SlideShare a Scribd company logo
Procedia Technology 14 (2014) 188 – 195
2212-0173 © 2014 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY-NC-ND license
(http://creativecommons.org/licenses/by-nc-nd/3.0/).
Peer-review under responsibility of the Organizing Committee of ICIAME 2014.
doi:10.1016/j.protcy.2014.08.025
Available online at www.sciencedirect.com
ScienceDirect
2nd International Conference on Innovations in Automation and Mechatronics Engineering,
ICIAME 2014
Crack Investigation of Rotating Cantilever Beam by Fractal
Dimension Analysis
Amit Banerjee*, G Pohit
Department of Mechanical Engineering, Jadavpur University, Kolkata -700032, India
Abstract
Cracks reduce the service life of structures. A crack in a structural member introduces local flexibility that would affect vibration
response of the structure. Both the mode shape and frequency change significantly due to the presence of crack. The objective of
this paper is to obtain information about the location and depth of transverse open multiple cracks in a rotating cantilever beams.
Vibration parameter in the form of mode shape of damaged rotating beam is obtained using finite element simulation. Using
fractal dimension of mode shape profile, damage is detected. It is also shown that this method can produce satisfactory results
with some limitation based on profile.
© 2014 The Authors. Published by Elsevier Ltd.
Selection and/or peer-review under responsibility of the Organizing Committee of ICIAME 2014.
Keywords: Crack detection; Mode shape; Rotating cantilever beam; ANSYS; Irregularity profile; Fractal dimension;
1. Introduction
It is essential that structures must carry out its duty throughout its service life. Beam type structures are being
commonly used in steel construction and machinery industries. Rotating beams plays an important role in the design
of various engineering systems such as turbo machinery, wind turbines, robotic manipulators and helicopter blades.
* Corresponding author. Tel.: +91- 9903253202;
E-mail address: mr.amit_banerjee@yahoo.com
© 2014 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY-NC-ND license
(http://creativecommons.org/licenses/by-nc-nd/3.0/).
Peer-review under responsibility of the Organizing Committee of ICIAME 2014.
189Amit Banerjee and G. Pohit / Procedia Technology 14 (2014) 188 – 195
However, crack, if present, in structures may threaten its performance to a great extent. It may even cause
catastrophic failures of a structure. This is even more true for rotating blade which may be assumed to be a rotating
cantilever beam. For this reason, methods allowing early detection and localization of cracks have been the subject
of intensive investigation during the last two decades. As a result, a variety of analytical, numerical and experimental
investigations now exist.
The vibration-based damage detection is an effective method due to its simplicity of implementation and ability
of acquiring both the global and local information of structure. Douka et al. [1] presented a simple method for crack
identification in beam structures based on wavelet analysis. The fundamental vibration mode of a cracked cantilever
beam was analyzed using continuous wavelet transform and both the location and size of the crack were estimated.
Nahvi and Jabbari [2] have developed an analytical, as well as experimental approach for crack detection in
cantilever beams by vibration analysis. Loutridis et al. [3] proposed a new methodology for crack detection in beam
based on instantaneous frequency and empirical mode decomposition. Douka et al. [4] presented crack identification
in beam structures based on fractal dimension analysis. Lestari and Qiao [5] adopted the method of debonding and
core cursing in composite honeycomb sandwich beams to evaluate the location and relative size of cracks in beams.
Pennacchi et al. [6] presented a model-based transverse crack identification method in rotating shaft suitable for
industrial machineries. The free and forced vibration analysis of a cracked beam was studied by Orhan Sadettin [7]
in order to locate the crack in a cantilever beam. Single and two edge cracks were evaluated. Zong and Oyadiji [8]
proposed a new approach for damage detection in beam-like structures with small cracks without baseline modal
parameters. Jiang et al. [9] stated a new method for crack detection in beams using the slop of mode shape. Bai et al.
[10] used fractal dimension analysis of higher order mode shape for damage identification of beam structures.
From the literature review, it is evident much work has not been carried out for crack detection of rotating beams.
In the present paper, an attempt has been made to detect the presence of a crack in rotating cantilever beam, and
determine its location and size, based on fractal dimension analysis. First modal analyses are performed with help of
ANSYS software. Subsequently, change in mode shape corresponding to the change in crack depth and location are
evaluated for crack detection by fractal dimension (FD) analysis.
2. Methodology
2.1. Finite element analysis
In the following section FEM is analysed for vibration analysis of a cantilever-cracked beam
Fig. 1 View of a crack beam element subjected to axial and bending forces
The relationship between the displacement and the forces can be expressed as
ovl
j i j
j i jC
U U U
. (1)
where uj ui = effective linear displacement due to the application of axial force Uj and Ui and j i =
effective angular displacement due to the application of bending moment Øj and Øi . The overall flexibility
190 Amit Banerjee and G. Pohit / Procedia Technology 14 (2014) 188 – 195
matrix Covl can be expressed as
11 12
ovl
21 22
C C
C
C C
(2)
where C11 = deflection in direction 1 due to load in direction 1; C12 = deflection in direction 1 due to load
in direction 2 = C21; and C22 = deflection in direction 2 due to load in direction 2.
The displacement vector in equation (1) is due to the crack.
The forces acting on the beam element for FEM analysis are shown in Fig. 1.
Under this system, the flexibility matrix Cintact of the intact beam element can be expressed as
j i j
int act
j i j
u u U
C . (3)
int act
Le
0
EAC
Le
0
EI
(4)
The displacement vector in equation (3) is for the intact beam. The total flexibility matrix Ctot of the cracked beam
element can now be obtained by
11 12
tot intact ovl
21 22
Le
C C
EAC C C
Le
C C
EI
(5)
Through the equilibrium conditions, the stiffness matrix KC of a cracked beam element can be obtained
1 T
C totK DC D (6)
Where D is the transformation matrix and expressed as
1 0
0 1
D
1 0
0 1
(7)
The results of the FEA for the first three mode shapes of the cracked beam are applied for FD analysis.
Free vibration analysis of a cracked rotating cantilever beam (Fig. 2) is carried out using ANSYS 13. The
material properties of the beam are shown in Table 1. A beam model with three dimensional V-shapes edge crack is
created as shown in Fig. 3. A 20-node three dimension structural solid element (SOLID 186) is selected to model the
beam. The crack is modeled with a 1 mm width on the top surface of the beam. Left end of the beam is placed 50
mm from global origin in X direction. Rotational conditions are modeled in ANSYS by applying angular velocity
about Y axis at global origin. The Block Lanczos mode extraction method is used to calculate the natural frequencies
and corresponding mode shapes of the beam. The first, second and third mode shapes corresponding to various
crack locations and depths corresponding to different rotational speed are obtained. The first three mode shapes for
transverse vibration of cracked beams are plotted in Fig. 4 for subsequent application of fractal dimension technique
for crack detection.
191Amit Banerjee and G. Pohit / Procedia Technology 14 (2014) 188 – 195
Table 1 Material and Geometrical Property
Density
(Kg/m3
)
Poisson Ratio Elasticity
Modulus
(GPa)
Length
(mm)
Thickness
(mm)
Depth
(mm)
Distance of fixed end
from rotational axis
(mm)
2700 0.33 69 500 15 10 50
Fig. 2 Rotating cantilever beam
Fig. 3. Finite element modelling of the cracked beam Fig. 4. The first three mode shapes of cracked beams for rotational speed 100 rad/s
2.2 Fractal Dimension (FD) method
Fractal Dimension (FD) has become an efficient tool to extract damage information from mode shapes
data. Damage induces changes in the dynamic properties of a structure causing irregularity of local mode shape.
This irregularity produces abrupt peak composed of high-magnitude estimates of FD, with the position and
magnitude of the peak indicating the location and severity of the damage in a quantitative manner. Among the
various waveforms of fractal dimensions available, the Katz’s fractal dimension is used as a quantitative measure of
the local variation of geometry complexity of the mode shape in the space domain, due to its easy and simple
implementation.
The Fractal Dimension ((D) of a curve may be defined as
10
10
log ( L )
D
log ( d )
(8)
where L is the length of the curve or sum of distances between successive points and d is the diameter estimated as
the distance between the first point of the sequence and the point of the sequence that provides the furthest distance.
Mathematically,
N 1
i 1
L dist(i,i 1) (9)
d max.distance(1,i ) (10)
