid pure-linear CGB
A. Abdelbary {5ο€­[20ο€­10ο€­10]3 ο€­1} tan-sigmoid tan-sigmoid pure-linear LM
X. Liu {2ο€­[8]1 ο€­1} - tan-sigmoid pure-linear LM
Z. Jiang {9ο€­[12ο€­6ο€­3]3 ο€­1} - - - CGB
A. Helmy {35ο€­[8ο€­5]2 ο€­1} tan-sigmoid pure-linear pure-linear LM
LM Levenberg-Marquardt algorithm
CGB Powell–Beale conjugate Gradient algorithm
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Artificial Neural Networks (ANNs)
Prediction of Wear in Polymers and their Composites
Effect of ANN configuration
Abdelbary A., Abouelwafa, M. N., El Fahham I. M., & Hamdy, A. H. (2012). Modeling the wear of polyamide 66 using
artificial neural network. Materials & Design, 41: 460-469.
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Artificial Neural Networks (ANNs)
Prediction of Wear in Polymers and their Composites
Comparison between the measured and predicted running-in wear rate of the (a)
training and (b) test dataset, Dry sliding. Input: Load (F), Stress ratio (R), Load
frequency (f), Number of cracks (nc ) and Output: WR.
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Artificial Neural Networks (ANNs)
Prediction of Wear in Polymers and their Composites
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
Artificial Neural Networks (ANNs)
Prediction of Wear in Polymers and their Composites
(a) Relation between frequency of the cyclic load and the measured wear rates
(b) Relation between frequency of the cyclic load and the corresponding wear rates
(measured and predicted data using the proposed NN).
Application of ANN in predicting the relation between wear rate (WR) and frequency
of the applied cyclic load (f).
Wear of Polymers and Composites 1st ed. A. Abdelbary 2015

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Wear of polymers

  • 1. Wear of Polymers and Composites Dr. Ahmed Abdelbary Textbook & Study Guide
  • 2. Key Features Publisher Elsevier Science & Technology Imprint Woodhead Publishing Ltd Language(s) English Format Hardback ISBN-10 1782421777 ISBN-13 9781782421771 Date of Publication 2015 Place of Publication Cambridge Country of Publication United Kingdom 1st ed. Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
  • 3. Foreword β€œβ€¦ there are not too many books dedicated to the education of senior and graduate students interested in this important issue. The new text book by Prof. Ahmed Abdelbary on Wear of Polymers and Composites is therefore a good idea to fill this gap. After a comprehensive introduction into the field of polymer tribology, in which the possible types of wear and the factors affecting friction and wear of polymers are described, the author focuses the attention of the reader on the mechanisms occurring especially during sliding of polymers against metallic counterparts.” Prof. Dr.-Ing. Dr. h.c. Klaus Friedrich Institute for Composite Materials Technical University of Kaiserslautern Kaiserslautern - Germany Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
  • 4. Contents Wear of Polymers and Composites 1st ed. A. Abdelbary 2015
  • 6. Polymer Tribology Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Polyamide sliding against dry steel. Grooves run across the surface of the wear pin parallel to the sliding direction. Steel counterface showing transfer film of polyamide formed after 20 km of sliding, under 90N. Corrosive Ferreting Delamination Delaminated polymer after 50 km of sliding against dry steel, under cyclic load (Fmean= 90N).
  • 7. Polymer Tribology Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 𝑭 = 𝑭 𝒂 + 𝑭 𝒅 πΉπ‘Ž = 𝜏 𝑠 βˆ™ 𝐴 π‘Ÿ1 𝐹𝑑 = 𝜎 𝑦 βˆ™ 𝐴 π‘Ÿ2 s shear stress required to produce sliding between the rubbing surfaces y polymer yield pressure Ar1 the real contact area of the junction Ar2 the area of the grooved track
  • 8. Polymer Tribology Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Factors Affecting Friction and Wear of Polymers Sliding Speed Specific wear rate of dry sliding of Derlin on steel. Friction coefficient vs. sliding speed for some industrial polymers. H. Unal, U. Sen, A. Mimaroglu, Dry sliding wear characteristics of some industrial polymers against steel counterface, Tribology International, 37 (2004) 727–732.
