SlideShare a Scribd company logo
1 of 8
Download to read offline
IOSR Journal of Mechanical and Civil Engineering (IOSR-JMCE)
e-ISSN: 2278-1684,p-ISSN: 2320-334X, Volume 12, Issue 1 Ver. II (Jan- Feb. 2015), PP 22-29
www.iosrjournals.org
DOI: 10.9790/1684-12122229 www.iosrjournals.org 22 | Page
Crack Detection for Various Loading Conditions in Beam Using
Hilbert – Huang Transform
Mangesh Dilip Ratolikar, M Chandra Sekhar Reddy, T Ravi Theja,
Chintapatla Siddhartha
Department of Mechanical Engineering, College of Engineering, Osmania University, Hyderabad 500 007,
India
Abstract: This paper presents a comprehensive investigation on vibrations of cracked beam structures and
methodology for crack identification. Here the crack is modelled as transverse crack using mass-less rotational
spring and it is assembled with the other discretized elements using FEM techniques. Using this model,
vibration analysis of simply supported, fixed-fixed, free-free and cantilever solid rectangular beams, withcrack
is carried out. The fundamental vibration modes of damaged beam are analyzed using Hilbert-Huang transform
(HHT). The location of crack is determined by the sudden changes in the spatial variation of the transformed
response. The results in the simulation mode and experiments show that HHT appears to be a more effective
tool for the analysis. The proposed technique is validated both analytically and experimentally thus the results
shown have a good agreement with the established model.
Keywords: Crack Detection, Beam, FEM, Hilbert- Huang Transform (HHT), structural health monitoring
(SHM).
I. Introduction
Damage in engineering systems is defined as intentional or unintentional changes to the material and
geometric properties of these systems, including changes to the boundary conditions and system connectivity,
which adversely affect the current and future performance of that system.Engineering structures deteriorate due
to wear. The occurrence of damage in a structure produces changes in its global dynamic characteristics such as
its natural frequencies, mode shapes, modal damping, modal participation factors, impulse response and
frequency response functions thereby weakening the structural strength.
During the last decades vibration based damage detection methods have attracted utmost attention due
to their simplicity for implementation. Structural damage identification using dynamic parameters of the
structure has become an important research area.M. Bezhad et al. [1] in their paper presented a simple method
for crack detection of multiple edge cracks in Euler – Bernouli beams having two different types of cracks based
on energy equations. Crack were modelled as a massless rotational springs using Linear Elastic Fracture
Mechanics. X. B. Lu et al. [2] introduced a two-step approach based on mode shape curvature and response
sensitivity analysis for crack identification in beam structure. The difference between the mode shape curvature
of cracked beam before and after crack determines crack location. A. P. Adewuyi et al. [3] analyzed
performance evaluation for practical civil structural health monitoring by using displacement modes from
accelerometers and long gauge distributed strain measurements through computer simulation and experimental
investigation. P. F. Rizo et al. [4] described about the measurement of flexural vibrations of a cantilever beam
with rectangular cross section having a transverse surface crack extending uniformly along the width of the
beam to relate the measured vibration modes to the crack location and depth. M. Cao et al. [5] studied
fundamental mode shape and static deflection for damage identification in cantilever beams. The results
proposed provides a theoretical basis for optimal use for damage identification in cantilever beams.
The dynamic responses of the system are used for crack prediction. D. Guo et al. [6] discussed startup
transient response of a rotor with a propagating transverse crack using Hilbert-Huang transform. The rotor with
a growing crack was modelled by finite element method. The rotating frequency vibration components were
studied when they reached peak and decayed during startup process. The demonstration of HHT in unsteady
transient case gave an idea of HHT and its limits. T. R. Babu et al. [7] analyzed Hilbert-Huang transform being
applied to transient response of a cracked rotor. They found HHT comparatively better than continuous wavelet
transform and fast Fourier transform. B. Li et al. [8] developed the novel crack identification method, HHT and
its algorithm. The validity of mentioned method was confirmed with an experiment. The conclusion was quite
helpful in carrying this research work. N. E. Huang, S. S. P. Shen [9] in their book explained the evolution of
HHT and the algorithm for the transform. The development of HHT and procedure of applying the transform to
any data was found by the author himself, N. E. Huang.
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform
DOI: 10.9790/1684-12122229 www.iosrjournals.org 23 | Page
In the current research, a number of research papers published till now have been studied, reviewed,
and analyzed. It is felt that, the results presented by the researchers have not been utilized so far in a systematic
way for engineering applications and much work is not done so far using Hilbert-Huang transform. A systematic
attempt has been made in the present study to investigate the dynamic behavior of cracked beam structure using
finite element analysis and experimental investigation for damage identification of cracked structure.
II. Crack - Model and Theory
2.1 Finite element model for single-cracked beam and damage detection algorithm
Beam is one of the most commonly used structural elements. It is a major part of many types of
construction projects, be they residential, commercial or public buildings, bridges, and factories. It has also been
observed that the presence of cracks in machine elements like beams also lead to operational problem as well as
premature failure. A beam is a means of transferring energy; therefore any type of failure in one, such as fatigue
cracks, causes serious damage to the system. The damage may lead to plant shutdown and great financial loss.
Existence of structural damage in structural elements like beams and shafts leads to the modification of the
vibration modes. Thus, an analysis of periodical frequency measurements can be used to monitor the structural
condition. Since frequency measurements can be acquired at least cost and are reliable, the approach could
provide an inexpensive structural assessment technique.
Considering the crack as a significant form of damage, its modeling is an important step in studying the
behavior of damaged structure. Knowing the effect of crack on stiffness, a beam or shaft can be modeled using
either Euler-Bernoulli or Timoshenko beam theories. The beam boundary conditions are used along with the
crack compatibility relations to derive the characteristic equation. Using finite element technique beam was
modelled in MATLAB®
. Following parameters were used density, Young’s modulus, length of beam, area and
moment of inertia to compute element stiffness matrix and element mass matrix.
[k]e
= (E*I)/le3
[12 6le -12 6le;
6le 4le2
-6le 2le2
;
-12 -6le 12 -6le;
6le 2le2
-6le 4le2
];
[m]e
= (ρ *A*le)/420[156 22le 54 -13le;
22le 4le2
13le -3le2
;
54 13le 156 -22le;
-13le -3le2
-22le 4le2
];
where, ‘k’ is element stiffness matrix, ‘E’ is Young’s modulus, ‘I’ is moment of inertia, ‘le’ is element length,
‘A’ is area of cross section, ‘ρ’ represents density of material and ‘e’ represents the element number.
Hereafter, the crack is taken into consideration while assembling the global stiffness matrix. A massless
spring was designed as an equivalent of crack [10]. The stiffness matrix of spring is considered according to one