192 Amit Banerjee and G. Pohit / Procedia Technology 14 (2014) 188 – 195
The FD computed in this manner depends on the measurement unit used. If the unit is different then the
magnitude of FD differs. Katz’s approach solved this problem by dividing the length by average step or average
distance between the successive points, a . Therefore, normalization results in
10
10
log ( L / a )
D
log ( d / a )
(11)
If n is defined as the number of steps in the curve, then n = L/ a .
The equation (4) may be written as
10
10 10
log (n)
D
log ( d / L ) Log ( n )
(12)
FD analysis has become a growing tool for detecting damage. The sharp peak of the FD curve indicates
irregularity at that point or in other words, the location of the damage. However, when the second and third mode
shapes are considered for damage detection, the above FD approach may give some misleading peak information in
the location of maximum and minimum point of a curve profile. To overcome this deficiency, some adjustment is
applied on the FD method. Values of abscissa of all points in detecting mode shape curve are multiplied by same
scale factor. The method is expressed as
*
i ix sx *
i ix sx (13)
where
*
ix *
ix is the new i th sampling abscissa and s is the scale factor. In the present investigation, FD analysis is
carried out on mode shape obtained from the FEM analysis of vibrating rotating beam.
3. Result and discussion
3.1 Finite element result
Free vibration finite element analysis is carried out on a series of cracked beams. The depth of the crack is varied
from 1mm to 5 mm with different location starting from 50 mm to 450 mm from fixed end. Four different rotational
speed 50 rad/s, 100 rad/s, and 200 rad/s of beam are considered for the analysis. A few mode shape plots are shown
in Fig. 4.
3.2. Identification of crack by fractal dimension (FD) analysis
3.2.1 FD analysis in different resolution
FD analysis is performed on the first mode shape of a rotating beam in three different resolutions, namely, 20, 2
and 1 meaning 20 sampling point per cm, 2 sampling point per cm and 1 sampling point per cm. respectively. Beam
is rotated at 100 rad/s speed. Corresponding to three resolutions, modal displacement data are sampled from the top
surface of beam at a distance interval of 0.5 mm, 5mm and 10 mm of the cracked beam having crack of depth 3mm
at a distance 50 mm from fixed end. It has been observed from Figure 5 that better result is obtained when the
analysis is done in higher resolution (20) with scale factor 1.
3.2.2 Identification of crack different location by FD analysis
An attempt is also made to determine the efficacy of the technique for the detection of the presence of multiple
cracks in a rotating beam. A rotating beam having two identical cracks of depth 3mm at a distance of 250 mm and
450 mm from fixed end is taken for the analysis. Rotational speed of the beam is taken as 100 rad/s. As before, first
mode shape is used for FD analysis with resolution 20. From Fig. 6 (a) it is evident that there is a crack at a distance
of 250 mm from fixed end. However, no crack is observed at a distance of 450 mm from fixed end [Fig. 6 (b)].
In order to overcome this difficulty, instead of first mode shape, second and third mode shape of the rotating
beam are used for FD analysis with resolution 20 and scale factor 1.
193Amit Banerjee and G. Pohit / Procedia Technology 14 (2014) 188 – 195
a b c
Fig. 5. FD plot for same crack beam with different resolution (a) resolution = 20; (b) resolution =2 ;(c) resolution =1
a b
Fig. 6. FD plot at two locations (a) 250 mm from fixed end; (b) 450 mm from fixed end
a b
Fig. 7. FD plot at two locations with s=1 (a) second mode shape; (b) third mode shape
Figures 7(a) and 7(b) show the results. But there is no evidence of crack at location 450 mm from fixed end. On
the contrary, a few misleading peaks are observed in the FD plot in the location of maximum and minimum point of
the curve profile. When scale factor is increased to10 distinct peaks are observed at 450 mm (Figure 8). It is also
evident from the result that better results are obtained when FD analysis is performed on second and third mode
shapes but no evidence of crack in case of first mode shape (Figure 8a).
3.2.3 FD analysis with different crack depth at same location
Investigation is also made with different crack depth. Accordingly, four cracked beam are taken having 2 mm, 4
mm and 5 mm crack depth at crack location of 50 mm from fixed end. Rotational speed of the beam is kept at 100
194 Amit Banerjee and G. Pohit / Procedia Technology 14 (2014) 188 – 195
rad/s. based on the previous observation, third mode shape is taken as input of FD analysis for subsequent analysis.
FD analysis result is shown in Figure 9. Result shows that estimated value of FD is increasing with the increase in
crack depth.
a b c
Fig. 8. FD plot at crack locations 450 mm from fixed end with scale factor =10 (a) first mode shape (b) second mode shape; (c) third mode shape
3.2.4 FD analysis for different rotating speed of same cracked beam
A cracked beam is taken with 5 mm crack depth at crack location 50 mm from fixed end. Now the beam is
allowed to rotate in three different speeds, namely, 50 rad/s, 150 rad/s, and 200 rad/s. FD analysis is carried out on
the third mode shape of the rotating beam with scale factor 10 and resolution 20. Figure 10 shows that values of
maximum coefficient are nearly equal for all the rotating speeds.
3.2.5 FD analysis for beam with multiple cracks
Lastly, investigation is carried out for a rotating (100 rad/s) cantilever beam with three cracks. Locations of
cracks are 50 mm (near fixed end), 250 mm (at middle) and 450 mm (near free end) from the fixed end. The crack
depth is 3 mm depth for all cases. Both second and third mode shapes results are used for FD analysis. Result shows
(Figure 11) that in case of second mode shape estimated value of FD is more corresponding to crack position at
middle position whereas FD is so small corresponding to crack position near free end that crack at this position is
undetected. However, for third mode shape estimated value of FD is more corresponding to crack position near fixed
end and free end while value of FD at the middle position is negligible. Therefore, in order to detect the crack
properly, results of both modes are to be considered otherwise there could be a chance of omission.
a b c
Fig. 9. FD plot for different depth crack with s=10 (a) 2 mm; (b) 4 mm; (c) 5 mm
4. Conclusion
The dynamic behaviour of beam structure undergoes changes in presence of crack. Using these characteristics of a
vibrating beam, a new technique, Fractal Dimension Analysis, has been employed for identification of crack in a
195Amit Banerjee and G. Pohit / Procedia Technology 14 (2014) 188 – 195
rotating cantilever beam. From the results, it is evident that FD analysis can be used for detection of crack location
and its depth from the deformation profiles of the rotating mode shapes. The inaccuracy in input signal may produce
the noise during data processing leading to misleading or false reporting of damage in beam. It is shown that higher
resolution may be employed as possible measures for noise reduction. In some cases, it is better to apply FD on
more than one mode for meaningful detection of multiple cracks in a rotating beam.
a b c
Fig. 10. FD plot for cracked beam at crack location 50 mm from fixed end with 5 mm crack depth for different rotational speed (a) 50 rad/s;
(b)150 rad/s; (c) 200 rad/s
a b
Fig. 11. CWT plot of triple cracked beam with 3 mm crack depth (a) second mode shape; (b) third mode shape
References
[1] Douka E, Loutridis S, Trochidis A. Crack identi . International Journal of Solids and Structures 2003;
40: 3557–3569.
[2] Nahvi H, Jabbari M. Crack detection in beams using experimental modal data and finite element model. International Journal of Mechanical
Science 2005; 47: 1477-1497.
[3] Loutridis S, Douka E, Hadjileontiadis LJ. Forced vibration behaviour and crack detection of cracked beams using instantaneous frequency.
NDT&E International 2005; 38: 411-419.
[4] Hadjileontiadis LJ, Douka E, Trochidis A. Fractal dimension analysis for crack identi beam structures. Mechanical Systems and
Signal Processing 2005; 19: 659–674.
[5] Qiao P, Lu K, Lestari W, Wang J. Curvature mode shape-based damage detection in composite laminated plates. Composite Structures 2007;
80: 409–428.
[6] Pennacchi P, Bachschmid N, Vania A. A model-based identi rotating shafts suitable for industrial
machines. Mechanical Systems and Signal Processing 2006; 20: 2112–2147.
[7] Orhan S. Analysis o free and forced vibration of a cracked cantilever beam. NDT&E International 2007; 40: 443-450.
[8] Zhong S, Oyadiji SO. Detection of crack in simply-supported beams by continuous wavelet transform of reconstructed modal data. Computer
and Structures 2011; 89: 127-148.
[9] Jiang X, Ma ZJ. Crack Detection from the Slope of the Mode Shape Using Complex Continuous Wavelet Transform. Computer-Aided Civil
and Infrastructure Engineering 2012;27:187-201.
[10] Bai R,Cao M,Su Z, Ostachowicz W, Xu H. Fractal Dimension Analysis of Higher-Order Mode Shapes for Damage Identi
Structures. Mathematical Problems in Engineering. Hindawi Publishing Corporation; 2012