  • 9. Polymer Tribology Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Factors Affecting Friction and Wear of Polymers Sliding Temperature β€’ Low thermal conductivity of thermoplastic polymers is an important limitation for sliding applications. β€’ Mechanical properties of a polymer show a transition from the glassy state into the rubbery state upon heating. π‘»βˆ— = 𝑻 𝒆𝒏𝒗 + 𝑨 𝝁𝒑𝒗𝒍 π’Œ 𝒔 + πŸ’. 𝟐 Γ— πŸπŸŽβˆ’πŸ’ 𝝁𝑭 𝑡 𝒗 𝒃 𝒍 T* Interfacial Temperature Tenv Environmental temperature ks Thermal conductivity Β΅ Coefficient of friction p Contact pressure FN Normal Load v Sliding speed l Semi-length of the sliding body b Semi-width of the sliding body A Contact area
  • 10. Polymer Tribology Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Factors Affecting Friction and Wear of Polymers Counterface Roughness Schematic representation to the wear factor for Polyethylene sliding on dry stainless steel. In polymer-metal sliding, as the counterface roughness decrease the friction coefficients of polymers decrease. But after reaching a minimum value of RZ (the mean peak-to-valley) a further decrease in the roughness causes a high friction. Adhesion forces becomes the dominant factor whereas for higher surface roughness abrasive wear prevails.
  • 11. Polymer Tribology Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Factors Affecting Friction and Wear of Polymers Applied Load and Contact Pressure At high loads, thermal softening of the polymer and plastic deformation at the asperity interactions has a dominant role in determining the real area of contact. 𝑭 = 𝝁𝑳 𝒏 𝑾𝑭 ∝ 𝑳 𝒏 πŸ‘ Relation between friction force F and applied normal load L Β΅ is the coefficient of friction and n is an exponential constant The relationship between wear factor WF and load may depends on exponent parameter n and that the linear dependence occurs when n  3
  • 12. Polymer Tribology Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Factors Affecting Friction and Wear of Polymers Humidity and Surface Wettability Effect of water lubrication on the wear of Polyamide sliding against steel counterface. οƒ˜ Water molecules diffuse readily into the free volume of the amorphous phase of the polymer leading to plasticization, swelling and softening. οƒ˜ Water has the effect of washing action for the counterface surface. οƒ˜ Water might induce an increase in the chemical corrosion wear of the metallic counterface.
  • 13. Polymer Tribology Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Factors Affecting Friction and Wear of Polymers Humidity and Surface Wettability The contact angle (Ο‘) characterizes the surfaces of different materials The increase in the polymer WR in water lubricated condition can be related to good wettability of the metallic surface.
  • 14. Polymer Tribology Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Factors Affecting Friction and Wear of Polymers Fluid Lubrication External Lubrication Internal Lubrication Boundary : formation of absorption and chemical reacted layers. Hydrodynamic : The higher the speed and the flatter the geometry, the thicker the film formed. ElastoHydrodynamic: occurs at higher pressure when the surface deformed within the elastic range. There could be different effect of the internal lubrication of the polymers on the friction and wear due to the modified mechanical properties and surface energy.
  • 16. Sliding Mechanics of Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Formation of Transfer Film When a polymer slides over a dry metallic counterface, some parts of the polymer are transferred onto the counterface forming a transfer film. During running-in wear, the thickness of the transfer film increases until a constant value is reached. Counterface Polymer Running-in Wear Counterface Polymer Steady State Wear During steady state wear, polymer-metal sliding becomes that of polymer on transferred polymer.
  • 17. Sliding Mechanics of Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Wear Regimes A typical volume loss versus sliding distance curve Typical wear curve in polymers contains three wear regimes. Currently, it is widely accepted that there are three different wear regimes for describing a typical wear process in polymers: Running-in Wear: is related to the removal of the artificial surface of the polymer Steady State Wear: has a lower and linear wear rate and characterized by formation of a stable transfer film. Section B Wear: is a surface fatigue wear, which takes place after a number of cycles to failure proportional to the sliding distance.
  • 18. Sliding Mechanics of Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 pv-limit οƒ˜ is the max. allowable value of pv, where p is the average contact pressure and v is the sliding speed. οƒ˜ is the value above which the wear rate increases rapidly and the maximum pv as the maximum value for continuous operation at a specified wear rate. pv-limit measurement equipment, washer test. Typical pv curve of polyimide sliding against a steel counterface.