rule, if the crack is considered at the end of one element or taken at the starting of successive element, based
upon the occurrence appropriate variables are assigned ‘ejA’ or ‘ekA’. ‘ejA’ is presumed if the crack is
considered at the end of the beam and ‘ekA’ is presumed if the crack is modelled at the beginning of succeeding
beam, in case of single crack, as only one crack exists, if either of the variable is assigned some value other is
taken as zero. Next, ‘factrA = 2*E*I/(le^3*(1 + 4*ejA + 4*ekA + 12*ejA*ekA))’ is computed, it is considered
separately in order to avoid confusion in matrix assembling. Other variables are calculated based on the value of
‘ejA’ and ‘ekA’, those are mentioned below:
ej1=1+ejA; ej2=1+2*ejA; ej3=1+3*ejA;
ek1=1+ekA; ek2=1+2*ekA; ek3=1+3*ekA;
ejkA=1+ejA+ekA;
k=factrA [ 6*ejkA 3*le*ek2 -6*ejkA 3*le*ej2
3*le*ek2 2*le^2*ek3 -3*le*ek2 le^2
-6*ejkA -3*le*ek2 6*ejkA -3*le*ej2
3*le*ej2 le^2 -3*le*ej2 2*le^2*ej3 ];
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform
DOI: 10.9790/1684-12122229 www.iosrjournals.org 24 | Page
Figure 1: model for single crack
(where, ‘W’ is the width of the beam, ‘l1’ is the distance of crack from one end and ‘k1’ is the stiffness of the
spring assumed)
The element stiffness matrix is later assembled into global stiffness matrix according to the order of
elements discretized. In broad-spectrum the value of damping that is considered for general purpose
computation was considered in this case as well, damping coefficient was assumed as 0.01 N-S/m. Then the
final equation is assembled as 𝐦𝐱 + 𝐜𝐱 + 𝐤𝐱 = 𝐅𝐬𝐢𝐧(𝛚𝐭)
The equation thus obtained is of higher order and becomes a herculean task to solve a modestly large
matrix. Thus, according to the type of support conditions applied to the beam, equivalent boundary conditions
are imposed. For diverse supporting condition different type of boundary conditions are applicable.
Here, ‘V’ represents the vertical displacement and ‘θ’ represents rotation, both are combined and represented as
nodal displacement vector. Thus, in case of boundary condition either of the term is chosen accordingly to solve
the equation. The type of constraints applied are as follows:
Free – free: no constraint at any node. The beam can rotate and displace freely.
Fixed – free: both displacement and rotation are zero at fixed node. V1=0 and θ1=0.
Fixed –fixed: both displacement and rotation at first and last node are zero.V1=0 and θ1=0 and V2=0 and
θ2=0
Simple supported: Displacement at initial node is zero and rotation at last node is zero. V1=0 and θ2=0
From the above formulation, the matrix size gets bigger and bigger once the user chooses high number
of elements, thereby, integration becomes time consuming when the bandwidth of the matrices becomes large.
To improve the computational efficiency, the governing differential equation is transformed into a convenient
form by mode superposition method, thereby reducing the bandwidth of the matrix. The differential equations
gets decoupled from each other and each of the differential equation is of the second order (linear) and hence it
is easy to get their solutions in the closed form.
From the governing differential equation given by,
M 𝐱 + 𝐂 𝐱 + [𝐊]𝐱 = 𝐅𝐬𝐢𝐧(𝛚𝐭) ------ 1
{where [M] is mass matrix, [C] is damping matrix and [K] is global stiffness matrix of size n x n.}
if [u] = [X][p] -----
- 2
{where [X] is matrix of size n x m of the first m eigen vector (m<<n) and [p] is a generalized displacement
vector of size m x 1.}
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform
DOI: 10.9790/1684-12122229 www.iosrjournals.org 25 | Page
then, substituting equation 2 in equation 1 and pre-multiplying with [X]T
, we obtain,
p1 + 2ξ1ω1p1 + ω1
2
p1 = f1 (t)
------ 3
p2 + 2ξ2ω2p2 + ω2
2
p2 = f2 (t) ------ 4
p3 + 2ξ3ω3p3 + ω3
2
p3 = f3 (t) ------ 5
…. ….. ….. …..
pm + 2ξm ωmpm + ωm
2
pm = fm (t) ------ 6
{as [X]T
[M][X] is a diagonal matrix of size (m x m) with unity in the principal diagonal, [X]T
[C][X] is
a diagonal matrix of size m x m whose diagonal elements are 2ξiωipi (i = 1, 2, 3.., m), [X]T
[K][X] is a diagonal
matrix with ω1
2
,ω2
2
… , ωn
2
(square of natural frequency) in the diagonal and lastly, [X]T
[F (t)] of size m x 1 has
its elements as f1 t , f2 t … , fm (t)
When the system is excited, it responds in one or more of its natural modes of vibration, but, as the
fundamental modes predominates, other higher order modes are neglected. By choosing ‘m’ modes only, we are
restricting the contribution to first ‘m’ modes assuming that the rest do not contribute to the response. Thus
impact of only first, second and third mode is only considered here.
2.2 Hilbert – Huang Transform
Hilbert-Huang Transform (HHT) is an algorithm in which the fundamental part is the empirical mode
decomposition (EMD) method. Using the EMD method, any complicated data set can be decomposed into a
finite and often small number of components, which is a collection of intrinsic mode functions (IMF).
An IMF represents a generally simple oscillatory mode as a counterpart to the simple harmonic
function. By definition, an IMF is any function with the same number of extreme points and zero crossings or at
most differ by one in whole data set, and with its envelopes being symmetric with respect to zero or mean value
of the envelope defined by local maxima and the envelope defined by the local minima is zero at every point,
IMF is complete, adaptive and orthogonal representation.
This decomposition method operating in the time domain is adaptive and highly efficient. Since the
decomposition is based on the local characteristic time scale of the data, it can be applied to nonlinear and non-
stationary processes.
The EMD algorithm can be summarized as follows:
1. Initialize r0 = x(t) and i = 1;
2. Extract the ith
IMF
a. initialize hi(k-1) = ri , k = 1;
b. extract the local maxima and local minima of hi(k-1);
c. interpolate the local maxima and minima by cubic spline to form upper and lower envelopes of hi(k-1);
d. calculate mean mi(k-1) of the upper and lower envelopes of hi(k-1);
e. let hik= hi(k-1) - mi(k-1);
f. if hik is IMF then set IMFi = hik, else go to step ‘b’ with k = k + 1;
3. Define ri+1 = ri – IMFi;
4. If ri+1 still has two extreme points then go to step ‘2’ else decomposition process is completed with ri+1 as
residue of the signal.
After obtaining IMF, Hilbert transform is applied to each IMF data, Hilbert transform is defined as the
convolution of a signal x(t) with 1/t and can emphasize the local properties of x(t), as follows:
y(t) =
P
Π
x(τ)
t−τ
∞
−∞
{where ‘P’ is the Cauchy principal value}
Coupling x(t) with y(t), we get analytic signal z(t) as:
Z(t) = x(t) + iy(t) = a(t)eiφ(t)
{where, a(t) = [x(t) + y(t)]1/2
and φ(t) = arc(tan(y(t)/x(t)))
a(t) is the instantaneous amplitude of x(t) and φ(t) is the instantaneous phase of x(t).
2.3. Assumptions and limitations of present study
Certain assumptions are made in the present analysis while treating joint dynamics. They are:
1) Each layer of the beam undergoes the same transverse deflection.
2) There is no displacement and rotation of the beam at the clamped end.
3) The crack is non propagating crack.
III. Numerical results
Results involve calculation of natural frequencies and rotational mode shapes for cantilever beam,
simply supported beam, free – free beam and fixed – fixed beam. The first, second and third natural frequencies
corresponding to various crack locations are calculated. The fundamental normalized rotational mode shapes for
transverse vibration of cracked beams are plotted and compared. All the HHT plots show the results for
discretized elements. When the element length (le) is multiplied with the total number of elements (N), we
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform
DOI: 10.9790/1684-12122229 www.iosrjournals.org 26 | Page
obtain the total length (L) of the beam or alternatively, if the cracked element number is found out, then by