More Related Content

What's hot

Numerical Analysis of Engineered Steel Fibers as Shear Reinforcement in RC Beams
Numerical Analysis of Engineered Steel Fibers as Shear Reinforcement in RC BeamsNumerical Analysis of Engineered Steel Fibers as Shear Reinforcement in RC Beams
Numerical Analysis of Engineered Steel Fibers as Shear Reinforcement in RC Beams
P singh
 
TRANSIENT ANALYSIS OF PIEZOLAMINATED COMPOSITE PLATES USING HSDT
TRANSIENT ANALYSIS OF PIEZOLAMINATED COMPOSITE PLATES USING HSDTTRANSIENT ANALYSIS OF PIEZOLAMINATED COMPOSITE PLATES USING HSDT
TRANSIENT ANALYSIS OF PIEZOLAMINATED COMPOSITE PLATES USING HSDT
P singh
 
Paper id 24201452
Paper id 24201452Paper id 24201452
Paper id 24201452IJRAT
 
Hw3414551459
Hw3414551459Hw3414551459
Hw3414551459
IJERA Editor
 
ロボット手術を対象とした微細血管吻合シミュレータの開発
ロボット手術を対象とした微細血管吻合シミュレータの開発ロボット手術を対象とした微細血管吻合シミュレータの開発
ロボット手術を対象とした微細血管吻合シミュレータの開発
saulnml
 
Size effect of plain concrete beams–an experimental study
Size effect of plain concrete beams–an experimental studySize effect of plain concrete beams–an experimental study
Size effect of plain concrete beams–an experimental study
eSAT Journals
 
Aspects Regarding the Elastic Properties of Silicon and Its Influence on the ...
Aspects Regarding the Elastic Properties of Silicon and Its Influence on the ...Aspects Regarding the Elastic Properties of Silicon and Its Influence on the ...
Aspects Regarding the Elastic Properties of Silicon and Its Influence on the ...
IRJET Journal
 
Size effect of plain concrete beams–an experimental
Size effect of plain concrete beams–an experimentalSize effect of plain concrete beams–an experimental
Size effect of plain concrete beams–an experimental
eSAT Publishing House
 
Study of Damage to ABS Specimens Submitted To Uniaxial Loading
Study of Damage to ABS Specimens Submitted To Uniaxial LoadingStudy of Damage to ABS Specimens Submitted To Uniaxial Loading
Study of Damage to ABS Specimens Submitted To Uniaxial Loading
theijes
 
A hollow future for engineering structures
A hollow future for engineering structuresA hollow future for engineering structures
A hollow future for engineering structures
University of Glasgow
 
4 samuel karanja kabini 48 57
4 samuel karanja kabini 48 574 samuel karanja kabini 48 57
4 samuel karanja kabini 48 57Alexander Decker
 

Design of Hybrid Steel Fibre Reinforced
Concrete Beams for Flexure


Design of Hybrid Steel Fibre Reinforced
Concrete Beams for Flexure

Design of Hybrid Steel Fibre Reinforced
Concrete Beams for Flexure


Design of Hybrid Steel Fibre Reinforced
Concrete Beams for Flexure

AsuSSEBENA
 
Young_Stress_Analyst_Competetion_Entry
Young_Stress_Analyst_Competetion_EntryYoung_Stress_Analyst_Competetion_Entry
Young_Stress_Analyst_Competetion_EntryLuqmaan Fazal Ph.D.
 
ACM CHI 2013 - GaussBits: Magnetic Tangible Bits for Portable and Occlusion-F...
ACM CHI 2013 - GaussBits: Magnetic Tangible Bits for Portable and Occlusion-F...ACM CHI 2013 - GaussBits: Magnetic Tangible Bits for Portable and Occlusion-F...
ACM CHI 2013 - GaussBits: Magnetic Tangible Bits for Portable and Occlusion-F...
Rong-Hao Liang
 
Improvement of the Shell Element Implemented in FEASTSMT
Improvement of the Shell Element Implemented in FEASTSMTImprovement of the Shell Element Implemented in FEASTSMT
Improvement of the Shell Element Implemented in FEASTSMT
iosrjce
 
Fingerprint verification using steerable filters
Fingerprint verification using steerable filtersFingerprint verification using steerable filters
Fingerprint verification using steerable filtersIAEME Publication
 

What's hot (18)

Q04605101105
Q04605101105Q04605101105
Q04605101105
 
Numerical Analysis of Engineered Steel Fibers as Shear Reinforcement in RC Beams
Numerical Analysis of Engineered Steel Fibers as Shear Reinforcement in RC BeamsNumerical Analysis of Engineered Steel Fibers as Shear Reinforcement in RC Beams
Numerical Analysis of Engineered Steel Fibers as Shear Reinforcement in RC Beams
 
TRANSIENT ANALYSIS OF PIEZOLAMINATED COMPOSITE PLATES USING HSDT
TRANSIENT ANALYSIS OF PIEZOLAMINATED COMPOSITE PLATES USING HSDTTRANSIENT ANALYSIS OF PIEZOLAMINATED COMPOSITE PLATES USING HSDT
TRANSIENT ANALYSIS OF PIEZOLAMINATED COMPOSITE PLATES USING HSDT
 
Paper id 24201452
Paper id 24201452Paper id 24201452
Paper id 24201452
 
Hw3414551459
Hw3414551459Hw3414551459
Hw3414551459
 
ロボット手術を対象とした微細血管吻合シミュレータの開発
ロボット手術を対象とした微細血管吻合シミュレータの開発ロボット手術を対象とした微細血管吻合シミュレータの開発
ロボット手術を対象とした微細血管吻合シミュレータの開発
 
Size effect of plain concrete beams–an experimental study
Size effect of plain concrete beams–an experimental studySize effect of plain concrete beams–an experimental study
Size effect of plain concrete beams–an experimental study
 
Aspects Regarding the Elastic Properties of Silicon and Its Influence on the ...
Aspects Regarding the Elastic Properties of Silicon and Its Influence on the ...Aspects Regarding the Elastic Properties of Silicon and Its Influence on the ...
Aspects Regarding the Elastic Properties of Silicon and Its Influence on the ...
 