  • 19. Sliding Mechanics of Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Asperity Flash Temperature The temperature produced during rubbing of polymers is a combination of three separate heat sources: οƒ˜ Ambient Temperature (Ta ): is the temperature of the medium. οƒ˜ Bulk Temperature (TS ): is the temperature of the entire polymer body. οƒ˜ Flash Temperature (T*): occurs in a very short period close to the area of true contact at which the energy is dissipated. π‘»βˆ— = 𝑻 𝒃 + πŸ’. 𝟐 βˆ— πŸπŸŽβˆ’πŸ’ 𝝁𝑭 𝑡 𝝊 𝟏 𝟐 𝒃 𝒍 π‘»βˆ— = 𝟎. πŸπŸ‘πŸ” 𝝁𝑭 𝑡 𝝊 πŸπ’ π’Œ π’Ž + π’Œ 𝑺 Samyn (II) Zhang (III) Challen (I) π‘»βˆ— = 𝑭 𝑷 βˆ™ 𝑭 𝑡 + 𝑭 𝑻𝒃 βˆ™ 𝑻 𝒃
  • 20. Sliding Mechanics of Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Third Body Effect Two-body abrasion occurs when the wear is caused by hard particles fixed to a surface. This mechanism very often changes to three-body abrasion, where the wear particles act as abrasives between the two surfaces Schematic of three-body wear  The rate of material removal in three-body abrasion is one order of magnitude lower than that for two-body abrasion.  Third-body can reduce friction and wear by rolling or forming transfer film, but they can also increase it by cluttering wear track with debris.  In contrast to biomedical applications of polymers, third body debris, can migrate between the articulating surfaces and result in accelerated wear.
  • 21. Sliding Mechanics of Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Surface and Subsurface Cracking οƒ˜ In rolling and sliding of polymers, stress cycling and plastic strain accumulate and multiple surface, and subsurface, cracks are ultimately initiated. οƒ˜ The nature and number of crack initiation sites in the surface depends on the type of loading and the sliding conditions. UHMWPE rubbing surface shows surface cracks running perpendicular to sliding direction οƒ˜ Under cyclic loading, the macroscopic polymer asperity is cyclically deformed at the frequency of the loading cycle, and this can produce crack propagation and surface fatigue within 10 Β΅m from the surface under the polymer asperity. οƒ˜ In artificial joints, due to cyclic loading, subsurface cracking was found in highly strained regions. Abouelwafa, M. N. (1979). A study of the wear and related mechanical properties of silicone impregnated polyethylenes. University of Leeds, Leeds, UK.
  • 22. Sliding Mechanics of Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Effect of Counterface Defects  The topography of the metal counterface is a predominant factor in determining the magnitude of the wear rate of polymers.  A single small scratch, which is not detected by the average surface roughness measurement Ra can cause a dramatic increase in the wear of polyethylene.  Transverse scratches have a higher effect on the wear rate compared to longitudinal scratches.  Transfer film generated on the counterface is irregular in form with heights ranging up to a few micrometers.
  • 23. Fatigue Wear of Unfilled Polymers
  • 24. Fatigue Wear of Unfilled Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Wear under Fluctuating Load Effect of Mean Load and Load Ratio 0.0 0.4 0.8 1.2 R 0 4 8 12 16 20 WearFactor(WF) r-squared = 0.98 0.0 0.2 0.4 0.6 0.8 1.0 R 0.5 1.0 1.5 2.0 WFcyc./WFconst. r-squared = 0.87 Variation of wear factor (WF) with load ratio (R). Change in wear factor (WFcyc/WFconst) versus applied load ratio (R).
  • 25. Fatigue Wear of Unfilled Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Wear under Fluctuating Load Effect of Cyclic Frequency 0.0 0.4 0.8 1.2 1.6 Frequency (f), Hz 0 4 8 12 16 20 WearFactor(WF) r-squared = 0.86 Relation between cyclic frequency (f) and the corresponding wear factor (WF).
  • 26. Fatigue Wear of Unfilled Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Influence of Surface Defects on Wear of Polymers Effect of Crack Orientation on Wear Closed side view of the polyamide 66 specimen with imposed vertical crack. Crack orientation (ΞΈ) with respect to sliding direction. Effect of surface crack angle (ΞΈ) on steady state wear rate (WR) for different cyclic loading ratios (R), Fmean= 90N and f = 1.5 Hz.
  • 27. Fatigue Wear of Unfilled Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Influence of Surface Defects on Wear of Polymers Effect of Crack Orientation on Wear Polyamide 66 wear pin surface after 80 km of sliding, F=90 N. Polyamide worn surface showing crack face fracture, pitting, trapped wear debris and wear grooves, Fmean= 90 N. Polyamide 66 wear pin side view after 40 km of sliding, ΞΈ= 00, Fmean= 90 N.