multiplying the element length (le) we obtain the distance from either end.
3.1.1 Free - Free Beam (single crack)
Input conditions: Aluminum beam E= 6.9e10 Pa, I= 160e-12 m4
, L = 0.6m, A= 12e-5m2
, rho=2600 Kg/m3
, le =
0.015m, N = 40, Crack location is at 18th
element, ω1=170.8 rad/sec, ω2= 480.9rad/sec,
Figure 3: first mode shape of single cracked Figure 4: second mode shape of single
crackedfree - freebeam free – free beam
Figure 5: third mode shape of single cracked free - free Figure 6: HHT plot of first mode of single cracked
free –beam free beam
This proves the location of crack at 18th
element in HHT plot or alternatively, from the element length it can be
concluded that the location is 0.27m from left end.
3.1.2 Cantilever Beam (single crack)
Input conditions Aluminum beam E= 6.9e10 Pa, I= 312.5e-12 m4
, L = 0.4m, A= 15e-5m2
, rho=2600 Kg/m3
, le
= 0.01m, N = 40,ω1=126.6 rad/sec, ω2= 1019.9rad/sec, ω3=2523.4 rad/sec, crack is present at element no 10,
Figure 7: first mode shape of a single cracked Figure 8: second mode shape of a single cracked
cantilever beam cantilever beam
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform
DOI: 10.9790/1684-12122229 www.iosrjournals.org 27 | Page
Figure 9: third mode shape of a single cracked cantilever Figure 10: HHT plot of first mode of single
cracked beam cantilever beam
The presence of crack is clearly visible at element 10 in HHT plot. The corresponding location of crack is 0.1m
from left side.
3.1.3 Fixed - Fixed Beam (single crack)
Input conditions: Aluminum beam E= 6.9e10 Pa, I= 312.5e-12 m4
, L = 0.4m, A= 15e-5m2
, rho=2600 Kg/m3
, le
= 0.01m, N = 40, ω1=1025.733 rad/sec, ω2= 2642.52rad/sec, ω3=5355.328 rad/sec, crack is present at 15th
element.
Figure 11: first mode shape of fixed – fixed Figure 12: second mode shape of fixed – fixed single
cracked beam single cracked beam
Figure 13: third mode shape of fixed – fixed single cracked Figure 14: HHT of first mode of single cracked
fixed beam – fixed beam
Hence, the location of crack is proved at 15th
element, the location of crack is 0.15m from left end.
3.1.4 Simply supported (single crack beam)
Input conditions Aluminum beam E= 6.9e10 Pa, I= 160e-12 m4
, L = 0.6m, A= 12e-5m2
, rho=2600 Kg/m3
, le =
0.01m, N = 40, ω1 = 72.2 rad/sec, ω2 = 444.3 rad/sec, ω3 = 1274.1 rad/sec. the crack is present at 20th
element.
Figure 15: first mode shape of single cracked Figure 16: second mode shape of single cracked
simply simplysupported beam supported beam
Figure 17: third mode shape of simply supported single Figure 18: HHT plot of first mode of simply
supported beam supported single cracked beam
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform
DOI: 10.9790/1684-12122229 www.iosrjournals.org 28 | Page
Thus, the crack can be comfortably located at 20th
element. The location of crack is 0.2m from the left end.
3.2 Experimental Results
The pictorial view of experimental setup is shown in pictures. A
free- free beam is suspended with the aid of a support.
Accelerometers are firmly placed on the beam which in turn are
connected to SCADA, this leads to computer that uses LMS test
lab software for vibration analysis.
The piezoelectric transducers have a micro integrated circuit
present which converts the measured force into voltage. This
voltage signal when received by SCADA undergoes three stage
process, firstly it is amplified, then later the analog signal is
converted into digital signal, and lastly, an on-board computer
in the SCADA applies fast Fourier transform to the digital
signal and this input is given to a computer connected to the
SCADA. The computer coupled to SCADA uses LMS test lab
software to view the fast Fourier transform and extract vibration
modes from it. The beam is excited with the help of a vibration
exciter, an impact hammer. The natural frequencies are
measured from the function generator at the point of resonance
under the excitation. The specimen is allowed vibrate under 1st
and 2nd
mode of vibration. The corresponding amplitudes from
the experimental results are recorded in computer along the
length of the beam. Experimental results for natural frequency,
mode shape and frequency response functions (FRF) of transverse vibration at various locations along the length
of the beam are recorded.
3.2.1 Free – Free Beam (single crack)
Input conditions: Aluminum beam E= 6.9e10 Pa, I= 160e-12 m4
, L = 0.6m, A= 12e-5m2
, rho=2600
Kg/m3
,ω1=170.177 rad/sec, ω2= 471.258rad/sec, the crack is present at 4th
node
Figure 20: first mode shape of a single crack Figure 21: second mode shape of a single crack free - free
beamfor experim ental case free - free beam for experimental case
Figure 22: HHT plot of first mode of a singlecracked free- free beam for experimental case
Thus, the crack can be comfortably located at 4th
node from the HHT plot. The crack is at 300mm from the left
end.
Figure 19: Experimental set up
Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform
DOI: 10.9790/1684-12122229 www.iosrjournals.org 29 | Page
For Free – Free Beam:
Theoretical case Experimental case
1st
natfreq 2nd
natfreq 1st
natfreq 2nd
natfreq
Un-cracked 175 484.061 174.249 484.535
Single cracked 170.8 480.9 170.177 471.258
First natural frequency of Free- Free beam in theoretical and experimental case matches accurately and second
natural frequency is within 5% range of acceptance.
IV. Concluding remarks
Here two main contributions were made, firstly, to use a new approach for crack detection and next, to
locate crack accurately and swiftly.
It was observed that the natural frequency changes substantially due to the presence of cracks and
increase or decrease in the value depends upon the location of crack. The position of the cracks can be predicted
from the deviation of the fundamental modes between the cracked and un-cracked beam.
The experimental analysis shows the effectiveness of the proposed methods towards the identification
of location and extent of damage in vibrating structures, and it is observed that the changes in the vibration
signatures become more prominent as the crack grows bigger.
It was learnt while simulating the results that normalized slope mode shapes yield quick and accurate
results when compared to the displacement mode shapes and the same has been implemented in this thesis.
References
[1]. M. Bezhad, A. Ghadami, A. Maghsoodi, J. M. Hale, Vibration based algorithm for crack detection in a cantilever beam containing
two different types of crack, Journal of Sound and Vibration332,2013, 6312-6320.
[2]. X. B. Lu, J. K. Liu, Z. R. Lu, A two-step approach for crack detection in beam, Journal of Sound and Vibration 332,2013, 282-293.
[3]. A. P. Adewuyi, Z. Wu, N. H. M. K. Serker, Assessment of vibration based damage identification method using displacement and
distributed strain measurement, Structural Health Monitoring 2009, 443-461.
[4]. P. F. Rizo, N. Aspragathos, A. D. Dimarogonas, Identification of crack location and magnitude in a cantilever beam from the
vibration modes, Journal of Sound and Vibration138(3) 1990, 381-388.
[5]. M. Cao, L. Ye, L. Zhou, Z. Su, R. Bai, Sensitivity of fundamental mode shape and static deflection for damage identification in
cantilever beams, Mechanical Systems and Signal Processing, 25,2011, 630-643.
[6]. T. R. Babu, S. Srikanth, A. S. Sekhar, Hilbert-Huang transformation for detection of crack in a transient rotor, Mechanical Systems
and Signal Processing, 22, 2008, 905-914.
[7]. B. Li, C. L. Zhang, Hilbert-Huang transformation and its application to crack identification for start-up rotor, Advances in Vibration
Engineering12(5), 2013, 459-473.
[8]. N. E. Huang, S. S. P. Shen, Hilbert-Huang transform and its applications World Scientific Publishing Co Pct. Ltd 2005.
[9]. W. Weaver. Jr., J. M. Gere., Matrix analysis of framed structures Van Nostrand Reinhold, New York.