Size effect of plain concrete beams–an experimental
Size effect of plain concrete beams–an experimentalSize effect of plain concrete beams–an experimental
Size effect of plain concrete beams–an experimental
 
Study of Damage to ABS Specimens Submitted To Uniaxial Loading
Study of Damage to ABS Specimens Submitted To Uniaxial LoadingStudy of Damage to ABS Specimens Submitted To Uniaxial Loading
Study of Damage to ABS Specimens Submitted To Uniaxial Loading
 
A hollow future for engineering structures
A hollow future for engineering structuresA hollow future for engineering structures
A hollow future for engineering structures
 
4 samuel karanja kabini 48 57
4 samuel karanja kabini 48 574 samuel karanja kabini 48 57
4 samuel karanja kabini 48 57
 

Design of Hybrid Steel Fibre Reinforced
Concrete Beams for Flexure


Design of Hybrid Steel Fibre Reinforced
Concrete Beams for Flexure

Design of Hybrid Steel Fibre Reinforced
Concrete Beams for Flexure


Design of Hybrid Steel Fibre Reinforced
Concrete Beams for Flexure

 
CST
CSTCST
CST
 
Young_Stress_Analyst_Competetion_Entry
Young_Stress_Analyst_Competetion_EntryYoung_Stress_Analyst_Competetion_Entry
Young_Stress_Analyst_Competetion_Entry
 
ACM CHI 2013 - GaussBits: Magnetic Tangible Bits for Portable and Occlusion-F...
ACM CHI 2013 - GaussBits: Magnetic Tangible Bits for Portable and Occlusion-F...ACM CHI 2013 - GaussBits: Magnetic Tangible Bits for Portable and Occlusion-F...
ACM CHI 2013 - GaussBits: Magnetic Tangible Bits for Portable and Occlusion-F...
 
Improvement of the Shell Element Implemented in FEASTSMT
Improvement of the Shell Element Implemented in FEASTSMTImprovement of the Shell Element Implemented in FEASTSMT
Improvement of the Shell Element Implemented in FEASTSMT
 
Fingerprint verification using steerable filters
Fingerprint verification using steerable filtersFingerprint verification using steerable filters
Fingerprint verification using steerable filters
 

Viewers also liked

El territorio by pipe
El territorio by pipeEl territorio by pipe
El territorio by pipe
Pipe Cerda II
 
Salto alto
Salto altoSalto alto
Salto alto
edmuce
 
Resource Guide for Advanced Learning on Understanding the Climate Change and ...
Resource Guide for Advanced Learning on Understanding the Climate Change and ...Resource Guide for Advanced Learning on Understanding the Climate Change and ...
Resource Guide for Advanced Learning on Understanding the Climate Change and ...
UN CC:Learn
 
WINTER SCHOOL SPIN WEST - Wetenschapscommunicatie
WINTER SCHOOL SPIN WEST - WetenschapscommunicatieWINTER SCHOOL SPIN WEST - Wetenschapscommunicatie
WINTER SCHOOL SPIN WEST - Wetenschapscommunicatie
Niek De Prest
 
1 s2.0-s1877705815003781-main
1 s2.0-s1877705815003781-main1 s2.0-s1877705815003781-main
1 s2.0-s1877705815003781-mainah7med
 
El bautismo perspectiva hebrea
El bautismo perspectiva hebreaEl bautismo perspectiva hebrea
El bautismo perspectiva hebrea
Saúl Loera
 
Polygon Clipping
Polygon ClippingPolygon Clipping
Polygon Clipping
Abu Sayeed
 
Unit 5 past times
Unit 5 past timesUnit 5 past times
Unit 5 past times
nerea calonge
 
Pnsb.contas2015
Pnsb.contas2015Pnsb.contas2015
Pnsb.contas2015
patronatobonanca
 

Viewers also liked (10)

El territorio by pipe
El territorio by pipeEl territorio by pipe
El territorio by pipe
 
Salto alto
Salto altoSalto alto
Salto alto
 
Resource Guide for Advanced Learning on Understanding the Climate Change and ...
Resource Guide for Advanced Learning on Understanding the Climate Change and ...Resource Guide for Advanced Learning on Understanding the Climate Change and ...
Resource Guide for Advanced Learning on Understanding the Climate Change and ...
 
WINTER SCHOOL SPIN WEST - Wetenschapscommunicatie
WINTER SCHOOL SPIN WEST - WetenschapscommunicatieWINTER SCHOOL SPIN WEST - Wetenschapscommunicatie
WINTER SCHOOL SPIN WEST - Wetenschapscommunicatie
 
1 s2.0-s1877705815003781-main
1 s2.0-s1877705815003781-main1 s2.0-s1877705815003781-main
1 s2.0-s1877705815003781-main
 
El bautismo perspectiva hebrea
El bautismo perspectiva hebreaEl bautismo perspectiva hebrea
El bautismo perspectiva hebrea
 
Polygon Clipping
Polygon ClippingPolygon Clipping
Polygon Clipping
 
Unit 5 past times
Unit 5 past timesUnit 5 past times
Unit 5 past times
 
Pnsb.contas2015
Pnsb.contas2015Pnsb.contas2015
Pnsb.contas2015
 
Presentation1
Presentation1Presentation1
Presentation1
 

Similar to Crack Investigation of Rotating Cantilever Beam by Fractal Dimension Analysis

IRJET- A Fault Diagnosis in Aluminium Honeycomb Structure using Vibration Tec...
IRJET- A Fault Diagnosis in Aluminium Honeycomb Structure using Vibration Tec...IRJET- A Fault Diagnosis in Aluminium Honeycomb Structure using Vibration Tec...
IRJET- A Fault Diagnosis in Aluminium Honeycomb Structure using Vibration Tec...
IRJET Journal
 
Study on Effect of Crack Inclination and Location on Natural Frequency for In...
Study on Effect of Crack Inclination and Location on Natural Frequency for In...Study on Effect of Crack Inclination and Location on Natural Frequency for In...
Study on Effect of Crack Inclination and Location on Natural Frequency for In...
IRJET Journal
 
Damage Identification of Bridge Model by using Natural Frequency
Damage Identification of Bridge Model by using Natural FrequencyDamage Identification of Bridge Model by using Natural Frequency
Damage Identification of Bridge Model by using Natural Frequency
IRJET Journal
 
Simplified approach to consider cracking effect on the behavior of laterally ...
Simplified approach to consider cracking effect on the behavior of laterally ...Simplified approach to consider cracking effect on the behavior of laterally ...
Simplified approach to consider cracking effect on the behavior of laterally ...
Ahmed Ebid
 
A Review on Detection of Cracks Present in Composite Cantilever Beam by using...
A Review on Detection of Cracks Present in Composite Cantilever Beam by using...A Review on Detection of Cracks Present in Composite Cantilever Beam by using...
A Review on Detection of Cracks Present in Composite Cantilever Beam by using...
ijtsrd
 
Vibration analysis of a cantilever beam with crack depth and crack location e...
Vibration analysis of a cantilever beam with crack depth and crack location e...Vibration analysis of a cantilever beam with crack depth and crack location e...
Vibration analysis of a cantilever beam with crack depth and crack location e...
editorijrei
 
IJREI- Vibration Analysis of a Cantilever beam with Crack depth and Crack Loc...
IJREI- Vibration Analysis of a Cantilever beam with Crack depth and Crack Loc...IJREI- Vibration Analysis of a Cantilever beam with Crack depth and Crack Loc...
IJREI- Vibration Analysis of a Cantilever beam with Crack depth and Crack Loc...
Star Web Maker Services Pvt. Ltd.
 
