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1
Prediction of Concrete Cover Separation Failure for RC Beams Strengthened with CFRP Strips
Bo GAO1, Christopher K. Y. LEUNG2* and Jang-Kyo KIM1
1Department of Mechanical Engineering and 2Department of Civil Engineering,
Hong Kong University of Science & Technology Clear Water Bay, Kowloon, Hong Kong, China.
*Tel: 852-23588183; Fax: 852-23581534; Email: [email protected].
Abstract
External bonding of fibre reinforced plastic (FRP) strips to reinforced concrete (RC) beams has been
widely accepted as an effective method for strengthening. The ultimate flexural strength of
strengthened RC beams can be improved significantly, but it is often impaired by premature failure
modes, such as concrete cover separation. The objective of this paper is to establish a simple and
accurate design methodology to predict the load carrying capacity of a strengthened RC beam when
concrete cover separation takes place. An analytical expression is developed taking into account the
stress concentrations in concrete near the tension rebar closest to the cut off point of FRP strip. The
derivation of the expression involves two major steps: i) determination of the tensile stress in the
FRP strips assuming a full composite action; and ii) obtaining the local stresses and comparison with
the concrete strength. The predictions based on the present analytical model are compared to 58
experimental data from the literature and good agreement has been obtained. The expressions
derived in this paper therefore have potential for application in the design of FRP-strengthened
beams.
Keywords: Prediction; Concrete cover separation; RC beam; Strengthening; Fibre reinforced plastic
This is the Pre-Published Version
2
1. Introduction
The need for increased maintenance is inevitable, with the increase in the number of aging
structures in the world. Complete replacement is likely to become an increasing financial burden
and is certainly a waste of natural resources if upgrading is a viable alternative. Therefore,
strengthening and rehabilitation of these structures are considered to be the most practical approach.
In response to the growing needs for strengthening and rehabilitation of concrete beams, many
techniques have been developed [1,2], in which external bonding of fibre reinforced plastic (FRP)
strips to the beam has been widely accepted as an efficient and effective method. Generally, the
ultimate flexural strength of strengthened RC beams can be improved significantly.
In strengthening reinforced concrete beams with FRP strips, different failure modes have
been investigated and studied [3-7]. Some failure modes including concrete crushing in
compression before or after yielding of steel and rupture of FRP strips are similar to those in
conventional RC beams in flexure. For these failure modes, the FRP plate can be assumed to have
perfect bonding with the original beam. The perceptions on failure mechanism and analytical
methods for these failure modes have already been successfully established [8-15]. Also, shear
failure is not totally different from that in conventional RC beams, which is caused by low shear
capacity. For shear strengthening, several parameters have been studied, such as FRP U strips or U
jackets, FRP fibre orientation, mechanical type anchors, concrete strength, steel shear reinforcement
and shear span to depth ratio [16-21].
Besides the ‘conventional’ failure modes described above, failure of FRP strengthened
beams may also occur by interfacial debonding or concrete cover separation. The focus of the
present study is on concrete cover separation. To clearly define the specific mode of failure we are
studying, both interfacial debonding failure and concrete cover separation failure are described
below. Considering the interfacial debonding failures, Teng et al. [6] reported three separated
debonding modes, consisting of plate end interfacial debonding, interfacial debonding induced by
intermediate flexural crack and interfacial debonding induced by intermediate flexural shear cracks.
3
Moreover, Oehlers et al. [7] identified three major debonding mechanisms: plate end debonding,
intermediate crack debonding and critical diagonal crack debonding. Notice that in this paper
“delamination of FRP strips” is referred to elsewhere as various “debonding” failures, which is the
combination of debonding mechanisms described by Teng et al. [6] or Oehlers et al. [7]. The
significant characteristic is that there is only a very thin layer of concrete attached on the debonded
FRP strips and the concrete cover stays essentially intact in the vicinity of FRP end. Photographs
showing the delamination of FRP strips are given in Fig. 1. Fig. 1(a) shows the case with no cover
failure along the debonded FRP strips and Fig. 1(b) shows the situation with some concrete cover
debonding inside the span but the cover concrete stays intact in the vicinity of FRP end.
Another failure mode, concrete cover separation, which is shown in Fig. 2, is also frequently
observed in the experiments. In many investigations [22], it is suggested that failure of the concrete
cover is initiated by the formation of a crack at the end of FRP end, due to high stress concentration
caused by the abrupt termination of FRP plate. After the formation of a crack, the crack propagates
to the level of the tension reinforcement and then progresses horizontally along the level of the steel
reinforcement, and thus resulting in the separation of concrete cover [22]. This failure mode has
other names, such as concrete rip-off, local shear failure, and so on. The main characteristic of this
mode is that the concrete cover is damaged in the vicinity of the end of FRP and afterwards the
separated concrete covers debond along the steel rebar. In an effort to identify the load capacity of a
strengthened RC beam with this failure mode, many studies have bean carried out and a number of
models have been proposed [22-30]. Most of them are based on the derivation of elastic stress
concentrations at the FRP strip curtailments [25-29]. However, it is found in experimental
investigations [31,32] that inclined concrete cracks always appear at the FRP end before the
ultimate load reached. This means that ultimate failure is not associated with elastic stress
concentrations at the plate end. Other models have been developed based on the shear capacity of
the beam [23,24]. Based on the physical observation that the damage of the cover may lead to the
formation of concrete blocks that resembles ‘teeth’ along the bottom of the beam, concrete tooth
4
models have also been proposed [30]. A survey of existing models in Teng et al [6] and Smith and
Teng [22] shows that no existing models can accurately predict the failure load when cover failure
occurs. A new model is hence proposed [6]. However, while this new model provides a lower
bound to test results, it may underestimate the load capacity significantly, thus compromising the
effectiveness of the FRP strengthening technique. For practical design, a better model is hence
necessary.
The objective of this paper is to develop a simple and accurate design methodology for
predicting load carrying capacity of the RC beams strengthened with FRP strips with concrete cover
separation failure. In order to verify this method, the results obtained in this study are compared
with experimental results in the literature that show concrete cover separation as the dominant
failure mode. Also, other different types of analytical models are considered to compare.
2. Analytical Model
This analytical expression is developed for predicting the stress concentrations in concrete near the
tension rebar closest to the cut off point of FRP strip, and then obtaining the load capacity based on
a failure criterion. The following assumptions are made: linear elastic and isotropic behaviour for
concrete, FRP, epoxy, and steel reinforcement; perfect bonding between concrete and FRP strips;
and linear strain distribution through the full depth of the section with cracked concrete in tension.