More Related Content

What's hot

Comparative Study of End Moments Regarding Application of Rotation Contributi...
Comparative Study of End Moments Regarding Application of Rotation Contributi...Comparative Study of End Moments Regarding Application of Rotation Contributi...
Comparative Study of End Moments Regarding Application of Rotation Contributi...IOSR Journals
 
Finite Element Analysis - UNIT-2
Finite Element Analysis - UNIT-2Finite Element Analysis - UNIT-2
Finite Element Analysis - UNIT-2propaul
 
Curso de Analisis por elementos finitos
Curso de Analisis por elementos finitosCurso de Analisis por elementos finitos
Curso de Analisis por elementos finitosEnrique C.
 
5.structural engineering
5.structural engineering5.structural engineering
5.structural engineeringhlksd
 
Application of Boundary Conditions to Obtain Better FEA Results
Application of Boundary Conditions to Obtain Better FEA ResultsApplication of Boundary Conditions to Obtain Better FEA Results
Application of Boundary Conditions to Obtain Better FEA ResultsKee H. Lee, P.Eng.
 
Finite Element Analysis -Dr.P.Parandaman
Finite Element Analysis  -Dr.P.ParandamanFinite Element Analysis  -Dr.P.Parandaman
Finite Element Analysis -Dr.P.ParandamanDr.P.Parandaman
 
solving statically indeterminate stucture using stiffnes method
solving statically indeterminate stucture using stiffnes methodsolving statically indeterminate stucture using stiffnes method
solving statically indeterminate stucture using stiffnes methodSyed Md Soikot
 
Modeling Curvature Damage Surface for Damage Detection in Cantilever Beam
Modeling Curvature Damage Surface for Damage Detection in Cantilever BeamModeling Curvature Damage Surface for Damage Detection in Cantilever Beam
Modeling Curvature Damage Surface for Damage Detection in Cantilever BeamIDES Editor
 
Static and dynamic analysis of center cracked finite plate subjected to unifo...
Static and dynamic analysis of center cracked finite plate subjected to unifo...Static and dynamic analysis of center cracked finite plate subjected to unifo...
Static and dynamic analysis of center cracked finite plate subjected to unifo...IAEME Publication
 
Generalised_formulation_of_laminate_theory_using_beam_fe_for_delaminated_comp...
Generalised_formulation_of_laminate_theory_using_beam_fe_for_delaminated_comp...Generalised_formulation_of_laminate_theory_using_beam_fe_for_delaminated_comp...
Generalised_formulation_of_laminate_theory_using_beam_fe_for_delaminated_comp...Shree Bineet Kumar Kavi
 
A Review on Dynamic Analysis of Machine Structure
A Review on Dynamic Analysis of Machine StructureA Review on Dynamic Analysis of Machine Structure
A Review on Dynamic Analysis of Machine StructureIRJET Journal
 

What's hot (17)

Ifem.ch02
Ifem.ch02Ifem.ch02
Ifem.ch02
 
Comparative Study of End Moments Regarding Application of Rotation Contributi...
Comparative Study of End Moments Regarding Application of Rotation Contributi...Comparative Study of End Moments Regarding Application of Rotation Contributi...
Comparative Study of End Moments Regarding Application of Rotation Contributi...
 
Finite Element Analysis - UNIT-2
Finite Element Analysis - UNIT-2Finite Element Analysis - UNIT-2
Finite Element Analysis - UNIT-2
 
Matrix methods
Matrix methodsMatrix methods
Matrix methods
 
Curso de Analisis por elementos finitos
Curso de Analisis por elementos finitosCurso de Analisis por elementos finitos
Curso de Analisis por elementos finitos
 
Finite element analysis qb
Finite element analysis qbFinite element analysis qb
Finite element analysis qb
 
5.structural engineering
5.structural engineering5.structural engineering
5.structural engineering
 
Application of Boundary Conditions to Obtain Better FEA Results
Application of Boundary Conditions to Obtain Better FEA ResultsApplication of Boundary Conditions to Obtain Better FEA Results
Application of Boundary Conditions to Obtain Better FEA Results
 
Finite Element Analysis -Dr.P.Parandaman
Finite Element Analysis  -Dr.P.ParandamanFinite Element Analysis  -Dr.P.Parandaman
Finite Element Analysis -Dr.P.Parandaman
 
solving statically indeterminate stucture using stiffnes method
solving statically indeterminate stucture using stiffnes methodsolving statically indeterminate stucture using stiffnes method
solving statically indeterminate stucture using stiffnes method
 
Lecture 10,11 Basics of FEM
Lecture 10,11   Basics of FEMLecture 10,11   Basics of FEM
Lecture 10,11 Basics of FEM
 
Modeling Curvature Damage Surface for Damage Detection in Cantilever Beam
Modeling Curvature Damage Surface for Damage Detection in Cantilever BeamModeling Curvature Damage Surface for Damage Detection in Cantilever Beam
Modeling Curvature Damage Surface for Damage Detection in Cantilever Beam
 
Strength of materials Two mark Question with answers
Strength of materials Two mark Question with answersStrength of materials Two mark Question with answers
Strength of materials Two mark Question with answers
 
Static and dynamic analysis of center cracked finite plate subjected to unifo...
Static and dynamic analysis of center cracked finite plate subjected to unifo...Static and dynamic analysis of center cracked finite plate subjected to unifo...
Static and dynamic analysis of center cracked finite plate subjected to unifo...
 
Generalised_formulation_of_laminate_theory_using_beam_fe_for_delaminated_comp...
Generalised_formulation_of_laminate_theory_using_beam_fe_for_delaminated_comp...Generalised_formulation_of_laminate_theory_using_beam_fe_for_delaminated_comp...
Generalised_formulation_of_laminate_theory_using_beam_fe_for_delaminated_comp...
 
A Review on Dynamic Analysis of Machine Structure
A Review on Dynamic Analysis of Machine StructureA Review on Dynamic Analysis of Machine Structure
A Review on Dynamic Analysis of Machine Structure
 
Fem presentation
Fem presentationFem presentation
Fem presentation
 

Viewers also liked

Damage precursor detection to outsmarting fatigue
Damage precursor detection to outsmarting fatigue Damage precursor detection to outsmarting fatigue
Damage precursor detection to outsmarting fatigue Ed Habtour, Ph.D., P.E.
 
Effect of Silica Fume on Fly Ash Cement Bricks - An Experimental Study
Effect of Silica Fume on Fly Ash Cement Bricks - An Experimental StudyEffect of Silica Fume on Fly Ash Cement Bricks - An Experimental Study
Effect of Silica Fume on Fly Ash Cement Bricks - An Experimental StudyIOSR Journals
 
Synthesis, characterization and in vitro Antimicrobial activity of Cu (II) an...
Synthesis, characterization and in vitro Antimicrobial activity of Cu (II) an...Synthesis, characterization and in vitro Antimicrobial activity of Cu (II) an...
Synthesis, characterization and in vitro Antimicrobial activity of Cu (II) an...IOSR Journals
 
A classification of methods for frequent pattern mining
A classification of methods for frequent pattern miningA classification of methods for frequent pattern mining
A classification of methods for frequent pattern miningIOSR Journals
 
Case Study of Tolled Road Project
Case Study of Tolled Road ProjectCase Study of Tolled Road Project
Case Study of Tolled Road ProjectIOSR Journals
 
The Effect of Impurity Concentration on Activation Energy Change of Palm Oil ...
The Effect of Impurity Concentration on Activation Energy Change of Palm Oil ...The Effect of Impurity Concentration on Activation Energy Change of Palm Oil ...
The Effect of Impurity Concentration on Activation Energy Change of Palm Oil ...IOSR Journals
 
Characterization of Polyaniline for Optical and Electrical Properties
Characterization of Polyaniline for Optical and Electrical PropertiesCharacterization of Polyaniline for Optical and Electrical Properties
Characterization of Polyaniline for Optical and Electrical PropertiesIOSR Journals
 
On Bernstein Polynomials
On Bernstein PolynomialsOn Bernstein Polynomials
On Bernstein PolynomialsIOSR Journals
 
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...IOSR Journals
 
Burr Type III Software Reliability Growth Model
Burr Type III Software Reliability Growth ModelBurr Type III Software Reliability Growth Model
Burr Type III Software Reliability Growth ModelIOSR Journals
 
Feasibility of Using Tincal Ore Waste as Barrier Material for Solid Waste Con...
Feasibility of Using Tincal Ore Waste as Barrier Material for Solid Waste Con...Feasibility of Using Tincal Ore Waste as Barrier Material for Solid Waste Con...
Feasibility of Using Tincal Ore Waste as Barrier Material for Solid Waste Con...IOSR Journals
 
Canny Edge Detection Algorithm on FPGA
Canny Edge Detection Algorithm on FPGA Canny Edge Detection Algorithm on FPGA
Canny Edge Detection Algorithm on FPGA IOSR Journals
 
Index properties of alkalis treated expansive and non expansive soil contamin...
Index properties of alkalis treated expansive and non expansive soil contamin...Index properties of alkalis treated expansive and non expansive soil contamin...
Index properties of alkalis treated expansive and non expansive soil contamin...IOSR Journals
 

Viewers also liked (20)

Damage precursor detection to outsmarting fatigue
Damage precursor detection to outsmarting fatigue Damage precursor detection to outsmarting fatigue
Damage precursor detection to outsmarting fatigue
 
F012413942
F012413942F012413942
F012413942
 
Effect of Silica Fume on Fly Ash Cement Bricks - An Experimental Study
Effect of Silica Fume on Fly Ash Cement Bricks - An Experimental StudyEffect of Silica Fume on Fly Ash Cement Bricks - An Experimental Study
Effect of Silica Fume on Fly Ash Cement Bricks - An Experimental Study
 
F1303013440
F1303013440F1303013440
F1303013440
 
Synthesis, characterization and in vitro Antimicrobial activity of Cu (II) an...
Synthesis, characterization and in vitro Antimicrobial activity of Cu (II) an...Synthesis, characterization and in vitro Antimicrobial activity of Cu (II) an...
Synthesis, characterization and in vitro Antimicrobial activity of Cu (II) an...
 