F04401039050
F04401039050F04401039050
F04401039050
ijceronline
 
Probabilistic Design of Hollow Circular Composite Structure by using Finite E...
Probabilistic Design of Hollow Circular Composite Structure by using Finite E...Probabilistic Design of Hollow Circular Composite Structure by using Finite E...
Probabilistic Design of Hollow Circular Composite Structure by using Finite E...
IJERA Editor
 
Image processing techniques applied for pitting corrosion analysis
Image processing techniques applied for pitting corrosion analysisImage processing techniques applied for pitting corrosion analysis
Image processing techniques applied for pitting corrosion analysis
eSAT Journals
 
Damage detection in cfrp plates by means of numerical modeling of lamb waves ...
Damage detection in cfrp plates by means of numerical modeling of lamb waves ...Damage detection in cfrp plates by means of numerical modeling of lamb waves ...
Damage detection in cfrp plates by means of numerical modeling of lamb waves ...
eSAT Journals
 
Image processing techniques applied for pitting
Image processing techniques applied for pittingImage processing techniques applied for pitting
Image processing techniques applied for pitting
eSAT Publishing House
 
Probabilistic Design Hollow of Airfoil Wing by Using Finite Element Method
Probabilistic Design Hollow of Airfoil Wing by Using Finite Element MethodProbabilistic Design Hollow of Airfoil Wing by Using Finite Element Method
Probabilistic Design Hollow of Airfoil Wing by Using Finite Element Method
IJERA Editor
 
Unguided crack growth simulation in asymmetric specimens using bond-based per...
Unguided crack growth simulation in asymmetric specimens using bond-based per...Unguided crack growth simulation in asymmetric specimens using bond-based per...
Unguided crack growth simulation in asymmetric specimens using bond-based per...
IRJET Journal
 
USING FINITE ELEMENT METHOD FOR ANALYSIS OF SINGLE AND MULTICELL BOX GIRDER B...
USING FINITE ELEMENT METHOD FOR ANALYSIS OF SINGLE AND MULTICELL BOX GIRDER B...USING FINITE ELEMENT METHOD FOR ANALYSIS OF SINGLE AND MULTICELL BOX GIRDER B...
USING FINITE ELEMENT METHOD FOR ANALYSIS OF SINGLE AND MULTICELL BOX GIRDER B...
IRJET Journal
 
Alternative Method for Determining the Elastic Modulus of Concrete
Alternative Method for Determining the Elastic Modulus of ConcreteAlternative Method for Determining the Elastic Modulus of Concrete
Alternative Method for Determining the Elastic Modulus of Concrete
IJERA Editor
 
D012122229
D012122229D012122229
D012122229
IOSR Journals
 
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
IOSR Journals
 
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
IOSR Journals
 

Similar to Crack Investigation of Rotating Cantilever Beam by Fractal Dimension Analysis (20)

IRJET- A Fault Diagnosis in Aluminium Honeycomb Structure using Vibration Tec...
IRJET- A Fault Diagnosis in Aluminium Honeycomb Structure using Vibration Tec...IRJET- A Fault Diagnosis in Aluminium Honeycomb Structure using Vibration Tec...
IRJET- A Fault Diagnosis in Aluminium Honeycomb Structure using Vibration Tec...
 
Study on Effect of Crack Inclination and Location on Natural Frequency for In...
Study on Effect of Crack Inclination and Location on Natural Frequency for In...Study on Effect of Crack Inclination and Location on Natural Frequency for In...
Study on Effect of Crack Inclination and Location on Natural Frequency for In...
 
Damage Identification of Bridge Model by using Natural Frequency
Damage Identification of Bridge Model by using Natural FrequencyDamage Identification of Bridge Model by using Natural Frequency
Damage Identification of Bridge Model by using Natural Frequency
 
Simplified approach to consider cracking effect on the behavior of laterally ...
Simplified approach to consider cracking effect on the behavior of laterally ...Simplified approach to consider cracking effect on the behavior of laterally ...
Simplified approach to consider cracking effect on the behavior of laterally ...
 
A Review on Detection of Cracks Present in Composite Cantilever Beam by using...
A Review on Detection of Cracks Present in Composite Cantilever Beam by using...A Review on Detection of Cracks Present in Composite Cantilever Beam by using...
A Review on Detection of Cracks Present in Composite Cantilever Beam by using...
 
Vibration analysis of a cantilever beam with crack depth and crack location e...
Vibration analysis of a cantilever beam with crack depth and crack location e...Vibration analysis of a cantilever beam with crack depth and crack location e...
Vibration analysis of a cantilever beam with crack depth and crack location e...
 
IJREI- Vibration Analysis of a Cantilever beam with Crack depth and Crack Loc...
IJREI- Vibration Analysis of a Cantilever beam with Crack depth and Crack Loc...IJREI- Vibration Analysis of a Cantilever beam with Crack depth and Crack Loc...
IJREI- Vibration Analysis of a Cantilever beam with Crack depth and Crack Loc...
 
F04401039050
F04401039050F04401039050
F04401039050
 
Probabilistic Design of Hollow Circular Composite Structure by using Finite E...
Probabilistic Design of Hollow Circular Composite Structure by using Finite E...Probabilistic Design of Hollow Circular Composite Structure by using Finite E...
Probabilistic Design of Hollow Circular Composite Structure by using Finite E...
 
Image processing techniques applied for pitting corrosion analysis
Image processing techniques applied for pitting corrosion analysisImage processing techniques applied for pitting corrosion analysis
Image processing techniques applied for pitting corrosion analysis
 
Damage detection in cfrp plates by means of numerical modeling of lamb waves ...
Damage detection in cfrp plates by means of numerical modeling of lamb waves ...Damage detection in cfrp plates by means of numerical modeling of lamb waves ...
Damage detection in cfrp plates by means of numerical modeling of lamb waves ...
 
Image processing techniques applied for pitting
Image processing techniques applied for pittingImage processing techniques applied for pitting
Image processing techniques applied for pitting
 
20320140503039
2032014050303920320140503039
20320140503039
 
Probabilistic Design Hollow of Airfoil Wing by Using Finite Element Method
Probabilistic Design Hollow of Airfoil Wing by Using Finite Element MethodProbabilistic Design Hollow of Airfoil Wing by Using Finite Element Method
Probabilistic Design Hollow of Airfoil Wing by Using Finite Element Method
 
Unguided crack growth simulation in asymmetric specimens using bond-based per...
Unguided crack growth simulation in asymmetric specimens using bond-based per...Unguided crack growth simulation in asymmetric specimens using bond-based per...
Unguided crack growth simulation in asymmetric specimens using bond-based per...
 
USING FINITE ELEMENT METHOD FOR ANALYSIS OF SINGLE AND MULTICELL BOX GIRDER B...
USING FINITE ELEMENT METHOD FOR ANALYSIS OF SINGLE AND MULTICELL BOX GIRDER B...USING FINITE ELEMENT METHOD FOR ANALYSIS OF SINGLE AND MULTICELL BOX GIRDER B...
USING FINITE ELEMENT METHOD FOR ANALYSIS OF SINGLE AND MULTICELL BOX GIRDER B...
 
Alternative Method for Determining the Elastic Modulus of Concrete
Alternative Method for Determining the Elastic Modulus of ConcreteAlternative Method for Determining the Elastic Modulus of Concrete
Alternative Method for Determining the Elastic Modulus of Concrete
 
D012122229
D012122229D012122229
D012122229
 
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
 
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang ...
 