The methodology is implemented in two stages: I) prediction of the tensile stresses in the FRP strips
at the curtailments and corresponding shear stress at the location of steel bar in tension assuming a
full composite action; and II) solving the stress concentrations caused by reverse tensile force of
FRP strips at the curtailment location due to the cut off of FRP strips, and comparing the
superposed stresses with the concrete strength. In the second stage, the finite element method
(FEM) with linear elastic assumption is employed to obtain accurate stress profiles in the model.
The finite element results are then fitted with simple empirical equations, which can be used in
5
practical design. A modification factor is then applied to the theoretical results to obtain good
agreement with test data.
2.1 Stage I
The cross section of a strengthened RC beam is shown in Fig. 3. Notice that d’, d, and df denote the
depths of compressive steel, tensile steel and FRP strips, respectively; As and As’ are the cross-
sectional areas of tensile and compressive steel reinforcements; bc and bf are the widths of concrete
and FRP strips; and x, h, and h’ are the depths of the neutral axis, concrete beam, and concrete
cover, respectively. When the beams are subjected to the applied load, and assuming elastic
behaviour, the tensile stress in the FRP strips, ff , can be obtained from conventional beam theory
as
( )xhI
Mf f −= . (1)
Herein, I is the cracked transformed moment of inertia of the beam cross section in terms of the
FRP plate, and M is the bending moment. Therefore, one can get 0ff , the tensile stress of FRP
strips at the curtailment location,
( )xhI
Mf f −= 00 (2)
where M0 is the bending moment at the plate curtailment location.
When calculating the shear stress in concrete at the location of steel tension bar, only the
tensile stress in the FRP strips is considered, because of the very small shear force and bending
moment in the thin FRP strips as well as negligible influence of concrete cover in tension. Thus,
Iτ , the shear stress in concrete at the location of steel tension bar, can be determined from
conventional beam theory as
( ) ffc
I tbxhIbV
−=τ . (3)
6
where tf is the thickness of FRP plate. Specifically, I0τ , the shear stress in concrete near the tension
rebar closest to the cut off point of FRP strip is
( ) ffc
I tbxhIbV
−= 00τ . (4)
V and V0 are the shear force in the beam and the shear force at the plate curtailment location,
respectively.
2.2 Stage II
In reality, the axial stress 0ff at the end of FRP does not exist. In the solution stage II, an opposite
force, - fff tbf 0 is applied, to the end of FRP plate as shown in Fig. 4. Notice that the opposite
moment and transverse shear force at the end of FRP are not applied because the FRP sheet is very
thin.
One can expect that many cracks appear in the tension side of the beam. An extension of the
classical theory of cracking can be used for calculating the minimum and maximum stabilized crack
distances, flmin and flmax , respectively, for RC beams with externally bonded FRP plate. It is
suggested that one adopt flmin for design purposes, which could give a safe solution [30]. It is
shown that
ffbars
tef
buOufA
l∑ +
=min . (5)
In eqn. (5), us and uf are the average bond strengths for steel/concrete and FRP/concrete interfaces,
respectively. barO∑ is the total perimeter of the tension bars, and Ae is the area of concrete in
tension. Also, one can take cus fu 280.= and cuf fu 280.= [30]. Indeed, it is found that there is
the largely insignificant influence of exact value chosen for the parameter uf on the prediction of
load capacity. ft and fcu are the concrete tensile strength and cube compressive strength,
respectively. Furthermore, it is assumed that complete shear stress transfer (between FRP and
7
concrete due to the opposite axial force at FRP strip end) takes place over the length of flmin .
Consequently, only the nearest concrete cover block to the end of FRP strips is considered to
calculate stress distribution, as shown in Fig. 4. Many researchers may doubt the accuracy of
calculated flmin . In fact, the application of flmin is to calculate the stress concentrations at failure
initiation point. However, our results show that the parameter flmin only has minor effect on the
concentrated stress (Note: this aspect will be further discussed below). Therefore, some inaccuracy
in the determination of flmin seems to be acceptable, provided that the appropriate forms are used
for predicting the stresses.
When the individual concrete block at the end of FRP strips is subjected to a force
( fff tbf 0 ), one may attempt to calculate II0σ and II
0τ (the vertical normal and shear stresses in
concrete near the tension rebar closest to the cut off point of FRP in stage II), based on the
conventional cantilever beam theory. It is noted, however, that the cantilever beam length is too
short compared with the dimensions in cross section for the conventional cantilever beam theory to
be valid. Therefore, the finite element method (FEM) may be applied to obtain II0σ and II
0τ . The
rectangular cover region between two cracks is modelled, and a unit force is applied at the end of
FRP strips for convenience. unitII ,0σ and unitII ,
0τ , the vertical normal and shear stresses for a unit
force in stage II, can be obtained.
Four possible simulated FEM models are shown in Fig 5. The actual physical problem can
be completely solved by a 3-D model with FRP as well as adhesive, shown in Fig. 5a. If the FRP
strip is not considered in the FEM model, a 3-D model without FRP is obtained as Fig. 5b. In
comparison, a 2-D model with FRP and adhesive (see Fig. 5c) is more common for the practical
problems. With further simplification, the simplest one is introduced in Fig. 5d, as a 2-D model
without FRP and adhesive.
In order to investigate the performance of individual model, four models mentioned above
have been performed to analyse the stress distributions. In the ANSYS 5.7 program used, the
8
element of “Plane 183” and “Solid 185” is applied in 2-D and 3-D models, respectively. And the
mesh size is 1mm x 1mm in 2-D models and 1mm x 1mm x 1mm in 3-D models, respectively. The
linear elastic material property is assumed for concrete, adhesive and FRP. The material properties
are determined by the standard test or obtained from the information in the manufacture report. For
example, for two samples by Gao et al. [32], the Young’s modulus for concrete, adhesive and FRP
is 25GPa, 1GPa and 235GPa, respectively. Of note that if a FRP plate does not cover the full width
of the concrete beam, the Young’s modulus for adhesive and FRP is to be correspondingly linearly
reduced in terms of the ratio of the widths of FRP over concrete.