  • 28. Fatigue Wear of Unfilled Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Influence of Surface Defects on Wear of Polymers Number of Surface Cracks Effect RCW due to transverse surface cracks, cyclic load (Fmean=90N, f=0.25 Hz, R=0.06). Optical micrographs of wear pin surface with multiple cracks showing high density of wear grooves, F= 90 N after 20 km of sliding.
  • 29. Fatigue Wear of Unfilled Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Influence of Surface Defects on Wear of Polymers Effect of Surface Defects on Transfer Film Formation Optical micrograph of: (a) wear pin surface showing wear grooves parallel to the sliding direction and (b) steel counterface showing transfer film formed. Optical micrographs of surface cracked polymer showing: (a) wear pin surface with trapped wear debris inside the crack mouth and (b) steel counterface with transfer film formed.
  • 30. Fatigue Wear of Unfilled Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Influence of Surface Defects on Wear of Polymers Effect of Surface Defects on Wear Regimes Plot for sample wear test, surface crack was imposed after 80 km of siding, F= 90 N.
  • 31. Wear of Polymers in Wet Conditions
  • 32. Wear of Polymers in Wet Conditions Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Factors Contributing in the Lubricated Wear of Polymers Lubrication Regimes οƒ˜ Hydrodynamic lubrication: the load carrying surfaces are separated by a relatively thick film of lubricant. οƒ˜ Elastohydrodynamic lubrication: the load is sufficiently high enough for the surfaces to elastically deform during the hydrodynamic action. οƒ˜ Boundary lubrication: the load is mainly transferred through the asperity-asperity contacts of the mating surfaces. This regime is generally associated with relatively high friction and wear due to severity of contact between the asperities. 𝒅 π’„π’“π’Šπ’• = 𝟐. πŸ•πŸ‘ 𝒉 𝒐 𝟐 πŸ‘ 𝑭 πœΌπ’— 𝟏 πŸ‘ dcrit Critical wear scar diameter (m). ho Fluid film thickness at the edge of the pin (m). πœ‚ Viscosity of the lubricant fluid (Ns/m2). v Sliding speed (m/s). F Applied force (N).
  • 33. Wear of Polymers in Wet Conditions Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Factors Contributing in the Lubricated Wear of Polymers Water Absorption  Swelling of polymer due to water intake could potentially act as a brake, resulting in increased frictional heating and wear.  Plasticization of the polymer rubbing surface takes place with two opposite tribological effects; a decrease in the interface shear strength and an increase in the area over which contact takes place  Reduction in the hardness of PAs was also observed when treated with water.
  • 34. Wear of Polymers in Wet Conditions Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Factors Contributing in the Lubricated Wear of Polymers Wettability A surface is called hydrophobic when the water contact angle is more than or equal to 90o , (900 ≀ ΞΈC ≀ 1800 ) whereas it is called hydrophilic when water contact angle is less than 45o, (00 ≀ ΞΈC ≀ 450 ). The surface having a water contact angle between 45o to 90o is defined as the amphoteric hydrophobic/hydrophilic surface. At low loads, the lubricating efficiency of the fluid depends on surface tension and wettability of the fluid. At high loads, the elevated contact stresses tend to extrude the interposed fluid out of the interface zone, leading to direct solid–solid contact and, as a result, a high friction situation.
  • 35. Wear of Polymers in Wet Conditions Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Wear Behaviour of Polyamide 66 against Steel Wear at Constant Applied Load Variation of polyamide 66 wear rates WR with applied constant load in wet sliding. F N p MPa Steady state wear X km V mm3 WR x10-4 mm3/m Dry 90 1.8 110 180 13.3 Wet 60 568 90.4 Dry 135 2.7 90 217 18.1 Wet 60 583 95.7 PA 66 worn surface after 40 km sliding distance, at 90 N applied load.
  • 36. Wear of Polymers in Wet Conditions Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Wear Behaviour of Polyamide 66 against Steel Wear at Fluctuating Load Effect of fluctuating load parameters (f and R) on wear rate of PA 66, wet sliding on steel counterface. R (Fmin / Fmax) Fluctuating Load N ho Β΅m R1 = 0.06 Fmin = 10 0.73 Fmax = 170 0.17 R2 = 0.64 Fmin = 70 0.27 Fmax = 110 0.22 PA 66 worn surface after 40 km sliding distance, f= 1.5 Hz, R= 0.06).