Recently uploaded

Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdfHybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
fxintegritypublishin
 
Architectural Portfolio Sean Lockwood
Architectural Portfolio Sean LockwoodArchitectural Portfolio Sean Lockwood
Architectural Portfolio Sean Lockwood
seandesed
 
ethical hacking-mobile hacking methods.ppt
ethical hacking-mobile hacking methods.pptethical hacking-mobile hacking methods.ppt
ethical hacking-mobile hacking methods.ppt
Jayaprasanna4
 
ethical hacking in wireless-hacking1.ppt
ethical hacking in wireless-hacking1.pptethical hacking in wireless-hacking1.ppt
ethical hacking in wireless-hacking1.ppt
Jayaprasanna4
 
Governing Equations for Fundamental Aerodynamics_Anderson2010.pdf
Governing Equations for Fundamental Aerodynamics_Anderson2010.pdfGoverning Equations for Fundamental Aerodynamics_Anderson2010.pdf
Governing Equations for Fundamental Aerodynamics_Anderson2010.pdf
WENKENLI1
 
Railway Signalling Principles Edition 3.pdf
Railway Signalling Principles Edition 3.pdfRailway Signalling Principles Edition 3.pdf
Railway Signalling Principles Edition 3.pdf
TeeVichai
 
Immunizing Image Classifiers Against Localized Adversary Attacks
Immunizing Image Classifiers Against Localized Adversary AttacksImmunizing Image Classifiers Against Localized Adversary Attacks
Immunizing Image Classifiers Against Localized Adversary Attacks
gerogepatton
 
Water Industry Process Automation and Control Monthly - May 2024.pdf
Water Industry Process Automation and Control Monthly - May 2024.pdfWater Industry Process Automation and Control Monthly - May 2024.pdf
Water Industry Process Automation and Control Monthly - May 2024.pdf
Water Industry Process Automation & Control
 
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&BDesign and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Sreedhar Chowdam
 
AP LAB PPT.pdf ap lab ppt no title specific
AP LAB PPT.pdf ap lab ppt no title specificAP LAB PPT.pdf ap lab ppt no title specific
AP LAB PPT.pdf ap lab ppt no title specific
BrazilAccount1
 
J.Yang, ICLR 2024, MLILAB, KAIST AI.pdf
J.Yang,  ICLR 2024, MLILAB, KAIST AI.pdfJ.Yang,  ICLR 2024, MLILAB, KAIST AI.pdf
J.Yang, ICLR 2024, MLILAB, KAIST AI.pdf
MLILAB
 
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
obonagu
 
Runway Orientation Based on the Wind Rose Diagram.pptx
Runway Orientation Based on the Wind Rose Diagram.pptxRunway Orientation Based on the Wind Rose Diagram.pptx
Runway Orientation Based on the Wind Rose Diagram.pptx
SupreethSP4
 
Planning Of Procurement o different goods and services
Planning Of Procurement o different goods and servicesPlanning Of Procurement o different goods and services
Planning Of Procurement o different goods and services
JoytuBarua2
 
The role of big data in decision making.
The role of big data in decision making.The role of big data in decision making.
The role of big data in decision making.
ankuprajapati0525
 
Hierarchical Digital Twin of a Naval Power System
Hierarchical Digital Twin of a Naval Power SystemHierarchical Digital Twin of a Naval Power System
Hierarchical Digital Twin of a Naval Power System
Kerry Sado
 
road safety engineering r s e unit 3.pdf
road safety engineering  r s e unit 3.pdfroad safety engineering  r s e unit 3.pdf
road safety engineering r s e unit 3.pdf
VENKATESHvenky89705
 
Fundamentals of Electric Drives and its applications.pptx
Fundamentals of Electric Drives and its applications.pptxFundamentals of Electric Drives and its applications.pptx
Fundamentals of Electric Drives and its applications.pptx
manasideore6
 
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdfTop 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
Teleport Manpower Consultant
 
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单专业办理
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单专业办理一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单专业办理
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单专业办理
zwunae
 

Recently uploaded (20)

Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdfHybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
 
Architectural Portfolio Sean Lockwood
Architectural Portfolio Sean LockwoodArchitectural Portfolio Sean Lockwood
Architectural Portfolio Sean Lockwood
 
ethical hacking-mobile hacking methods.ppt
ethical hacking-mobile hacking methods.pptethical hacking-mobile hacking methods.ppt
ethical hacking-mobile hacking methods.ppt
 
ethical hacking in wireless-hacking1.ppt
ethical hacking in wireless-hacking1.pptethical hacking in wireless-hacking1.ppt
ethical hacking in wireless-hacking1.ppt
 
Governing Equations for Fundamental Aerodynamics_Anderson2010.pdf
Governing Equations for Fundamental Aerodynamics_Anderson2010.pdfGoverning Equations for Fundamental Aerodynamics_Anderson2010.pdf
Governing Equations for Fundamental Aerodynamics_Anderson2010.pdf
 
Railway Signalling Principles Edition 3.pdf
Railway Signalling Principles Edition 3.pdfRailway Signalling Principles Edition 3.pdf
Railway Signalling Principles Edition 3.pdf
 
Immunizing Image Classifiers Against Localized Adversary Attacks
Immunizing Image Classifiers Against Localized Adversary AttacksImmunizing Image Classifiers Against Localized Adversary Attacks
Immunizing Image Classifiers Against Localized Adversary Attacks
 
Water Industry Process Automation and Control Monthly - May 2024.pdf
Water Industry Process Automation and Control Monthly - May 2024.pdfWater Industry Process Automation and Control Monthly - May 2024.pdf
Water Industry Process Automation and Control Monthly - May 2024.pdf
 
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&BDesign and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
 
AP LAB PPT.pdf ap lab ppt no title specific
AP LAB PPT.pdf ap lab ppt no title specificAP LAB PPT.pdf ap lab ppt no title specific
AP LAB PPT.pdf ap lab ppt no title specific
 
J.Yang, ICLR 2024, MLILAB, KAIST AI.pdf
J.Yang,  ICLR 2024, MLILAB, KAIST AI.pdfJ.Yang,  ICLR 2024, MLILAB, KAIST AI.pdf
J.Yang, ICLR 2024, MLILAB, KAIST AI.pdf
 
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
 
Runway Orientation Based on the Wind Rose Diagram.pptx
Runway Orientation Based on the Wind Rose Diagram.pptxRunway Orientation Based on the Wind Rose Diagram.pptx
Runway Orientation Based on the Wind Rose Diagram.pptx
 
Planning Of Procurement o different goods and services
Planning Of Procurement o different goods and servicesPlanning Of Procurement o different goods and services
Planning Of Procurement o different goods and services
 
The role of big data in decision making.
The role of big data in decision making.The role of big data in decision making.
The role of big data in decision making.
 
Hierarchical Digital Twin of a Naval Power System
Hierarchical Digital Twin of a Naval Power SystemHierarchical Digital Twin of a Naval Power System
Hierarchical Digital Twin of a Naval Power System
 
road safety engineering r s e unit 3.pdf
road safety engineering  r s e unit 3.pdfroad safety engineering  r s e unit 3.pdf
road safety engineering r s e unit 3.pdf
 
Fundamentals of Electric Drives and its applications.pptx
Fundamentals of Electric Drives and its applications.pptxFundamentals of Electric Drives and its applications.pptx
Fundamentals of Electric Drives and its applications.pptx
 
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdfTop 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
 
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单专业办理
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单专业办理一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单专业办理
一比一原版(IIT毕业证)伊利诺伊理工大学毕业证成绩单专业办理
 