The comparisons among various FEM models are discussed in the following. Firstly, one
may think a 3-D FEM model could give rise to better results than that for a 2-D FEM model. Our
preliminary study indicates, however, that a 3-D model may not give more accurate prediction than
a 2-D model in general regardless of including FRP in the model. In fact, they give similar results,
in which the difference is mostly lower than 10%. Then, considering the influence of FRP, it is
found that a FEM model with FRP layers can always have better predictions than that without FRP,
when the modification factor is not contained. A 2-D FEM model with FRP could increase about
10% in the ratio of predicted/experimental value than that for a 2-D FEM model without FRP.
However, once the modification factor is incorporated, the results do not differ significantly from
one another, as shown in Fig. 6. This figure shows the predicted/experimental load capacity ratios
for many real cases, while using various FEM models. One can see that with respect to the
modification factor, the 2-D FEM model without FRP can give good predictions, compared to other
models. In summary, the simplest 2-D FEM model without FRP is adopted in further analysis, in
view of convenience and less time consuming.
In practical design, it is inconvenient to run finite element analysis every time. A better
alternative is to provide equations for, unitII ,0σ and unitII ,
0τ , the stresses resulted from a unit load
applied on the plate end, based on a series of finite element analysis. From the geometry of the
problem, it is clear that the stresses are a function of flmin / h’, where flmin is the minimum stabilized
9
crack spacing and h’ is the depth of concrete cover. Moreover, the stress for a unit applied load
must be inversely proportional to the width of the beam (bc) as well as the cover depth h’. For a
larger cover depth, if flmin / h’ is fixed, the same loads is applied to a larger member, so the stress
will decrease proportionally. Summarizing the above, one can write the stresses per unit load in the
following form:
unitII ,0σ =
'
)'
( min1
hbh
lF
c
f
(6)
unitII ,0τ =
'
)'
( min2
hbh
lF
c
f
(7)
where bc and h’ are dimensionless that are the relative ratios to 1m.
Through a systematic finite element analysis, the functions F1 and F2 can be numerically
obtained. In general, most probable ratios of flmin / h’ exist between 1 and 15. Fig. 7 presents the
predicted values of F1 and F2, based on the FEM simulations, with setting h’ to be 1 and varying the
flmin from 1 to 15. It is found that when the ratio flmin / h’ exceeds 3, the F1 and F2 values almost
remain constant values of 3.7Pa and 0.66Pa, respectively. In practical design, with the known
values of flmin , bc and h’, the F1 and F2 values can be measured through Fig. 7, or be calculated
from the following empirical equations:
34324972923605402
1 ≤+⎟⎟⎠
⎞⎜⎜⎝
⎛×−⎟
⎟⎠
⎞⎜⎜⎝
⎛×= '
min'
min'
min ,...h
lh
lh
lFfff
(8a)
7.31 =F , 3>'min
hl f
(8b)
37982173870119702
2 ≤+⎟⎟⎠
⎞⎜⎜⎝
⎛×−⎟
⎟⎠
⎞⎜⎜⎝
⎛×= '
min'
min'
min ,...h
lh
lh
lFfff
(9a)
6602 .=F , 3>'min
hl f
(9b)
10
As a result, the unitII ,0σ and unitII ,
0τ can be obtained from eqns. (6) and (7).
The complete solutions for the vertical normal and shear stresses in concrete near the
tension rebar closest to the cut off point of FRP strips ( 0σ and 0τ ), can be determined by
superposition:
unitIIfff
II tbf ,0000 σσσ == (10)
( ) unitIIfffff
c
III tbftbxhIbV ,
000
000 ττττ +−=+= . (11)
2.3 Failure criterion
The failure criterion used in this study is such that when the maximum principal tensile stress 10,σ
in concrete near the tension rebar closest to the cut off point of FRP strips is greater than the
ultimate tensile strength of concrete tf , concrete cover separation failure occurs. 10,σ can be
obtained by the classical stress transformation equations for a 2-D plane stress condition,
( )20
200
10 22τ
σσσ +⎟
⎠
⎞⎜⎝
⎛+=, . (12)
Of note is that tf was defined in ACI code 318-95 (1999) as follows,
'. ct ff 530= , (13)
where 'cf is the concrete cylinder compressive strength. Therefore, concrete cover separation failure
takes place when
( )20
200
22τ
σσ+⎟
⎠
⎞⎜⎝
⎛+ = '. cf530 . (14)
If a strengthened RC beam is subjected to four point bending, M0 and V0 in terms of the applied
load, 2P, are given
sfPLM −=0 ; PV =0 . (15)
11
Considering eqns. (10) and (11), eqn. (14) can be transferred to
( )( )
( ) ( )2
0
2
0
0 2
2
⎟⎟⎠
⎞⎜⎜⎝
⎛−+−+
⎟⎟
⎠
⎞
⎜⎜
⎝
⎛ −
+−
−
−
−
unitIIff
sfff
c
unitIIffsf
unitIIffsf
tbxhI
PLtbxh
IbP
ItbxhPL
ItbxhPL
,
,
,
τ
σ
σ= '. cf530 . (16)
Consequently, P can be determined from eqn. (16) as
( )( )
( ) ( )⎟⎟⎟⎟⎟⎟⎟
⎠
⎞
⎜⎜⎜⎜⎜⎜⎜
⎝
⎛
⎟⎟⎠
⎞⎜⎜⎝
⎛−+−+
⎟⎟
⎠
⎞
⎜⎜
⎝
⎛ −
+−
=
−
−
−
2
0
2
0
0
1
2
2
530
unitIIff
sfff
c
unitIIffsf
unitIIffsf
c
tbxhI
Ltbxh
Ib
ItbxhL
ItbxhL
fP
,
,
,
'.
τ
σ
σ
. (17)
In order to obtain good prediction of test results, a modification factor has been considered
in many analytical models [5,27]. This is because final failure is preceded by the propagation of
cracks near the end of the plate and along the level of the concrete cover. A modification factor is
hence necessary to account for the nonlinear effect. The predicted load is then modified empirically
by:
PP Ψ=* (18)
Note that Ψ is an empirical function involving a number of fitting parameters. In this present
investigation, Ψ is assumed to be related to the ratios LL sf /− and ccff AEAE / . Herein, Lf-s and L
represent the distance from the end of FRP to the support and total span length, respectively; Ef and
Ec represent the elastic modulus of FRP strips and concrete beam, respectively; and Af and Ac
represent the cross section area of FRP strips and concrete beam, respectively. The parameter
LL sf /− is to account for the effect of relative FRP plate length on the prediction. And ccff AEAE /
is to show the influence of relative rigidity of FRP strips. Fig. 8 shows the effect of LL sf /− and
ccff AEAE / on the ratio of experimental/predicted results (i.e. the modification factor required for
exact prediction) without use of modification factor. From the Fig. 8, most data approximately
12
locate in a flat plane, and thus assuming that Ψ varies linearly with LL sf /− and ccff AEAE / .