A classification of methods for frequent pattern mining
A classification of methods for frequent pattern miningA classification of methods for frequent pattern mining
A classification of methods for frequent pattern mining
 
H012425361
H012425361H012425361
H012425361
 
P01761113118
P01761113118P01761113118
P01761113118
 
Case Study of Tolled Road Project
Case Study of Tolled Road ProjectCase Study of Tolled Road Project
Case Study of Tolled Road Project
 
The Effect of Impurity Concentration on Activation Energy Change of Palm Oil ...
The Effect of Impurity Concentration on Activation Energy Change of Palm Oil ...The Effect of Impurity Concentration on Activation Energy Change of Palm Oil ...
The Effect of Impurity Concentration on Activation Energy Change of Palm Oil ...
 
Characterization of Polyaniline for Optical and Electrical Properties
Characterization of Polyaniline for Optical and Electrical PropertiesCharacterization of Polyaniline for Optical and Electrical Properties
Characterization of Polyaniline for Optical and Electrical Properties
 
On Bernstein Polynomials
On Bernstein PolynomialsOn Bernstein Polynomials
On Bernstein Polynomials
 
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
FEA Simulation for Vibration Control of Shaft System by Magnetic Piezoelectri...
 
Burr Type III Software Reliability Growth Model
Burr Type III Software Reliability Growth ModelBurr Type III Software Reliability Growth Model
Burr Type III Software Reliability Growth Model
 
Feasibility of Using Tincal Ore Waste as Barrier Material for Solid Waste Con...
Feasibility of Using Tincal Ore Waste as Barrier Material for Solid Waste Con...Feasibility of Using Tincal Ore Waste as Barrier Material for Solid Waste Con...
Feasibility of Using Tincal Ore Waste as Barrier Material for Solid Waste Con...
 
B010620715
B010620715B010620715
B010620715
 
E010412941
E010412941E010412941
E010412941
 
Canny Edge Detection Algorithm on FPGA
Canny Edge Detection Algorithm on FPGA Canny Edge Detection Algorithm on FPGA
Canny Edge Detection Algorithm on FPGA
 
Index properties of alkalis treated expansive and non expansive soil contamin...
Index properties of alkalis treated expansive and non expansive soil contamin...Index properties of alkalis treated expansive and non expansive soil contamin...
Index properties of alkalis treated expansive and non expansive soil contamin...
 
B0560713
B0560713B0560713
B0560713
 

Similar to Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform

IRJET- Investigation and Analysis of Multiple Cracks in Cantilever Beam by us...
IRJET- Investigation and Analysis of Multiple Cracks in Cantilever Beam by us...IRJET- Investigation and Analysis of Multiple Cracks in Cantilever Beam by us...
IRJET- Investigation and Analysis of Multiple Cracks in Cantilever Beam by us...IRJET Journal
 
Free vibration analysis of laminated composite beams using fem
Free vibration analysis of laminated composite beams using femFree vibration analysis of laminated composite beams using fem
Free vibration analysis of laminated composite beams using femOsama Mohammed Elmardi Suleiman
 
A Review of Vibration of a cantilever Beam
A Review of Vibration of a cantilever BeamA Review of Vibration of a cantilever Beam
A Review of Vibration of a cantilever Beamijiert bestjournal
 
IRJET- Vibration Analysis of Simply Supported Beam with Varying Crack Dep...
IRJET-  	  Vibration Analysis of Simply Supported Beam with Varying Crack Dep...IRJET-  	  Vibration Analysis of Simply Supported Beam with Varying Crack Dep...
IRJET- Vibration Analysis of Simply Supported Beam with Varying Crack Dep...IRJET Journal
 
Dynamics Behaviour of Multi Storeys Framed Structures by of Iterative Method
Dynamics Behaviour of Multi Storeys Framed  Structures by of Iterative Method Dynamics Behaviour of Multi Storeys Framed  Structures by of Iterative Method
Dynamics Behaviour of Multi Storeys Framed Structures by of Iterative Method AM Publications
 
Modal Analysis of Single Rectangular Cantilever Plate by Mathematically, FEA ...
Modal Analysis of Single Rectangular Cantilever Plate by Mathematically, FEA ...Modal Analysis of Single Rectangular Cantilever Plate by Mathematically, FEA ...
Modal Analysis of Single Rectangular Cantilever Plate by Mathematically, FEA ...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
 
Active vibration control of smart piezo cantilever beam using pid controller
Active vibration control of smart piezo cantilever beam using pid controllerActive vibration control of smart piezo cantilever beam using pid controller
Active vibration control of smart piezo cantilever beam using pid controllereSAT Publishing House
 
Active vibration control of smart piezo cantilever beam using pid controller
Active vibration control of smart piezo cantilever beam using pid controllerActive vibration control of smart piezo cantilever beam using pid controller
Active vibration control of smart piezo cantilever beam using pid controllereSAT Journals
 
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
 
BEAM COLUMN JOINT ANALYSIS FOR VARIOUS LOADING USING FINITE ELEMENT METHOD FO...
BEAM COLUMN JOINT ANALYSIS FOR VARIOUS LOADING USING FINITE ELEMENT METHOD FO...BEAM COLUMN JOINT ANALYSIS FOR VARIOUS LOADING USING FINITE ELEMENT METHOD FO...
BEAM COLUMN JOINT ANALYSIS FOR VARIOUS LOADING USING FINITE ELEMENT METHOD FO...IRJET Journal
 
Vibration analysis of a torpedo battery tray using fea
Vibration analysis of a torpedo battery tray using feaVibration analysis of a torpedo battery tray using fea
Vibration analysis of a torpedo battery tray using feaeSAT Publishing House
 
IRJET- Dynamic Analysis of Adjacent RCC Buildings for Pounding Effect
IRJET- Dynamic Analysis of Adjacent RCC Buildings for Pounding EffectIRJET- Dynamic Analysis of Adjacent RCC Buildings for Pounding Effect
IRJET- Dynamic Analysis of Adjacent RCC Buildings for Pounding EffectIRJET Journal
 
Fracture Toughness Characterization
Fracture Toughness CharacterizationFracture Toughness Characterization
Fracture Toughness CharacterizationIJERA Editor
 
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 HSDTP singh
 
Detection of crack location and depth in a cantilever beam by vibration measu...
Detection of crack location and depth in a cantilever beam by vibration measu...Detection of crack location and depth in a cantilever beam by vibration measu...
Detection of crack location and depth in a cantilever beam by vibration measu...eSAT Journals
 
xfem_3DAbaqus.pdf
xfem_3DAbaqus.pdfxfem_3DAbaqus.pdf
xfem_3DAbaqus.pdfTahereHs
 
LITERATURE REVIEW ON FRACTURE TOUGHNESS AND IMPACT TOUGHNESS
LITERATURE REVIEW ON FRACTURE TOUGHNESS AND IMPACT TOUGHNESSLITERATURE REVIEW ON FRACTURE TOUGHNESS AND IMPACT TOUGHNESS
LITERATURE REVIEW ON FRACTURE TOUGHNESS AND IMPACT TOUGHNESSijiert bestjournal
 

Similar to Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform (20)

IRJET- Investigation and Analysis of Multiple Cracks in Cantilever Beam by us...
IRJET- Investigation and Analysis of Multiple Cracks in Cantilever Beam by us...IRJET- Investigation and Analysis of Multiple Cracks in Cantilever Beam by us...
IRJET- Investigation and Analysis of Multiple Cracks in Cantilever Beam by us...
 
Free vibration analysis of laminated composite beams using fem
Free vibration analysis of laminated composite beams using femFree vibration analysis of laminated composite beams using fem
Free vibration analysis of laminated composite beams using fem
 
A Review of Vibration of a cantilever Beam
A Review of Vibration of a cantilever BeamA Review of Vibration of a cantilever Beam
A Review of Vibration of a cantilever Beam
 
IRJET- Vibration Analysis of Simply Supported Beam with Varying Crack Dep...
IRJET-  	  Vibration Analysis of Simply Supported Beam with Varying Crack Dep...IRJET-  	  Vibration Analysis of Simply Supported Beam with Varying Crack Dep...
IRJET- Vibration Analysis of Simply Supported Beam with Varying Crack Dep...
 