Crack Investigation of Rotating Cantilever Beam by Fractal Dimension Analysis

  • 1. Procedia Technology 14 (2014) 188 – 195 2212-0173 © 2014 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/3.0/). Peer-review under responsibility of the Organizing Committee of ICIAME 2014. doi:10.1016/j.protcy.2014.08.025 Available online at www.sciencedirect.com ScienceDirect 2nd International Conference on Innovations in Automation and Mechatronics Engineering, ICIAME 2014 Crack Investigation of Rotating Cantilever Beam by Fractal Dimension Analysis Amit Banerjee*, G Pohit Department of Mechanical Engineering, Jadavpur University, Kolkata -700032, India Abstract Cracks reduce the service life of structures. A crack in a structural member introduces local flexibility that would affect vibration response of the structure. Both the mode shape and frequency change significantly due to the presence of crack. The objective of this paper is to obtain information about the location and depth of transverse open multiple cracks in a rotating cantilever beams. Vibration parameter in the form of mode shape of damaged rotating beam is obtained using finite element simulation. Using fractal dimension of mode shape profile, damage is detected. It is also shown that this method can produce satisfactory results with some limitation based on profile. © 2014 The Authors. Published by Elsevier Ltd. Selection and/or peer-review under responsibility of the Organizing Committee of ICIAME 2014. Keywords: Crack detection; Mode shape; Rotating cantilever beam; ANSYS; Irregularity profile; Fractal dimension; 1. Introduction It is essential that structures must carry out its duty throughout its service life. Beam type structures are being commonly used in steel construction and machinery industries. Rotating beams plays an important role in the design of various engineering systems such as turbo machinery, wind turbines, robotic manipulators and helicopter blades. * Corresponding author. Tel.: +91- 9903253202; E-mail address: mr.amit_banerjee@yahoo.com © 2014 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/3.0/). Peer-review under responsibility of the Organizing Committee of ICIAME 2014.
  • 2. 189Amit Banerjee and G. Pohit / Procedia Technology 14 (2014) 188 – 195 However, crack, if present, in structures may threaten its performance to a great extent. It may even cause catastrophic failures of a structure. This is even more true for rotating blade which may be assumed to be a rotating cantilever beam. For this reason, methods allowing early detection and localization of cracks have been the subject of intensive investigation during the last two decades. As a result, a variety of analytical, numerical and experimental investigations now exist. The vibration-based damage detection is an effective method due to its simplicity of implementation and ability of acquiring both the global and local information of structure. Douka et al. [1] presented a simple method for crack identification in beam structures based on wavelet analysis. The fundamental vibration mode of a cracked cantilever beam was analyzed using continuous wavelet transform and both the location and size of the crack were estimated. Nahvi and Jabbari [2] have developed an analytical, as well as experimental approach for crack detection in cantilever beams by vibration analysis. Loutridis et al. [3] proposed a new methodology for crack detection in beam based on instantaneous frequency and empirical mode decomposition. Douka et al. [4] presented crack identification in beam structures based on fractal dimension analysis. Lestari and Qiao [5] adopted the method of debonding and core cursing in composite honeycomb sandwich beams to evaluate the location and relative size of cracks in beams. Pennacchi et al. [6] presented a model-based transverse crack identification method in rotating shaft suitable for industrial machineries. The free and forced vibration analysis of a cracked beam was studied by Orhan Sadettin [7] in order to locate the crack in a cantilever beam. Single and two edge cracks were evaluated. Zong and Oyadiji [8] proposed a new approach for damage detection in beam-like structures with small cracks without baseline modal parameters. Jiang et al. [9] stated a new method for crack detection in beams using the slop of mode shape. Bai et al. [10] used fractal dimension analysis of higher order mode shape for damage identification of beam structures. From the literature review, it is evident much work has not been carried out for crack detection of rotating beams. In the present paper, an attempt has been made to detect the presence of a crack in rotating cantilever beam, and determine its location and size, based on fractal dimension analysis. First modal analyses are performed with help of ANSYS software. Subsequently, change in mode shape corresponding to the change in crack depth and location are evaluated for crack detection by fractal dimension (FD) analysis. 2. Methodology 2.1. Finite element analysis In the following section FEM is analysed for vibration analysis of a cantilever-cracked beam Fig. 1 View of a crack beam element subjected to axial and bending forces The relationship between the displacement and the forces can be expressed as ovl j i j j i jC U U U . (1) where uj ui = effective linear displacement due to the application of axial force Uj and Ui and j i = effective angular displacement due to the application of bending moment Øj and Øi . The overall flexibility
  • 3. 190 Amit Banerjee and G. Pohit / Procedia Technology 14 (2014) 188 – 195 matrix Covl can be expressed as 11 12 ovl 21 22 C C C C C (2) where C11 = deflection in direction 1 due to load in direction 1; C12 = deflection in direction 1 due to load in direction 2 = C21; and C22 = deflection in direction 2 due to load in direction 2. The displacement vector in equation (1) is due to the crack. The forces acting on the beam element for FEM analysis are shown in Fig. 1. Under this system, the flexibility matrix Cintact of the intact beam element can be expressed as j i j int act j i j u u U C . (3) int act Le 0 EAC Le 0 EI (4) The displacement vector in equation (3) is for the intact beam. The total flexibility matrix Ctot of the cracked beam element can now be obtained by 11 12 tot intact ovl 21 22 Le C C EAC C C Le C C EI (5) Through the equilibrium conditions, the stiffness matrix KC of a cracked beam element can be obtained 1 T C totK DC D (6) Where D is the transformation matrix and expressed as 1 0 0 1 D 1 0 0 1 (7) The results of the FEA for the first three mode shapes of the cracked beam are applied for FD analysis. Free vibration analysis of a cracked rotating cantilever beam (Fig. 2) is carried out using ANSYS 13. The material properties of the beam are shown in Table 1. A beam model with three dimensional V-shapes edge crack is created as shown in Fig. 3. A 20-node three dimension structural solid element (SOLID 186) is selected to model the beam. The crack is modeled with a 1 mm width on the top surface of the beam. Left end of the beam is placed 50 mm from global origin in X direction. Rotational conditions are modeled in ANSYS by applying angular velocity about Y axis at global origin. The Block Lanczos mode extraction method is used to calculate the natural frequencies and corresponding mode shapes of the beam. The first, second and third mode shapes corresponding to various crack locations and depths corresponding to different rotational speed are obtained. The first three mode shapes for transverse vibration of cracked beams are plotted in Fig. 4 for subsequent application of fractal dimension technique for crack detection.
  • 4. 191Amit Banerjee and G. Pohit / Procedia Technology 14 (2014) 188 – 195 Table 1 Material and Geometrical Property Density (Kg/m3 ) Poisson Ratio Elasticity Modulus (GPa) Length (mm) Thickness (mm) Depth (mm) Distance of fixed end from rotational axis (mm) 2700 0.33 69 500 15 10 50 Fig. 2 Rotating cantilever beam Fig. 3. Finite element modelling of the cracked beam Fig. 4. The first three mode shapes of cracked beams for rotational speed 100 rad/s 2.2 Fractal Dimension (FD) method Fractal Dimension (FD) has become an efficient tool to extract damage information from mode shapes data. Damage induces changes in the dynamic properties of a structure causing irregularity of local mode shape. This irregularity produces abrupt peak composed of high-magnitude estimates of FD, with the position and magnitude of the peak indicating the location and severity of the damage in a quantitative manner. Among the various waveforms of fractal dimensions available, the Katz’s fractal dimension is used as a quantitative measure of the local variation of geometry complexity of the mode shape in the space domain, due to its easy and simple implementation. The Fractal Dimension ((D) of a curve may be defined as 10 10 log ( L ) D log ( d ) (8) where L is the length of the curve or sum of distances between successive points and d is the diameter estimated as the distance between the first point of the sequence and the point of the sequence that provides the furthest distance. Mathematically, N 1 i 1 L dist(i,i 1) (9) d max.distance(1,i ) (10)