  • 37. Wear of Polymers in Wet Conditions Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Wear Behaviour of Polyamide 66 against Steel Wear at Fluctuating Load (a, b) worn/burnished areas and some slight scratching and gouging of UHMWPE tested in orthopedic wear simulator. (c, d) scratching and burnished area of wear surfaces of PA66 (Fmean= 90N, f= 1.5 Hz).
  • 38. Wear of internally Lubricated Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 The use of Silicones in Lubrication Material Hardness VHN Density Kg/m3 Young's Modulus MN/m2 Fracture Strength MN/m2 Shear Strength MN/m2 LDPE 2.40 926 38.80 8.34 10.20 LDPE + 1% Silicone 2.20 926 35.09 7.84 9.50 LDPE + 2% Silicone 2.20 925 28.62 6.31 9.10 LDPE + 5% Silicone 2.10 924 36.59 7.87 8.90 LDPE + 10% Silicone 922 29.07 7.18 6.80 UHMWPE 4.87 933 51.90 16.70 21.17 UHMWPE + 10% Silicone 3.47 929 66.70 16.24 15.89 Results of mechanical properties measurements. Abouelwafa, M. N. (1979). A study of the wear and related mechanical properties of silicone impregnated polyethylenes. University of Leeds, Leeds, UK.
  • 40. Wear of internally Lubricated Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 The use of Silicones in Lubrication Optical microscopy of LDPE + 10% silicone wear pin surface after 100 km of sliding. The figure shows no sign of severe pulls or smears, which is attributed to the relatively low wear rate of the LDPE + 10% silicone test. Wear pin surface (a) after 498 km and (b) after 648 km of sliding. (a) UHMWPE + 10% silicone wear pin surface shows wear marks running across the graph in the sliding direction. (b) At the end of the test, a new feature arose in the form of large number of blisters scattered all over the surface.
  • 41. Wear of internally Lubricated Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Tribology of LDPE Impregnated with Silicone Fluid Most of the wear graphs of LDPE wear tests could be split into two distinct stages: initial wear and steady state wear. The first part of these wear graphs has been called "wearing-in" period, since the machining marks were removed well before the onset of the steady state region. Some wear curves do show a continuous change in the slope up to the end of the test.
  • 42. Wear of internally Lubricated Polymers Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Effect of Silicone Fluid Content Effect of silicone concentration on the steady state wear rates for LDPE. Effect of silicone concentration on the coefficient of friction of LDPE with different silicone content. οƒ˜ At least 2 % of silicone fluid should be used and this yields an average reduction in wear rate of about thirty four percent. οƒ˜ Silicone migrated to the surface that reduces the coefficient of friction and in turn reduces temperature rise. οƒ˜ The silicone fluid reduces the adhesion between the counterfaces.
  • 44. Wear of Polymer Composites Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Classification of Composites
  • 45. Wear of Polymer Composites Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Debonding Fibre pull-out Fibre bridging
  • 46. Wear of Polymer Composites Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Wear of Continuous Unidirectional Fiber Composites οƒ˜ N orientation: fiber-matrix debonding, fiber cracking, and fiber bending. οƒ˜ P orientation: internal crack propagation, fiber cracking, fiber-matrix debonding, and fiber fracturing. Overt, T. C. (1997). Wear of unidirectional polymer matrix composites with fiber orientation in the plane of contact. Tribology Transaction, 40(2): 227-234.
  • 47. Wear of Polymer Composites Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Wear of Short Fiber Reinforced Composites Effect of GF relative to CF on the wear factor of thermoplastics Effect of fibre length on the specific wear rate of epoxy composites. οƒ˜ The application of different fillers gives an opportunity to improve the tribological behavior of polymers. οƒ˜ The selection of suitable fibers is often a compromise between the properties of the polymer and its friction and wear behaviour. Friedrich, K., Lu, Z., & Hager, A. M. (1995). Recent advances in polymer composites tribology. Wear, 190(2): 139-144.
  • 48. Wear of Polymer Composites Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Wear of Particulate-filled Composites οƒ˜ The shape, size, volume fraction, and specific surface area of added particles have been found to affect mechanical properties of composites. οƒ˜ Micro and Nano tribology are new areas of tribology that arise when one tries to improve the tribological properties by using fillers with sizes in the micro- or nano-scale range. οƒ˜ many kinds of inorganic materials such as metal powders, minerals, oxides, graphite, and solid lubricants have been used in micro and nanometer sizes as fillers. οƒ˜ Generally, fillers have shown effectiveness in reducing the coefficient of friction, and also increasing the wear resistance in many cases. But in some cases, the addition of particulate fillers has resulted in the degradation in wear resistance. Therefore, it is useful for the materials designer to investigate which fillers are useful for increasing wear resistance in a particular polymer.