Dynamics Behaviour of Multi Storeys Framed Structures by of Iterative Method
Dynamics Behaviour of Multi Storeys Framed  Structures by of Iterative Method Dynamics Behaviour of Multi Storeys Framed  Structures by of Iterative Method
Dynamics Behaviour of Multi Storeys Framed Structures by of Iterative Method
 
Modal Analysis of Single Rectangular Cantilever Plate by Mathematically, FEA ...
Modal Analysis of Single Rectangular Cantilever Plate by Mathematically, FEA ...Modal Analysis of Single Rectangular Cantilever Plate by Mathematically, FEA ...
Modal Analysis of Single Rectangular Cantilever Plate by Mathematically, FEA ...
 
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...
 
Active vibration control of smart piezo cantilever beam using pid controller
Active vibration control of smart piezo cantilever beam using pid controllerActive vibration control of smart piezo cantilever beam using pid controller
Active vibration control of smart piezo cantilever beam using pid controller
 
Active vibration control of smart piezo cantilever beam using pid controller
Active vibration control of smart piezo cantilever beam using pid controllerActive vibration control of smart piezo cantilever beam using pid controller
Active vibration control of smart piezo cantilever beam using pid controller
 
In3314531459
In3314531459In3314531459
In3314531459
 
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...
 
BEAM COLUMN JOINT ANALYSIS FOR VARIOUS LOADING USING FINITE ELEMENT METHOD FO...
BEAM COLUMN JOINT ANALYSIS FOR VARIOUS LOADING USING FINITE ELEMENT METHOD FO...BEAM COLUMN JOINT ANALYSIS FOR VARIOUS LOADING USING FINITE ELEMENT METHOD FO...
BEAM COLUMN JOINT ANALYSIS FOR VARIOUS LOADING USING FINITE ELEMENT METHOD FO...
 
Vibration analysis of a torpedo battery tray using fea
Vibration analysis of a torpedo battery tray using feaVibration analysis of a torpedo battery tray using fea
Vibration analysis of a torpedo battery tray using fea
 
Ijetr042313
Ijetr042313Ijetr042313
Ijetr042313
 
IRJET- Dynamic Analysis of Adjacent RCC Buildings for Pounding Effect
IRJET- Dynamic Analysis of Adjacent RCC Buildings for Pounding EffectIRJET- Dynamic Analysis of Adjacent RCC Buildings for Pounding Effect
IRJET- Dynamic Analysis of Adjacent RCC Buildings for Pounding Effect
 
Fracture Toughness Characterization
Fracture Toughness CharacterizationFracture Toughness Characterization
Fracture Toughness Characterization
 
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
 
Detection of crack location and depth in a cantilever beam by vibration measu...
Detection of crack location and depth in a cantilever beam by vibration measu...Detection of crack location and depth in a cantilever beam by vibration measu...
Detection of crack location and depth in a cantilever beam by vibration measu...
 
xfem_3DAbaqus.pdf
xfem_3DAbaqus.pdfxfem_3DAbaqus.pdf
xfem_3DAbaqus.pdf
 
LITERATURE REVIEW ON FRACTURE TOUGHNESS AND IMPACT TOUGHNESS
LITERATURE REVIEW ON FRACTURE TOUGHNESS AND IMPACT TOUGHNESSLITERATURE REVIEW ON FRACTURE TOUGHNESS AND IMPACT TOUGHNESS
LITERATURE REVIEW ON FRACTURE TOUGHNESS AND IMPACT TOUGHNESS
 

More from IOSR Journals (20)

A011140104
A011140104A011140104
A011140104
 
M0111397100
M0111397100M0111397100
M0111397100
 
L011138596
L011138596L011138596
L011138596
 
K011138084
K011138084K011138084
K011138084
 
J011137479
J011137479J011137479
J011137479
 
I011136673
I011136673I011136673
I011136673
 
G011134454
G011134454G011134454
G011134454
 
H011135565
H011135565H011135565
H011135565
 
F011134043
F011134043F011134043
F011134043
 
E011133639
E011133639E011133639
E011133639
 
D011132635
D011132635D011132635
D011132635
 
C011131925
C011131925C011131925
C011131925
 
B011130918
B011130918B011130918
B011130918
 
A011130108
A011130108A011130108
A011130108
 
I011125160
I011125160I011125160
I011125160
 
H011124050
H011124050H011124050
H011124050
 
G011123539
G011123539G011123539
G011123539
 
F011123134
F011123134F011123134
F011123134
 
E011122530
E011122530E011122530
E011122530
 
D011121524
D011121524D011121524
D011121524
 

Recently uploaded

Artificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptxArtificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptxbritheesh05
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escortsranjana rawat
 
HARMONY IN THE HUMAN BEING - Unit-II UHV-2
HARMONY IN THE HUMAN BEING - Unit-II UHV-2HARMONY IN THE HUMAN BEING - Unit-II UHV-2
HARMONY IN THE HUMAN BEING - Unit-II UHV-2RajaP95
 
Heart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxHeart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxPoojaBan
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxJoão Esperancinha
 
power system scada applications and uses
power system scada applications and usespower system scada applications and uses
power system scada applications and usesDevarapalliHaritha
 
chaitra-1.pptx fake news detection using machine learning
chaitra-1.pptx  fake news detection using machine learningchaitra-1.pptx  fake news detection using machine learning
chaitra-1.pptx fake news detection using machine learningmisbanausheenparvam
 
Internship report on mechanical engineering
Internship report on mechanical engineeringInternship report on mechanical engineering
Internship report on mechanical engineeringmalavadedarshan25
 
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130Suhani Kapoor
 
Application of Residue Theorem to evaluate real integrations.pptx
Application of Residue Theorem to evaluate real integrations.pptxApplication of Residue Theorem to evaluate real integrations.pptx
Application of Residue Theorem to evaluate real integrations.pptx959SahilShah
 
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...ZTE
 
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort serviceGurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort servicejennyeacort
 
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfCCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfAsst.prof M.Gokilavani
 
Current Transformer Drawing and GTP for MSETCL
Current Transformer Drawing and GTP for MSETCLCurrent Transformer Drawing and GTP for MSETCL
Current Transformer Drawing and GTP for MSETCLDeelipZope
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Dr.Costas Sachpazis
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Call Girls Delhi {Jodhpur} 9711199012 high profile service
Call Girls Delhi {Jodhpur} 9711199012 high profile serviceCall Girls Delhi {Jodhpur} 9711199012 high profile service
Call Girls Delhi {Jodhpur} 9711199012 high profile servicerehmti665
 
Biology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxBiology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxDeepakSakkari2
 

Recently uploaded (20)

Artificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptxArtificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptx
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
 
HARMONY IN THE HUMAN BEING - Unit-II UHV-2
HARMONY IN THE HUMAN BEING - Unit-II UHV-2HARMONY IN THE HUMAN BEING - Unit-II UHV-2
HARMONY IN THE HUMAN BEING - Unit-II UHV-2
 
Heart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxHeart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptx
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
 
power system scada applications and uses
power system scada applications and usespower system scada applications and uses
power system scada applications and uses
 
chaitra-1.pptx fake news detection using machine learning
chaitra-1.pptx  fake news detection using machine learningchaitra-1.pptx  fake news detection using machine learning
chaitra-1.pptx fake news detection using machine learning
 
Internship report on mechanical engineering
Internship report on mechanical engineeringInternship report on mechanical engineering
Internship report on mechanical engineering
 
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
 
Application of Residue Theorem to evaluate real integrations.pptx
Application of Residue Theorem to evaluate real integrations.pptxApplication of Residue Theorem to evaluate real integrations.pptx
Application of Residue Theorem to evaluate real integrations.pptx
 
Exploring_Network_Security_with_JA3_by_Rakesh Seal.pptx
Exploring_Network_Security_with_JA3_by_Rakesh Seal.pptxExploring_Network_Security_with_JA3_by_Rakesh Seal.pptx
Exploring_Network_Security_with_JA3_by_Rakesh Seal.pptx
 
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
ZXCTN 5804 / ZTE PTN / ZTE POTN / ZTE 5804 PTN / ZTE POTN 5804 ( 100/200 GE Z...
 