Finally, the full function obtained from empirical fitting is given by:
03503
1713
34
1719834
.,.
.
≥+−⎟⎟⎠
⎞⎜⎜⎝
⎛+×=
−⎟⎟⎠
⎞⎜⎜⎝
⎛×+⎟⎟
⎠
⎞⎜⎜⎝
⎛×=Ψ
−−
−
cc
ffsf
cc
ffsf
cc
ffsf
AEAE
LL
AEAE
LL
AEAE
LL
(19)
3. Verification of the model
This analytical model can be applied to predict the load carrying capacity for an RC beam
strengthened with FRP strips, which fails with concrete cover separation. In order to verify this
analytical expression, published experimental results [32-47] pertaining to strengthened RC beams
that fail due to concrete cover separation are analysed. Totally, 58 samples are selected, in which
the former 23 samples (up to P5) in the references are also used to obtain the expression for the
modification factor Ψ (eqn (19)), and the latter 35 samples are only employed in the verification
part. The geometries and material properties of the collected specimens are summarized in
Appendix A. The RC beams were strengthened using CFRP (Carbon Fibre Reinforced Plastics) or
GFRP (Glass Fibre Reinforced Plastics) plates. Note that these samples generally had different
material properties and dimensions, such as concrete compressive strength, FRP modulus, thickness
and width of FRP, steel reinforcement, FRP strip curtailment distance, and concrete beam
geometry. However, all specimens were subjected to four point bending test. The 23 samples
chosen for obtaining the modification factor, cover an extensive range of various parameters, such
as beam size, FRP material and so on. For example, the beam length varied from 1m to 3m; the
elastic modulus of FRP varied from 37.2GPa to 235GPa; the concrete strength was from 35MPa to
52.3MPa.
Many analytical models have been developed, which can be used to predict the load
carrying capacity of FRP strengthened RC beam with concrete cover separation. Generally, these
13
existing models can be classified into three categories based on their approaches, namely interfacial
stress based models, concrete tooth models, and shear capacity based models [22]. In order to
compare the present model with these existing models, four previous analytical models are
employed. These include an interfacial stress based model by El-Mihilmy and Tedesco [5], a
concrete tooth model by Raoof and Hassanen [30], and two shear capacity based models by Oehlers
[23] and Smith and Teng [6].
The failure loads predicted based on the proposed model and four existing representative
models and the ratios of predicted/experimental failure load for all samples are presented in
Appendix A and Fig. 9. Also, Table 1 summarizes the average ratios of predicted/experimental
failure load and the standard deviations of the prediction for these models, as well as the coefficient
of variation. Good agreement of the proposed model is achieved with the average ratio of
predicted/experimental failure load being 0.94 and majority of data ranging between 0.8 and 1.2.
And the new model shows the least scatter, because the standard deviation and coefficient of
variation are 0.19 and 0.20, respectively. From Table 1, it can be seen that El-Mihilmy and
Tedesco’s model (1.42 in average) and Raoof and Hassanen’s upper bound model (1.94 in average)
are very un-conservative. The relatively conservative models are that given by Oehlers (0.44 in
average) and Smith and Teng (0.73 in average). In comparison, the proposed model and the
prediction of Raoof and Hassanen’s lower bound model show more accurate predictions, namely
0.94 and 1.04 in average, respectively. Of note is that the proposed model produces more
conservative predictions than Raoof and Hassanen’s lower bound model. Also, the standard
deviation is much lower (0.20 vs 0.54). Considering both the accuracy of load prediction, and the
variability of predicted results, the proposed model is clearly an improvement over existing models.
The present model could correctly predict the effect of FRP thickness on load capacity of
FRP strengthened beam. It is noted that when concrete cover separation is the dominant failure
mode, the experimental results show that the effect of FRP thickness is not fixed. It means that with
the increase of FRP thickness, the load capacity of FRP strengthened beams could decrease [33], or
14
remain the same [44,45], even increase significantly [39,47]. This observation can be explained by
the ameliorating effect of reducing the beam rotation when the thicker FRP is used, thus improving
the crack restraint effect of the beam [36]. Unfortunately, most models cannot show the right trend
of effect of FRP thickness, because they always predict a significant decrease of load carrying
capacity with the increase of FRP thickness. Notice that with the use of modification factor in the
proposed model, much closer prediction can be obtained, although it is still not possible to have
perfect prediction of all the experimental trends. For example, in the tests by Beber et al. [47], the
prediction on the trend of effect of FRP thickness agrees well with the experimental trend, namely
the increase of ultimate load capacity with FRP thickness. This correct trend comes from the proper
consideration of ccff AEAE / in the modification factor. Eqn. (19) shows that the modification
factor increases with the increase of ccff AEAE / . Therefore, although the original model produces
lower maximum load with increasing FRP thickness, the final prediction gives the right trend after
taking into account the modification factor.
Moreover, the effect of FRP length (or the distance from the FRP end to the support) on the
load carrying capacity of strengthened beam can be accurately predicted by the proposed model and
Oehlers’s model [23]. The concrete tooth model by Raoof and Hassanen [30] cannot properly
consider the influence of this parameter. This point becomes clear when one try to apply the model
to the results in references [35, 43]. The interfacial stress based model by El-Mihilmy and Tedesco
[5] takes the FRP length into consideration, but sometimes predicts the wrong trend (e.g., when
employed to analyse the beams tested by Nguyen et al. [43]). The reason is that the applied
modification factor ( )2512351 LL sf /.. −×− is too strongly affected by the distance from the FRP
end to the support. The excessive correction may produce wrong results.
Fig. 10 shows the ratios of predicted/experimental failure load vs two parameters of LL sf /−
and ccff AEAE / . It is seen that there is NO clear relationship between the ratio of
15
predicted/experimental failure load and the two parameters, indicating that the proposed equation
has similar accuracy within different ranges of the two parameters.
In summary, a simple analytical model for concrete cover failure is proposed in this work.
The model is quite simple to use (with similar degree of simplicity to many existing models), but
can produce relatively accurate prediction of measured load carrying capacity, with low scatter in
the ratio of predicted/measured results. Furthermore, the trend of load capacity with FRP thickness
and FRP length can be accurately measured. It is found to be an improvement over existing models,
and has good potential for application in practical design.