  • 49. Wear of Polymer Composites Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Wear of Laminated Fiber Reinforced Composites normal-laminate NL parallel-laminate PL cross-laminate CL  Laminate orientation w.r.t the sliding direction should be considered when assessing the tribological properties of laminated composites.  Location of the individual laminate w.r.t the counterface surface controls friction and wear.  Fabric geometry (wave of fabric) has a significant role on tribo-performance of laminated composites. Different weave patterns: (a) plain, (b) twill and (c) stain.
  • 51. Methodology of Testing in Wear Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Sliding Wear Test Unidirectional Sliding Reciprocating Sliding block-on-ring pin-on-drum pin-on-plate test The resulting data from this type of movement may differ from that experienced by the same materials in unidirectional sliding. pin-on-disc
  • 52. Methodology of Testing in Wear Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Rolling Wear Test Four ball apparatus Twin disc apparatus The importance of polymers in rolling applications and particularly in the gear industry determines the apparatus used to investigate its tribological behaviour. Pure rolling means that there is no relative slip; both matting surfaces are at the same velocity. It only occurs in a fraction of the total footprint of a revolute shape (ball, roller, wheel, etc.) that rolls on another surface.
  • 53. Methodology of Testing in Wear Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Scratch Wear Test ASTM G 171 has been used to give a guide to the abrasive wear resistance of metals, ceramics, polymers, and coated surfaces. Circular indenter (Rockwell diamond tip) Speed, load, loading rates, number of scratches and scratch length can be changed to give enough flexibility to define a desired test.  There are two stylus indenters; circular cross- sections (cone or sphere) and square-base pyramid shapes.  The scratching process produces a measurable scratch in the tested surface without causing fracture, spalling, or delamination.
  • 54. Methodology of Testing in Wear Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Abrasion Wear Test sand/rubber wear test apparatus The main testing methods are two-body and three-body abrasion test. Two-body abrasion can be simulated by pins, of the specimen material, that are loaded and rotated against a spinning rough counterface Three-body abrasion test was developed to simulate wear situations in which low-stress scratching abrasion is the primary mode of wear. In polymers, dry and wet sand/rubber wheel test has been suggested to investigate the influence of various parameters on this mode of wear, such as abrasive particle size and shape and material parameters.
  • 55. Methodology of Testing in Wear Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Erosion Wear Test The determined amount of material volume loss is normalized by the abrasive flow rate, to provide the erosion value, which is defined as wear volume per gram of abrasive Erosion is a mechanical degradation of a surface, resulting from solid particle impingement causing local damage combined with material removal. Polymers and their composite materials are finding increased applications, under conditions in which they may be subjected to solid particle erosion
  • 56. Methodology of Testing in Wear Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Reciprocating Sliding, Fluctuating Loaded Tribometer Tribometer (1) Motor (2) machine frame (3) chain drive mechanism (4) U-beam guide (5) reciprocating carriage (6) Spring (7) eccentric cam (8) pin holder (9) dead weights.
  • 57. Methodology of Testing in Wear Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Reciprocating Sliding, Fluctuating Loaded Tribometer 3-D View of the reciprocating M/C
  • 58. Methodology of Testing in Wear Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Reciprocating Sliding, Fluctuating Loaded Tribometer A A Sce. A-A 1 2 4 3 Chain Drive Mechanism: (1) double roller chain (3) U-beam guide (2) Sprocket (4) ball bearing
  • 59. Methodology of Testing in Wear Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Reciprocating Sliding, Fluctuating Loaded Tribometer Friction force Fr= Β΅.F Sliding direction Fmean Fmax Fmin F=FmeansinΟ‰t 1 3 5 4 2 Cyclic load system (1) eccentric cam (2) compression spring (3) pin holder (4) polymer specimen (5) steel counterface
  • 60. Methodology of Testing in Wear Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Procedures of Polymer Wear Test Dry Sliding Tests οƒ˜ Control pins should be introduced alongside the wearing pins. οƒ˜ Specimen located in a specific orientation to insure proper sliding direction. οƒ˜ After acclimatizing for 3-hours, specimen weighed and measured. οƒ˜ Required microscopy investigations are to be made. οƒ˜ Examination of the polymer wear surfaces by optical microscope. οƒ˜ On restarting tests, the pins located in the same holder and same orientation. οƒ˜ During the first period of the test, short time runs conducted in order to detect the running-in phase. These are to be followed by longer time runs to give a considerable amount of wear. οƒ˜ Surface roughness measurements for counterface and the polymer pin surface performed at the beginning of each test as well as at its end.