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort serviceGurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
 
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdfCCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
CCS355 Neural Network & Deep Learning UNIT III notes and Question bank .pdf
 
Current Transformer Drawing and GTP for MSETCL
Current Transformer Drawing and GTP for MSETCLCurrent Transformer Drawing and GTP for MSETCL
Current Transformer Drawing and GTP for MSETCL
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
 
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Call Girls Delhi {Jodhpur} 9711199012 high profile service
Call Girls Delhi {Jodhpur} 9711199012 high profile serviceCall Girls Delhi {Jodhpur} 9711199012 high profile service
Call Girls Delhi {Jodhpur} 9711199012 high profile service
 
Biology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxBiology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptx
 

Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform

  • 1. IOSR Journal of Mechanical and Civil Engineering (IOSR-JMCE) e-ISSN: 2278-1684,p-ISSN: 2320-334X, Volume 12, Issue 1 Ver. II (Jan- Feb. 2015), PP 22-29 www.iosrjournals.org DOI: 10.9790/1684-12122229 www.iosrjournals.org 22 | Page Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform Mangesh Dilip Ratolikar, M Chandra Sekhar Reddy, T Ravi Theja, Chintapatla Siddhartha Department of Mechanical Engineering, College of Engineering, Osmania University, Hyderabad 500 007, India Abstract: This paper presents a comprehensive investigation on vibrations of cracked beam structures and methodology for crack identification. Here the crack is modelled as transverse crack using mass-less rotational spring and it is assembled with the other discretized elements using FEM techniques. Using this model, vibration analysis of simply supported, fixed-fixed, free-free and cantilever solid rectangular beams, withcrack is carried out. The fundamental vibration modes of damaged beam are analyzed using Hilbert-Huang transform (HHT). The location of crack is determined by the sudden changes in the spatial variation of the transformed response. The results in the simulation mode and experiments show that HHT appears to be a more effective tool for the analysis. The proposed technique is validated both analytically and experimentally thus the results shown have a good agreement with the established model. Keywords: Crack Detection, Beam, FEM, Hilbert- Huang Transform (HHT), structural health monitoring (SHM). I. Introduction Damage in engineering systems is defined as intentional or unintentional changes to the material and geometric properties of these systems, including changes to the boundary conditions and system connectivity, which adversely affect the current and future performance of that system.Engineering structures deteriorate due to wear. The occurrence of damage in a structure produces changes in its global dynamic characteristics such as its natural frequencies, mode shapes, modal damping, modal participation factors, impulse response and frequency response functions thereby weakening the structural strength. During the last decades vibration based damage detection methods have attracted utmost attention due to their simplicity for implementation. Structural damage identification using dynamic parameters of the structure has become an important research area.M. Bezhad et al. [1] in their paper presented a simple method for crack detection of multiple edge cracks in Euler – Bernouli beams having two different types of cracks based on energy equations. Crack were modelled as a massless rotational springs using Linear Elastic Fracture Mechanics. X. B. Lu et al. [2] introduced a two-step approach based on mode shape curvature and response sensitivity analysis for crack identification in beam structure. The difference between the mode shape curvature of cracked beam before and after crack determines crack location. A. P. Adewuyi et al. [3] analyzed performance evaluation for practical civil structural health monitoring by using displacement modes from accelerometers and long gauge distributed strain measurements through computer simulation and experimental investigation. P. F. Rizo et al. [4] described about the measurement of flexural vibrations of a cantilever beam with rectangular cross section having a transverse surface crack extending uniformly along the width of the beam to relate the measured vibration modes to the crack location and depth. M. Cao et al. [5] studied fundamental mode shape and static deflection for damage identification in cantilever beams. The results proposed provides a theoretical basis for optimal use for damage identification in cantilever beams. The dynamic responses of the system are used for crack prediction. D. Guo et al. [6] discussed startup transient response of a rotor with a propagating transverse crack using Hilbert-Huang transform. The rotor with a growing crack was modelled by finite element method. The rotating frequency vibration components were studied when they reached peak and decayed during startup process. The demonstration of HHT in unsteady transient case gave an idea of HHT and its limits. T. R. Babu et al. [7] analyzed Hilbert-Huang transform being applied to transient response of a cracked rotor. They found HHT comparatively better than continuous wavelet transform and fast Fourier transform. B. Li et al. [8] developed the novel crack identification method, HHT and its algorithm. The validity of mentioned method was confirmed with an experiment. The conclusion was quite helpful in carrying this research work. N. E. Huang, S. S. P. Shen [9] in their book explained the evolution of HHT and the algorithm for the transform. The development of HHT and procedure of applying the transform to any data was found by the author himself, N. E. Huang.
  • 2. Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform DOI: 10.9790/1684-12122229 www.iosrjournals.org 23 | Page In the current research, a number of research papers published till now have been studied, reviewed, and analyzed. It is felt that, the results presented by the researchers have not been utilized so far in a systematic way for engineering applications and much work is not done so far using Hilbert-Huang transform. A systematic attempt has been made in the present study to investigate the dynamic behavior of cracked beam structure using finite element analysis and experimental investigation for damage identification of cracked structure. II. Crack - Model and Theory 2.1 Finite element model for single-cracked beam and damage detection algorithm Beam is one of the most commonly used structural elements. It is a major part of many types of construction projects, be they residential, commercial or public buildings, bridges, and factories. It has also been observed that the presence of cracks in machine elements like beams also lead to operational problem as well as premature failure. A beam is a means of transferring energy; therefore any type of failure in one, such as fatigue cracks, causes serious damage to the system. The damage may lead to plant shutdown and great financial loss. Existence of structural damage in structural elements like beams and shafts leads to the modification of the vibration modes. Thus, an analysis of periodical frequency measurements can be used to monitor the structural condition. Since frequency measurements can be acquired at least cost and are reliable, the approach could provide an inexpensive structural assessment technique. Considering the crack as a significant form of damage, its modeling is an important step in studying the behavior of damaged structure. Knowing the effect of crack on stiffness, a beam or shaft can be modeled using either Euler-Bernoulli or Timoshenko beam theories. The beam boundary conditions are used along with the crack compatibility relations to derive the characteristic equation. Using finite element technique beam was modelled in MATLAB® . Following parameters were used density, Young’s modulus, length of beam, area and moment of inertia to compute element stiffness matrix and element mass matrix. [k]e = (E*I)/le3 [12 6le -12 6le; 6le 4le2 -6le 2le2 ; -12 -6le 12 -6le; 6le 2le2 -6le 4le2 ]; [m]e = (ρ *A*le)/420[156 22le 54 -13le; 22le 4le2 13le -3le2 ; 54 13le 156 -22le; -13le -3le2 -22le 4le2 ]; where, ‘k’ is element stiffness matrix, ‘E’ is Young’s modulus, ‘I’ is moment of inertia, ‘le’ is element length, ‘A’ is area of cross section, ‘ρ’ represents density of material and ‘e’ represents the element number. Hereafter, the crack is taken into consideration while assembling the global stiffness matrix. A massless spring was designed as an equivalent of crack [10]. The stiffness matrix of spring is considered according to one rule, if the crack is considered at the end of one element or taken at the starting of successive element, based upon the occurrence appropriate variables are assigned ‘ejA’ or ‘ekA’. ‘ejA’ is presumed if the crack is considered at the end of the beam and ‘ekA’ is presumed if the crack is modelled at the beginning of succeeding beam, in case of single crack, as only one crack exists, if either of the variable is assigned some value other is taken as zero. Next, ‘factrA = 2*E*I/(le^3*(1 + 4*ejA + 4*ekA + 12*ejA*ekA))’ is computed, it is considered separately in order to avoid confusion in matrix assembling. Other variables are calculated based on the value of ‘ejA’ and ‘ekA’, those are mentioned below: ej1=1+ejA; ej2=1+2*ejA; ej3=1+3*ejA; ek1=1+ekA; ek2=1+2*ekA; ek3=1+3*ekA; ejkA=1+ejA+ekA; k=factrA [ 6*ejkA 3*le*ek2 -6*ejkA 3*le*ej2 3*le*ek2 2*le^2*ek3 -3*le*ek2 le^2 -6*ejkA -3*le*ek2 6*ejkA -3*le*ej2 3*le*ej2 le^2 -3*le*ej2 2*le^2*ej3 ];