4. Conclusions
External bonding of fibre reinforced plastic (FRP) strips can significantly improve the ultimate
flexural strength and stiffness of strengthened reinforced concrete (RC) beam. However, the high
ultimate loading capacity is often impaired by premature failure modes, such as concrete cover
separation.
In this paper, for failure due to concrete cover separation, an analytical expression is
developed based on the consideration of stress concentrations in concrete near the tension rebar
closest to the cut off point of FRP strip. The analysis is performed in two stages, which includes (i)
a simple stress analysis assuming full composite action and (ii) the determination of local stresses
right below the steel reinforcement by analysing the concrete cover between two adjacent cracks.
An empirical modification factor is included to account for the effect of relative length and rigidity
of FRP strips on the nonlinear failure process. Compared to existing models, the present model can
more accurately predict the experimental load carrying capacity of strengthened RC beams, and
showing less scatter in the ratio of predicted/measured load. The expression proposed in the paper is
an improvement over existing models, and has good potential for application in practical design.
16
Acknowledgements
The Research Grants Council of the Hong Kong SAR (Project No. HKUST 6050/99E), provided
the financial support of this work. The authors wish to thank the Construction Materials Laboratory,
Advanced Engineering Material Facilities, and Design and Manufacturing Services Facility in
HKUST for their technical supports.
17
Appendix A. Experimental Database for Concrete Cover separation Failure
Reference Beam Beam width (mm)
Beam depth (mm)
Beam length (mm)
FRP length (mm)
FRP width (mm)
FRP thickness
(mm) As
As’
d
(mm) d’
(mm) Lf-s
(mm)
Ga1 150 200 2000 1200 75 0.44 2Φ 10 2Φ 8 162 27 150 Gb1 150 200 2000 1200 150 0.44 2Φ 10 2Φ 8 162 27 150 32 Gb2 150 200 2000 1200 150 0.66 2Φ 10 2Φ 8 162 27 150 MB3 115 150 1500 1200 115 0.222 3Φ 10 2Φ 10 125 25 75 MB4 115 150 1500 1200 115 0.333 3Φ 10 2Φ 10 125 25 75 33 MB5 115 150 1500 1200 115 0.444 3Φ 10 2Φ 10 125 25 75
RHB5 200 150 2300 1930 150 1.2 2Φ 10 2Φ 8 120 30 85 34
RHB6 200 150 2300 1930 150 1.2 2Φ 10 2Φ 8 120 30 85
FKF5 155 240 3000 2030 120 1.2 3Φ 12 2Φ 12 203 37 385
FKF6 155 240 3000 2030 120 1.2 3Φ 12 2Φ 12 203 37 385
FKF7 155 240 3000 1876 120 1.2 3Φ 12 2Φ 12 203 37 462 35
FKF10 155 240 3000 1700 120 1.2 3Φ 12 2Φ 12 203 37 550
B2 100 100 1000 860 80 1.2 3Φ 6 2Φ 6 85 15 20 36
B4 100 100 1000 860 60 1.6 3Φ 6 2Φ 6 85 15 20 A1c 100 100 1000 860 80 1.2 3Φ 6 2Φ 6 85 15 20
A2b 100 100 1000 860 80 1.2 3Φ 6 2Φ 6 85 15 20 37 A2c 100 100 1000 860 80 1.2 3Φ 6 2Φ 6 85 15 20
1U,1.0m 100 100 1000 860 67 0.82 3Φ 6 2Φ 6 84 16 20 38
2U,1.0m 100 100 1000 860 67 0.82 3Φ 6 2Φ 6 84 16 20
P2 150 300 2800 2400 100 1.2 2Φ 14 — 257 — 200
P3 150 300 2800 2400 100 1.2 2Φ 14 — 257 — 200
P4 150 300 2800 2400 100 2.4 2Φ 14 — 257 — 200 39
P5 150 300 2800 2400 100 2.4 2Φ 14 — 257 — 200
1Au 100 100 1000 860 90 0.5 3Φ 6 2Φ 6 84 16 20
1Bu 100 100 1000 860 65 0.7 3Φ 6 2Φ 6 84 16 20
1Cu 100 100 1000 860 45 1.0 3Φ 6 2Φ 6 84 16 20
2Au 100 100 1000 860 90 0.5 3Φ 6 2Φ 6 84 16 20
2Bu 100 100 1000 860 65 0.7 3Φ 6 2Φ 6 84 16 20
2Cu 100 100 1000 860 45 1.0 3Φ 6 2Φ 6 84 16 20
3Au 100 100 1000 860 90 0.5 3Φ 6 2Φ 6 84 16 20
3Bu 100 100 1000 860 65 0.7 3Φ 6 2Φ 6 84 16 20
40
3Cu 100 100 1000 860 45 1.0 3Φ 6 2Φ 6 84 16 20
B 205 455 4880 4260 152 6 2Φ 25 2Φ 13 400 55 155 41 C 205 455 4880 4260 152 6 2Φ 13 2Φ 13 400 55 155
18
Reference Beam Beam width (mm)
Beam depth (mm)
Beam length (mm)
FRP length (mm)
FRP width (mm)
FRP thickness
(mm)
As
As’
d
(mm) d’
(mm)Lf-s
(mm)
A3 200 200 2000 1700 150 1.3 2Φ 14 2Φ 14 163 37 150 42 A4 200 200 2000 1700 150 1.3 2Φ 14 2Φ 14 163 37 150
A950 120 150 1500 950 80 1.2 3Φ 10 2Φ 6 120 28 190
A1100 120 150 1500 1100 80 1.2 3Φ 10 2Φ 6 120 28 115