  • 5. 192 Amit Banerjee and G. Pohit / Procedia Technology 14 (2014) 188 – 195 The FD computed in this manner depends on the measurement unit used. If the unit is different then the magnitude of FD differs. Katz’s approach solved this problem by dividing the length by average step or average distance between the successive points, a . Therefore, normalization results in 10 10 log ( L / a ) D log ( d / a ) (11) If n is defined as the number of steps in the curve, then n = L/ a . The equation (4) may be written as 10 10 10 log (n) D log ( d / L ) Log ( n ) (12) FD analysis has become a growing tool for detecting damage. The sharp peak of the FD curve indicates irregularity at that point or in other words, the location of the damage. However, when the second and third mode shapes are considered for damage detection, the above FD approach may give some misleading peak information in the location of maximum and minimum point of a curve profile. To overcome this deficiency, some adjustment is applied on the FD method. Values of abscissa of all points in detecting mode shape curve are multiplied by same scale factor. The method is expressed as * i ix sx * i ix sx (13) where * ix * ix is the new i th sampling abscissa and s is the scale factor. In the present investigation, FD analysis is carried out on mode shape obtained from the FEM analysis of vibrating rotating beam. 3. Result and discussion 3.1 Finite element result Free vibration finite element analysis is carried out on a series of cracked beams. The depth of the crack is varied from 1mm to 5 mm with different location starting from 50 mm to 450 mm from fixed end. Four different rotational speed 50 rad/s, 100 rad/s, and 200 rad/s of beam are considered for the analysis. A few mode shape plots are shown in Fig. 4. 3.2. Identification of crack by fractal dimension (FD) analysis 3.2.1 FD analysis in different resolution FD analysis is performed on the first mode shape of a rotating beam in three different resolutions, namely, 20, 2 and 1 meaning 20 sampling point per cm, 2 sampling point per cm and 1 sampling point per cm. respectively. Beam is rotated at 100 rad/s speed. Corresponding to three resolutions, modal displacement data are sampled from the top surface of beam at a distance interval of 0.5 mm, 5mm and 10 mm of the cracked beam having crack of depth 3mm at a distance 50 mm from fixed end. It has been observed from Figure 5 that better result is obtained when the analysis is done in higher resolution (20) with scale factor 1. 3.2.2 Identification of crack different location by FD analysis An attempt is also made to determine the efficacy of the technique for the detection of the presence of multiple cracks in a rotating beam. A rotating beam having two identical cracks of depth 3mm at a distance of 250 mm and 450 mm from fixed end is taken for the analysis. Rotational speed of the beam is taken as 100 rad/s. As before, first mode shape is used for FD analysis with resolution 20. From Fig. 6 (a) it is evident that there is a crack at a distance of 250 mm from fixed end. However, no crack is observed at a distance of 450 mm from fixed end [Fig. 6 (b)]. In order to overcome this difficulty, instead of first mode shape, second and third mode shape of the rotating beam are used for FD analysis with resolution 20 and scale factor 1.
  • 6. 193Amit Banerjee and G. Pohit / Procedia Technology 14 (2014) 188 – 195 a b c Fig. 5. FD plot for same crack beam with different resolution (a) resolution = 20; (b) resolution =2 ;(c) resolution =1 a b Fig. 6. FD plot at two locations (a) 250 mm from fixed end; (b) 450 mm from fixed end a b Fig. 7. FD plot at two locations with s=1 (a) second mode shape; (b) third mode shape Figures 7(a) and 7(b) show the results. But there is no evidence of crack at location 450 mm from fixed end. On the contrary, a few misleading peaks are observed in the FD plot in the location of maximum and minimum point of the curve profile. When scale factor is increased to10 distinct peaks are observed at 450 mm (Figure 8). It is also evident from the result that better results are obtained when FD analysis is performed on second and third mode shapes but no evidence of crack in case of first mode shape (Figure 8a). 3.2.3 FD analysis with different crack depth at same location Investigation is also made with different crack depth. Accordingly, four cracked beam are taken having 2 mm, 4 mm and 5 mm crack depth at crack location of 50 mm from fixed end. Rotational speed of the beam is kept at 100
  • 7. 194 Amit Banerjee and G. Pohit / Procedia Technology 14 (2014) 188 – 195 rad/s. based on the previous observation, third mode shape is taken as input of FD analysis for subsequent analysis. FD analysis result is shown in Figure 9. Result shows that estimated value of FD is increasing with the increase in crack depth. a b c Fig. 8. FD plot at crack locations 450 mm from fixed end with scale factor =10 (a) first mode shape (b) second mode shape; (c) third mode shape 3.2.4 FD analysis for different rotating speed of same cracked beam A cracked beam is taken with 5 mm crack depth at crack location 50 mm from fixed end. Now the beam is allowed to rotate in three different speeds, namely, 50 rad/s, 150 rad/s, and 200 rad/s. FD analysis is carried out on the third mode shape of the rotating beam with scale factor 10 and resolution 20. Figure 10 shows that values of maximum coefficient are nearly equal for all the rotating speeds. 3.2.5 FD analysis for beam with multiple cracks Lastly, investigation is carried out for a rotating (100 rad/s) cantilever beam with three cracks. Locations of cracks are 50 mm (near fixed end), 250 mm (at middle) and 450 mm (near free end) from the fixed end. The crack depth is 3 mm depth for all cases. Both second and third mode shapes results are used for FD analysis. Result shows (Figure 11) that in case of second mode shape estimated value of FD is more corresponding to crack position at middle position whereas FD is so small corresponding to crack position near free end that crack at this position is undetected. However, for third mode shape estimated value of FD is more corresponding to crack position near fixed end and free end while value of FD at the middle position is negligible. Therefore, in order to detect the crack properly, results of both modes are to be considered otherwise there could be a chance of omission. a b c Fig. 9. FD plot for different depth crack with s=10 (a) 2 mm; (b) 4 mm; (c) 5 mm 4. Conclusion The dynamic behaviour of beam structure undergoes changes in presence of crack. Using these characteristics of a vibrating beam, a new technique, Fractal Dimension Analysis, has been employed for identification of crack in a
  • 8. 195Amit Banerjee and G. Pohit / Procedia Technology 14 (2014) 188 – 195 rotating cantilever beam. From the results, it is evident that FD analysis can be used for detection of crack location and its depth from the deformation profiles of the rotating mode shapes. The inaccuracy in input signal may produce the noise during data processing leading to misleading or false reporting of damage in beam. It is shown that higher resolution may be employed as possible measures for noise reduction. In some cases, it is better to apply FD on more than one mode for meaningful detection of multiple cracks in a rotating beam. a b c Fig. 10. FD plot for cracked beam at crack location 50 mm from fixed end with 5 mm crack depth for different rotational speed (a) 50 rad/s; (b)150 rad/s; (c) 200 rad/s a b Fig. 11. CWT plot of triple cracked beam with 3 mm crack depth (a) second mode shape; (b) third mode shape References [1] Douka E, Loutridis S, Trochidis A. Crack identi . International Journal of Solids and Structures 2003; 40: 3557–3569. [2] Nahvi H, Jabbari M. Crack detection in beams using experimental modal data and finite element model. International Journal of Mechanical Science 2005; 47: 1477-1497. [3] Loutridis S, Douka E, Hadjileontiadis LJ. Forced vibration behaviour and crack detection of cracked beams using instantaneous frequency. NDT&E International 2005; 38: 411-419. [4] Hadjileontiadis LJ, Douka E, Trochidis A. Fractal dimension analysis for crack identi beam structures. Mechanical Systems and Signal Processing 2005; 19: 659–674. [5] Qiao P, Lu K, Lestari W, Wang J. Curvature mode shape-based damage detection in composite laminated plates. Composite Structures 2007; 80: 409–428. [6] Pennacchi P, Bachschmid N, Vania A. A model-based identi rotating shafts suitable for industrial machines. Mechanical Systems and Signal Processing 2006; 20: 2112–2147. [7] Orhan S. Analysis o free and forced vibration of a cracked cantilever beam. NDT&E International 2007; 40: 443-450. [8] Zhong S, Oyadiji SO. Detection of crack in simply-supported beams by continuous wavelet transform of reconstructed modal data. Computer and Structures 2011; 89: 127-148. [9] Jiang X, Ma ZJ. Crack Detection from the Slope of the Mode Shape Using Complex Continuous Wavelet Transform. Computer-Aided Civil and Infrastructure Engineering 2012;27:187-201. [10] Bai R,Cao M,Su Z, Ostachowicz W, Xu H. Fractal Dimension Analysis of Higher-Order Mode Shapes for Damage Identi Structures. Mathematical Problems in Engineering. Hindawi Publishing Corporation; 2012