  • 61. Methodology of Testing in Wear Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Procedures of Polymer Wear Test Water Lubricated Sliding Tests οƒ˜ Clean and fresh distilled water was used for every test. οƒ˜ Water was poured into the wear path until complete submerge of the counterpart. οƒ˜ The water level in the reciprocator bath was maintained during test run. οƒ˜ Control pin is to be applied to monitor the up-taken of. οƒ˜ A standard acclimatizing period was also considered before measurements. οƒ˜ Careful cleaning and drying with hot jet air were performed at the end of each run.
  • 62. Prediction of Wear in Polymers and their Composites
  • 63. Prediction of Wear in Polymers and their Composites Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Empirical Wear Models Polymers 𝑉 𝐿 = πœ‡ 𝐻 𝜎 πœ€ Where, V worn volume H indentation hardness L sliding distance Οƒ fracture strength Β΅ coefficient of friction Ξ΅ ultimate strain 𝑉 = π‘˜ π‘Š 𝐿 π‘‘π‘Žπ‘›π›Ώ πœ‹ 𝐻 Where, k constant W normal applied load Ξ΄ angle of slope of the asperity cone Ratner (1964) Lancaster (1969)
  • 64. Prediction of Wear in Polymers and their Composites Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Empirical Wear Models Polymers Where, v sliding speed k wear constant T sliding time Where, w weight loss a, b, c set of parameters 𝑉 = π‘˜. π‘Š. 𝑣. 𝑇 Lewis (1964) 𝑀 = π‘˜. π‘Š π‘Ž . 𝑣 𝑏 . 𝑇 𝑐 Rhee (1970)
  • 65. Prediction of Wear in Polymers and their Composites Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Empirical Wear Models Polymers Where, C geometrical constant (= 1 for abrasion, =3 for adhesion) Where, pi penetration depth Ο† polymer shear angle n number of asperities D width of the slider Jahanmir (1973) 𝑉 𝐿 = 𝑖=1 𝑛 𝑝𝑖 2 𝐷 2 𝐿 π‘‘π‘Žπ‘›πœ‘ Lee (1985) 𝑉 = π‘˜ π‘Š 𝐿 𝐢 𝐻
  • 66. Prediction of Wear in Polymers and their Composites Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Empirical Wear Models Composites Where, xm, xf volume fraction of matrix and filler. km, kf, kc specific wear rate of matrix, filler and composite. Khruschov (1972) π‘˜ 𝑐 = π‘₯ π‘š π‘˜ π‘š + π‘₯𝑓 π‘˜ 𝑓 Wear models are expressed in terms of wear rate or wear resistance and volume fraction of each constituent by using the rule of mixtures.
  • 67. Prediction of Wear in Polymers and their Composites Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Empirical Wear Models Composites π‘˜ 𝑐 𝐸𝑃 = π‘₯ π‘šπ‘ π‘˜ π‘š + π‘₯𝑓𝑏 π‘˜ π‘“π‘˜ 𝑐 πΈπ‘Š = π‘₯ π‘šπ‘ π‘˜ π‘š + π‘₯𝑓𝑏 π‘˜ 𝑓 βˆ’1 Models were explained more mathematically by introducing either equal wear (EW) or equal pressure (EP) conditions (Axen & Jacobson, 1994).  Under EW conditions, the matrix and reinforcing phase are assumed to wear individually, but at an equal linear rate.  Under EP conditions, the matrix and reinforcing phase carry the same normal pressure.