A1150 120 150 1500 1150 80 1.2 3Φ 10 2Φ 6 120 28 90 43
NB2 120 150 1500 1100 80 1.2 2Φ 20 2Φ 6 120 23 115
1T6LN 150 200 2000 1460 150 0.66 2Φ 10 2Φ 8 162 27 20
2T6LN 150 200 2000 1460 150 0.66 2Φ 10 2Φ 8 162 27 20
2T6L1a 150 200 2000 1460 150 0.66 2Φ 10 2Φ 8 162 27 20
2T4LN 150 200 2000 1460 150 0.44 2Φ 10 2Φ 8 162 27 20
44
2T4L1a 150 200 2000 1460 150 0.44 2Φ 10 2Φ 8 162 27 20
DF2 125 225 1500 1400 75 0.334 3Φ 8 2Φ 6 193 32 50
DF3 125 225 1500 1400 75 0.501 3Φ 8 2Φ 6 193 32 50 45 DF4 125 225 1500 1400 75 0.668 3Φ 8 2Φ 6 193 32 50
AF3 125 225 1500 1300 75 0.334 2Φ 8 2Φ 6 193 32 100
CF2-1 125 225 1500 1300 75 0.334 2Φ 8
1Φ 62Φ 6 193 32 100
CF3-1 125 225 1500 1300 75 0.334 3Φ 8 2Φ 6 193 32 100 46
CF4-1 125 225 1500 1300 75 0.334 2Φ 10
1Φ 82Φ 6 193 32 100
VR5 120 250 2500 2200 120 0.44 2Φ 10 2Φ 6 214 34 75
VR6 120 250 2500 2200 120 0.44 2Φ 10 2Φ 6 214 34 75
VR7 120 250 2500 2200 120 0.77 2Φ 10 2Φ 6 214 34 75
VR8 120 250 2500 2200 120 0.77 2Φ 10 2Φ 6 214 34 75
VR9 120 250 2500 2200 120 1.1 2Φ 10 2Φ 6 214 34 75
47
VR10 120 250 2500 2200 120 1.1 2Φ 10 2Φ 6 214 34 75
19
Appendix A. (Continued)
Reference Beam fc’
(MPa) ft
(MPa) Ec
(GPa) fy
(MPa) Es
(GPa) Ef
(GPa) Shear span
(m) Ga1 43.1 3.5 31 531 200 235 0.5
Gb1 30 2.9 25 531 200 235 0.5 32 Gb2 30 2.9 25 531 200 235 0.5
MB3 30.3 2.9 26 534 183.6 230 0.5
MB4 30.3 2.9 26 534 183.6 230 0.5 33 MB5 30.3 2.9 26 534 183.6 230 0.5
RHB5 52.3 3.83 34.2 575 210 127 0.75 34
RHB6 52.3 3.83 34.2 575 210 127 0.75
FKF5 80 5 39.2 532 204 155 1.1
FKF6 80 5 39.2 532 204 155 1.1
FKF7 80 5 39.2 532 204 155 1.1 35
FKF10 80 5 39.2 532 204 155 1.1
B2 45.1 3.56 32 350 215 49 0.3 36
B4 45.1 3.56 32 350 215 49 0.3
A1c 59.5 4.1 36.5 350 210 49 0.3
A2b 35.7 3.2 28.3 350 210 49 0.3 37 A2c 35.7 3.2 28.3 350 210 49 0.3
1U,1.0m 45.9 3.6 32 350 215 111 0.3 38
2U,1.0m 45.9 3.6 32 350 215 111 0.3
P2 40 3.4 30 500 200 150 0.933
P3 40 3.4 30 500 200 150 0.933
P4 40 3.4 30 500 200 150 0.933 39
P5 40 3.4 30 500 200 150 0.933
1Au 50.2 3.8 33.5 350 215 111 0.3
1Bu 50.2 3.8 33.5 350 215 111 0.3
1Cu 50.2 3.8 33.5 350 215 111 0.3
2Au 50.2 3.8 33.5 350 215 111 0.34
2Bu 50.2 3.8 33.5 350 215 111 0.34
2Cu 50.2 3.8 33.5 350 215 111 0.34
3Au 50.2 3.8 33.5 350 215 111 0.4
3Bu 50.2 3.8 33.5 350 215 111 0.4
40
3Cu 50.2 3.8 33.5 350 215 111 0.4
B 35 3.14 28 456 200 37.2 1.983 41
C 35 3.14 28 456 200 37.2 1.983
20
Reference Beam fc’
(MPa) ft
(MPa) Ec
(GPa) fy
(MPa) Es
(GPa) Ef
(GPa) Shear span
(m) A3 33 2.6 25 540 200 167 0.7
42 A4 33 2.6 25 540 200 167 0.7
A950 27.3 2.8 25 384 200 181 0.44
A1100 27.3 2.8 25 384 200 181 0.44
A1150 27.3 2.8 25 384 200 181 0.44 43
NB2 37.9 3.23 29.1 384 200 181 0.44
1T6LN 47.8 3.7 32.5 531 200 235 0.5
2T6LN 62.1 4.2 37.1 531 200 235 0.5
2T6L1a 62.1 4.2 37.1 531 200 235 0.5
2T4LN 62.1 4.2 37.1 531 200 235 0.5
44
2T4L1a 62.1 4.2 37.1 531 200 235 0.5
DF2 46 3.6 30 568 185 240 0.5
DF3 46 3.6 30 568 185 240 0.5 45 DF4 46 3.6 30 568 185 240 0.5
AF3 46 3.6 30 568 185 240 0.5
CF2-1 46 3.6 30 568 185 240 0.5
CF3-1 46 3.6 30 568 185 240 0.5 46
CF4-1 46 3.6 30 586 185 240 0.5
VR5 33.6 3.1 27.4 565 200 230 0.783
VR6 33.6 3.1 27.4 565 200 230 0.783
VR7 33.6 3.1 27.4 565 200 230 0.783
VR8 33.6 3.1 27.4 565 200 230 0.783
VR9 33.6 3.1 27.4 565 200 230 0.783
47
VR10 33.6 3.1 27.4 565 200 230 0.783
21
Appendix A. (Continued)
Reference Beam Pexp (kN)
Pmodel (kN)a
Pmodel/ Pexp
PET
(kN)b PET/ Pexp
PRH l
(kN)c PRH l/ Pexp
PRH u
(kN)d PRH u/ Pexp
PO
(kN)e PO/ Pexp
PST
(kN)f PST/ Pexp
Ga1 92 114.8 1.25 277.3 3.01 95.1 1.03 190.3 2.07 28.6 0.31 66.5 0.72
Gb1 76 83.2 1.10 285.2 3.75 50.6 0.67 101.2 1.33 24.0 0.32 59.0 0.78 32 Gb2 75 83.3 1.11 231.0 3.08 50.2 0.67 100.4 1.34 21.1 0.28 59.0 0.79
MB3 86 73.5 0.86 152.8 1.78 67.3 0.78 134.7 1.57 27.8 0.32 47.7 0.55
MB4 82 70.4 0.86 124.3 1.52 67.1 0.82 134.3 1.64 24.9 0.30 47.7 0.58 33 MB5 79 70.9 0.90 108.6 1.37 66.8 0.85 133.7 1.69 22.8 0.29 47.7 0.60
RHB5 69.7 62.0 0.89 49.3 0.71 74.3 1.07 148.5 2.13 41.4 0.59 72.3 1.04 34
RHB6 69.6 62.0 0.89 49.3 0.71 74.3 1.07 148.5 2.13 41.4 0.59 72.3 1.04
FKF5 100 100.9 1.01 517.4 5.17 103.6 1.04 207.2 2.07 54.4 0.54 120.0 1.20
FKF6 103 100.9 0.98 517.4 5.02 103.6 1.01 207.2 2.01 54.4 0.53 120.0 1.17
FKF7 97.5 99.9 1.02 498.7 5.11 103.6 1.06 207.2 2.13 49.9 0.51 120.0 1.23 35
FKF10 82 98.9 1.21 478.9 5.84 103.6 1.26 207.2 2.53 45.5 0.55 120.0 1.46
B2 34 34.5 1.02 43.4 1.28 36.9 1.09 49.2 1.45 22.1 0.65 27.4 0.81 36
B4 35 37.6 1.07 38.5 1.10 37.5 1.07 49.3 1.41 21.8 0.62 27.4 0.78
A1c 44 32.6 0.74 50.0 1.14 40.1 0.91 54.0 1.23 24.4 0.55 30.1 0.69
A2b 36.7 35.5 0.97 37.8 1.03 34.3 0.93 44.9 1.22 20.2 0.55 25.4 0.69 37 A2c 37.3 35.5 0.95 37.8 1.01 34.5 0.92 45.3 1.21 20.2 0.54 25.4 0.68
1U,1.0m 36.5 43.2 1.18 33.8 0.93 35.6 0.98 71.1 1.95 20.3 0.56 27.6 0.76 38
2U,1.0m 32 43.2 1.35 33.8 1.06 35.6 1.11 71.1 2.22 20.3 0.63 27.6 0.86
P2 136.0 109.4 0.80 137.7 1.01 149.4 1.10 298.8 2.20 57.5 0.42 102.3 0.75
P3 142.2 109.4 0.77 137.7 0.97 149.4 1.05 298.8 2.10 57.5 0.40 102.3 0.72
P4 156.0 105.4 0.68 108.4 0.69 147.1 0.94 294.1 1.89 47.7 0.31 102.3 0.66 39
P5 159.0 105.4 0.66 108.4 0.68 147.1 0.93 294.1 1.85 47.7 0.30 102.3 0.64
1Au 39.6 37.8 0.95 42.2 1.07 36.2 0.91 51.0 1.29 22.0 0.56 28.5 0.72
1Bu 36.5 38.1 1.04 33.8 0.93 36.7 1.01 51.3 1.41 21.4 0.59 28.5 0.78
1Cu 31.9 37.8 1.19 26.3 0.82 33.6 1.05 47.0 1.47 20.5 0.64 28.5 0.89
2Au 38.5 37.8 0.98 42.2 1.10 31.9 0.83 45.0 1.17 22.0 0.57 28.5 0.74
2Bu 34.0 38.1 1.12 33.8 0.99 32.4 0.95 45.2 1.33 21.4 0.63 28.5 0.84
2Cu 35.5 37.8 1.07 26.3 0.74 29.6 0.83 41.5 1.17 20.5 0.58 28.5 0.80
3Au 39.0 37.8 0.97 42.2 1.08 27.2 0.70 38.3 0.98 22.0 0.56 28.5 0.73
3Bu 34.5 38.1 1.10 33.8 0.98 27.6 0.80 38.5 1.12 21.4 0.62 28.5 0.83
40
3Cu 30.7 37.8 1.23 26.3 0.86 25.2 0.82 35.3 1.15 20.5 0.67 28.5 0.93
B 250 238.4 0.95 160.6 0.64 155.2 0.62 218.9 0.88 175.3 0.70 219.5 0.88 41
C 190 117.6 0.62 69.7 0.37 99.0 0.52 136.6 0.72 111.9 0.59 142.1 0.75 a —representing the predicted load capacity using the present model; b—using El-Mihilmy and Tedesco’s model [5]; c—using Raoof and Hassanen’s lower bound model [30]; d— using Raoof and Hassanen’s upper bound model [30]; e—using Oehlers’s model [23]; f—using Smith and Teng’s model [6].
22
Reference Beam Pexp (kN)
Pmodel (kN)
Pmodel/ Pexp
PET
(kN) PET/ Pexp
PRH l
(kN) PRH l/ Pexp
PRH u
(kN) PRH u/ Pexp
PO
(kN) PO/ Pexp
PST
(kN)f PST/ Pexp
A3 106 107.2 1.01 87.7 0.83 130.3 1.23 260.7 2.46 31.2 0.29 92.2 0.87 42
A4 104 107.2 1.03 87.7 0.84 130.3 1.25 260.7 2.51 31.2 0.30 92.2 0.89
A950 56.2 43.6 0.78 98.4 1.75 48.4 0.86 96.8 1.72 9.7 0.17 47.4 0.84
A1100 57.3 53.2 0.93 70.9 1.24 55.8 0.97 111.6 1.95 13.8 0.24 47.4 0.83
A1150 58.9 59.8 1.02 43.5 0.74 55.8 0.95 111.6 1.89 16.1 0.27 47.4 0.80 43
NB2 130.1 103.1 0.79 150.6 1.16 103.6 0.80 207.2 1.59 26.2 0.20 73.3 0.56
1T6LN 116.2 162.4 1.40 193.0 1.66 116.2 1.00 232.4 2.00 51.4 0.44 68.9 0.59
2T6LN 135.9 153.5 1.13 222.6 1.64 126.9 0.93 253.8 1.87 57.2 0.42 75.1 0.55
2T6L1a 139.6 153.5 1.10 222.6 1.59 126.9 0.91 253.8 1.82 57.2 0.41 75.1 0.54
2T4LN 133.3 92.9 0.70 254.9 1.91 128.0 0.96 255.9 1.92 58.3 0.44 75.1 0.56 44
2T4L1a 137.7 92.9 0.67 254.9 1.85 128.0 0.93 255.9 1.86 58.3 0.42 75.1 0.55
DF2 120.6 82.0 0.68 96.2 0.80 132.8 1.10 265.6 2.20 45.2 0.37 63.6 0.53
DF3 120.0 96.0 0.80 85.8 0.72 132.3 1.10 264.6 2.21 43.2 0.36 63.6 0.53 45 DF4 125.6 109.5 0.87 80.4 0.64 131.7 1.05 263.5 2.10 41.7 0.33 63.6 0.51
AF3 96.6 91.1 0.94 109.9 1.14 324.4 3.36 648.8 6.72 33.8 0.35 55.5 0.57
CF2-1 104.8 104.8 1.00 126.4 1.21 322.8 3.08 645.6 6.16 37.0 0.35 60.4 0.58
CF3-1 118.2 115.2 0.97 139.0 1.18 331.3 2.80 662.5 5.60 39.3 0.33 63.6 0.54 46
CF4-1 140.2 141.7 1.01 170.9 1.22 356.6 2.54 713.1 5.09 44.5 0.32 70.7 0.50
VR5 102.2 66.2 0.65 59.4 0.58 72.8 0.71 145.7 1.43 39.2 0.38 60.0 0.59
VR6 100.6 66.2 0.66 59.4 0.59 72.8 0.72 145.7 1.45 39.2 0.39 60.0 0.60
VR7 124.2 85.0 0.68 52.8 0.43 71.9 0.58 143.8 1.16 35.8 0.29 60.0 0.48