  • 68. Prediction of Wear in Polymers and their Composites Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Dimensional Analysis Fundamental variables considered in developing the wear equation are wear volume V, sliding variables such as load P, speed v, time T, counterface roughness Ξ±, modulus of elasticity E, surface energy Ξ³, thermal conductivity K and specific heat Cp. 𝑉 = π‘˜π‘ƒ π‘₯ 𝑣 π‘¦βˆ’π‘§ 𝑇 𝑦 𝛾3βˆ’π‘¦+𝑧 πΈβˆ’3βˆ’π‘₯+𝑦 𝐢 𝑝 𝐾 𝑧 Where x, y and z are exponents determined experimentally. Kar and Bahadur (1974)
  • 69. Prediction of Wear in Polymers and their Composites Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Dimensional Analysis Equation was modified by Viswanath and Bellow (1995) include the counterface roughness, and to be applicable for a wide variety of polymers. Ξ¨ 𝑉, π‘Š, 𝑇, 𝛼, 𝐢 𝑝, 𝛾, 𝐸, 𝑣, 𝐾 = 0 where Ξ¨ is some arbitrary function. Using Buckingham Pi theorem, variables was reduced from nine to five dimensionless groups. 𝑉𝐸3 𝛾3 = Ξ¨ π‘ŠπΈ 𝛾2 , 𝑣𝐾 𝛾𝐢 𝑝 , 𝑇𝐸𝐢 𝑝 𝐾 , 𝛼𝐸 𝛾 𝑉 = π‘˜ 𝑀 π‘Šπ‘£π‘‡π›Ό 𝛾 𝑉 = π‘˜ 𝑀 π‘Š 𝑝 𝑣 π‘ž 𝑇 π‘Ÿ 𝛼 𝑠 πΈβˆ’3+𝑝+π‘Ÿ+𝑠 𝐢 𝑝/𝐾 π‘Ÿβˆ’π‘ž For linear relationship For non- linear relationship
  • 70. Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Finite Element Analysis (FEA) The basic approach used to simulate wear is: (1) Identify the important parameters affecting the material removal rates. (2) Determine appropriate wear rates from specimen-level tests. (3) Perform FEA to progressively remove materials during simulation. The strength of FEA analysis in wear predictions is its ability to accurately treat the variation of experimental conditions as well as the progressive change of the surface geometry caused by material removal. FEA uses a complex system of points called nodes which make a grid called a mesh. Prediction of Wear in Polymers and their Composites
  • 71. Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Finite Element Analysis (FEA) Prediction of Wear in Polymers and their Composites FE simulation of wear in pin-on-disk configuration The simulation composes of : (1) FE code used to determine the contact pressure at each node and (2) wear algorithm that interprets the nodal position changes. (a) Schematic of the pin-on-disk configuration, and (b) FE model of the pin.
  • 72. Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Artificial Neural Networks (ANNs) Prediction of Wear in Polymers and their Composites Hidden layers Output layer Wear Rate WR Input layer Load (F or Fmean) Maximum load (Fmax) Frequency (f) Cracks (n) Schematic description of an ANN configuration.
  • 73. Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Artificial Neural Networks (ANNs) Prediction of Wear in Polymers and their Composites Effect of ANN configuration Ref. ANN Neurons Type Training algorithmI/P Hidden O/P Z. Zang {9ο€­[15ο€­10ο€­5]3 ο€­1} tan-sigmoid tan-sigmoid pure-linear LM A. Lada {7ο€­[9ο€­3 ]2 ο€­1} tan-sigmoid tan-sigmoid pure-linear CGB A. Abdelbary {5ο€­[20ο€­10ο€­10]3 ο€­1} tan-sigmoid tan-sigmoid pure-linear LM X. Liu {2ο€­[8]1 ο€­1} - tan-sigmoid pure-linear LM Z. Jiang {9ο€­[12ο€­6ο€­3]3 ο€­1} - - - CGB A. Helmy {35ο€­[8ο€­5]2 ο€­1} tan-sigmoid pure-linear pure-linear LM LM Levenberg-Marquardt algorithm CGB Powell–Beale conjugate Gradient algorithm
  • 74. Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Artificial Neural Networks (ANNs) Prediction of Wear in Polymers and their Composites Effect of ANN configuration Abdelbary A., Abouelwafa, M. N., El Fahham I. M., & Hamdy, A. H. (2012). Modeling the wear of polyamide 66 using artificial neural network. Materials & Design, 41: 460-469.
  • 75. Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Artificial Neural Networks (ANNs) Prediction of Wear in Polymers and their Composites Comparison between the measured and predicted running-in wear rate of the (a) training and (b) test dataset, Dry sliding. Input: Load (F), Stress ratio (R), Load frequency (f), Number of cracks (nc ) and Output: WR.
  • 76. Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Artificial Neural Networks (ANNs) Prediction of Wear in Polymers and their Composites
  • 77. Wear of Polymers and Composites 1st ed. A. Abdelbary 2015 Artificial Neural Networks (ANNs) Prediction of Wear in Polymers and their Composites (a) Relation between frequency of the cyclic load and the measured wear rates (b) Relation between frequency of the cyclic load and the corresponding wear rates (measured and predicted data using the proposed NN). Application of ANN in predicting the relation between wear rate (WR) and frequency of the applied cyclic load (f).
  • 78. Wear of Polymers and Composites 1st ed. A. Abdelbary 2015