VR8 124.0 85.0 0.69 52.8 0.43 71.9 0.58 143.8 1.16 35.8 0.29 60.0 0.48
VR9 129.6 103.0 0.79 50.6 0.39 51.1 0.39 102.2 0.79 33.6 0.26 60.0 0.46
47
VR10 137.0 103.0 0.75 50.6 0.37 51.1 0.37 102.2 0.75 33.6 0.25 60.0 0.44
23
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29
Figure Captions
Fig. 1: Delamination of FRP strips. (a) without cover failure along the debonded FRP strip; (b) with
some concrete cover debonding inside but NO cover failure at the vicinity of FRP end
Fig. 2: Concrete cover separation
Fig. 3: Cross section dimensions of a strengthened RC beam
Fig. 4: Analysis in stage II with opposite axial force in FRP strips
Fig. 5: FEM models for predicting unitII ,0σ and unitII ,
0τ in stage II: (a) 3-D with FRP; (b) 3-D without
FRP; (c) 2-D with FRP; and (d) 2-D without FRP
Fig. 6: The comparison of FEM model with/without FRP
Fig. 7: The normal and shear stresses concentrations for varying flmin / h’ ratios
Fig. 8: The effect of two parameters on modification factor
Fig. 9: The ratios of predicted/experimental failure load
Fig. 10: The ratios of predicted/experimental failure load vs two parameters of (a) LL sf /− and (b)
ccff AEAE /
30
(a)
(b)
Fig. 1. Delamination of FRP strips. (a) without cover failure along the debonded FRP strip; (b) with
some concrete cover debonding inside but NO cover failure at the vicinity of FRP end.
31
Fig. 2. Concrete cover separation.
32
Fig. 3. Cross section dimensions of a strengthened RC beam.
d df
d’ x
h’
h
As
As’
bf
bc
33
IIσ , IIτ
fff tbf 0 flmin
Fig. 4. Analysis in stage II with opposite axial force in FRP strips.
h’
34
unitII ,0σ and unitII ,
0τ at the critical point
a unit force lmin
Fig. 5. FEM models for predicting unitII ,
0σ and unitII ,0τ in stage II: (a) 3-D with FRP; (b) 3-D without
FRP; (c) 2-D with FRP; and (d) 2-D without FRP.
h’
(a)
(b)
(c)
(d)
35
Fig. 6: The comparison of FEM model with/without FRP.
0.0
0.5
1.0
1.5
2.0
Ppred
icte
d /Pre
al
FEM model (with FRP, without factor)FEM model (with FRP, with factor)FEM model (without FRP, without factor)FEM model (without FRP, with factor)
Ga1
Gb1
Gb2
MB
3M
B4
MB
5R
HB
5R
HB
6FK
F5FK
F6FK
F7FK
F10
B2
B4
A1c
A2b
A2c
1 U,1
.0m
2 U,1
.0m
1Au
1Bu
1Cu
36
Fig. 7: The normal and shear stresses concentrations for varying flmin / h’ ratios.
Normal stress Shear stress
0
2
4
6
8
10
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
Lminf/h'
Stre
ss C
once
ntra
tions
(Pa)
Normal stress function F1 Shear stress function F2
37
Fig. 8: The effect of two parameters on modification factor.
0.0000.0050.0100.0150.0200.0250.0300.0350.040
0
2
4
6
8
0.000.05
0.100.15
0.20
Mod
ifica
tion
fact
or
L f-s/LE
f Af /Ec A
c
38
Specimens collected
Fig. 9. The ratios of predicted/experimental failure load.
0
1
2
3
4
5
6
7
Ppred
icte
d /Pre
al
Ga1
Gb1
Gb2
MB
3M
B4
MB
5R
HB
5R
HB
6FK
F5FK
F6FK
F7FK
F10
B2
B4
A1c
A2b
A2c
1 U,1
.0m
2 U,1
.0m P2 P3 P4 P5 1Au
1Bu
1Cu
2Au
2Bu
2Cu
3Au
3Bu
3Cu B C A3
A4
A95
0A
1100
A11
50N
B2
1T6L
N2T
6LN
2T6L
1 a2T
4LN
2T4L
1 aD
F2D
F3D
F4A
F3C
F2-1
CF3
-1C
F4-1
VR
5V
R6
VR
7V
R8
VR
9V
R10
proposed model El-Mihilmy and Tedesco [5] Oehlers [23]
Raoof and Hassanen (lower bound) [30] Raoof and Hassanen (upper bound) [30] Smith and Teng [6]
39
Fig. 10. The ratios of predicted/experimental failure load vs two parameters of (a) LL sf /− and (b)
ccff AEAE / .
0.0
0.5
1.0
1.5
0 0.05 0.1 0.15 0.2Lf-s/L
Ppred
icte
d /Pre
al
0.0
0.5
1.0
1.5
0 0.01 0.02 0.03 0.04 0.05EfAf/EcAc
Ppred
icte
d /Pre
al
(a)
(b)
40
Table 1
Summary of prediction of the proposed model and four existing representative models
Model Average of predicted/experimental failure load
Standard deviation
Coefficient of variation
The proposed model 0.94 0.19 0.20
El-Mihilmy and Tedesco [5] 1.42 1.24 0.87
The lower bound in Raoof and Hassanen [30] 1.04 0.56 0.54
The upper bound in Raoof and Hassanen [30] 1.94 1.19 0.61
Oehlers [23] 0.44 0.14 0.32
Smith and Teng [6] 0.73 0.21 0.29