  • 3. Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform DOI: 10.9790/1684-12122229 www.iosrjournals.org 24 | Page Figure 1: model for single crack (where, ‘W’ is the width of the beam, ‘l1’ is the distance of crack from one end and ‘k1’ is the stiffness of the spring assumed) The element stiffness matrix is later assembled into global stiffness matrix according to the order of elements discretized. In broad-spectrum the value of damping that is considered for general purpose computation was considered in this case as well, damping coefficient was assumed as 0.01 N-S/m. Then the final equation is assembled as 𝐦𝐱 + 𝐜𝐱 + 𝐤𝐱 = 𝐅𝐬𝐢𝐧(𝛚𝐭) The equation thus obtained is of higher order and becomes a herculean task to solve a modestly large matrix. Thus, according to the type of support conditions applied to the beam, equivalent boundary conditions are imposed. For diverse supporting condition different type of boundary conditions are applicable. Here, ‘V’ represents the vertical displacement and ‘θ’ represents rotation, both are combined and represented as nodal displacement vector. Thus, in case of boundary condition either of the term is chosen accordingly to solve the equation. The type of constraints applied are as follows: Free – free: no constraint at any node. The beam can rotate and displace freely. Fixed – free: both displacement and rotation are zero at fixed node. V1=0 and θ1=0. Fixed –fixed: both displacement and rotation at first and last node are zero.V1=0 and θ1=0 and V2=0 and θ2=0 Simple supported: Displacement at initial node is zero and rotation at last node is zero. V1=0 and θ2=0 From the above formulation, the matrix size gets bigger and bigger once the user chooses high number of elements, thereby, integration becomes time consuming when the bandwidth of the matrices becomes large. To improve the computational efficiency, the governing differential equation is transformed into a convenient form by mode superposition method, thereby reducing the bandwidth of the matrix. The differential equations gets decoupled from each other and each of the differential equation is of the second order (linear) and hence it is easy to get their solutions in the closed form. From the governing differential equation given by, M 𝐱 + 𝐂 𝐱 + [𝐊]𝐱 = 𝐅𝐬𝐢𝐧(𝛚𝐭) ------ 1 {where [M] is mass matrix, [C] is damping matrix and [K] is global stiffness matrix of size n x n.} if [u] = [X][p] ----- - 2 {where [X] is matrix of size n x m of the first m eigen vector (m<<n) and [p] is a generalized displacement vector of size m x 1.}
  • 4. Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform DOI: 10.9790/1684-12122229 www.iosrjournals.org 25 | Page then, substituting equation 2 in equation 1 and pre-multiplying with [X]T , we obtain, p1 + 2ξ1ω1p1 + ω1 2 p1 = f1 (t) ------ 3 p2 + 2ξ2ω2p2 + ω2 2 p2 = f2 (t) ------ 4 p3 + 2ξ3ω3p3 + ω3 2 p3 = f3 (t) ------ 5 …. ….. ….. ….. pm + 2ξm ωmpm + ωm 2 pm = fm (t) ------ 6 {as [X]T [M][X] is a diagonal matrix of size (m x m) with unity in the principal diagonal, [X]T [C][X] is a diagonal matrix of size m x m whose diagonal elements are 2ξiωipi (i = 1, 2, 3.., m), [X]T [K][X] is a diagonal matrix with ω1 2 ,ω2 2 … , ωn 2 (square of natural frequency) in the diagonal and lastly, [X]T [F (t)] of size m x 1 has its elements as f1 t , f2 t … , fm (t) When the system is excited, it responds in one or more of its natural modes of vibration, but, as the fundamental modes predominates, other higher order modes are neglected. By choosing ‘m’ modes only, we are restricting the contribution to first ‘m’ modes assuming that the rest do not contribute to the response. Thus impact of only first, second and third mode is only considered here. 2.2 Hilbert – Huang Transform Hilbert-Huang Transform (HHT) is an algorithm in which the fundamental part is the empirical mode decomposition (EMD) method. Using the EMD method, any complicated data set can be decomposed into a finite and often small number of components, which is a collection of intrinsic mode functions (IMF). An IMF represents a generally simple oscillatory mode as a counterpart to the simple harmonic function. By definition, an IMF is any function with the same number of extreme points and zero crossings or at most differ by one in whole data set, and with its envelopes being symmetric with respect to zero or mean value of the envelope defined by local maxima and the envelope defined by the local minima is zero at every point, IMF is complete, adaptive and orthogonal representation. This decomposition method operating in the time domain is adaptive and highly efficient. Since the decomposition is based on the local characteristic time scale of the data, it can be applied to nonlinear and non- stationary processes. The EMD algorithm can be summarized as follows: 1. Initialize r0 = x(t) and i = 1; 2. Extract the ith IMF a. initialize hi(k-1) = ri , k = 1; b. extract the local maxima and local minima of hi(k-1); c. interpolate the local maxima and minima by cubic spline to form upper and lower envelopes of hi(k-1); d. calculate mean mi(k-1) of the upper and lower envelopes of hi(k-1); e. let hik= hi(k-1) - mi(k-1); f. if hik is IMF then set IMFi = hik, else go to step ‘b’ with k = k + 1; 3. Define ri+1 = ri – IMFi; 4. If ri+1 still has two extreme points then go to step ‘2’ else decomposition process is completed with ri+1 as residue of the signal. After obtaining IMF, Hilbert transform is applied to each IMF data, Hilbert transform is defined as the convolution of a signal x(t) with 1/t and can emphasize the local properties of x(t), as follows: y(t) = P Π x(τ) t−τ ∞ −∞ {where ‘P’ is the Cauchy principal value} Coupling x(t) with y(t), we get analytic signal z(t) as: Z(t) = x(t) + iy(t) = a(t)eiφ(t) {where, a(t) = [x(t) + y(t)]1/2 and φ(t) = arc(tan(y(t)/x(t))) a(t) is the instantaneous amplitude of x(t) and φ(t) is the instantaneous phase of x(t). 2.3. Assumptions and limitations of present study Certain assumptions are made in the present analysis while treating joint dynamics. They are: 1) Each layer of the beam undergoes the same transverse deflection. 2) There is no displacement and rotation of the beam at the clamped end. 3) The crack is non propagating crack. III. Numerical results Results involve calculation of natural frequencies and rotational mode shapes for cantilever beam, simply supported beam, free – free beam and fixed – fixed beam. The first, second and third natural frequencies corresponding to various crack locations are calculated. The fundamental normalized rotational mode shapes for transverse vibration of cracked beams are plotted and compared. All the HHT plots show the results for discretized elements. When the element length (le) is multiplied with the total number of elements (N), we
  • 5. Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform DOI: 10.9790/1684-12122229 www.iosrjournals.org 26 | Page obtain the total length (L) of the beam or alternatively, if the cracked element number is found out, then by multiplying the element length (le) we obtain the distance from either end. 3.1.1 Free - Free Beam (single crack) Input conditions: Aluminum beam E= 6.9e10 Pa, I= 160e-12 m4 , L = 0.6m, A= 12e-5m2 , rho=2600 Kg/m3 , le = 0.015m, N = 40, Crack location is at 18th element, ω1=170.8 rad/sec, ω2= 480.9rad/sec, Figure 3: first mode shape of single cracked Figure 4: second mode shape of single crackedfree - freebeam free – free beam Figure 5: third mode shape of single cracked free - free Figure 6: HHT plot of first mode of single cracked free –beam free beam This proves the location of crack at 18th element in HHT plot or alternatively, from the element length it can be concluded that the location is 0.27m from left end. 3.1.2 Cantilever Beam (single crack) Input conditions Aluminum beam E= 6.9e10 Pa, I= 312.5e-12 m4 , L = 0.4m, A= 15e-5m2 , rho=2600 Kg/m3 , le = 0.01m, N = 40,ω1=126.6 rad/sec, ω2= 1019.9rad/sec, ω3=2523.4 rad/sec, crack is present at element no 10, Figure 7: first mode shape of a single cracked Figure 8: second mode shape of a single cracked cantilever beam cantilever beam
  • 6. Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform DOI: 10.9790/1684-12122229 www.iosrjournals.org 27 | Page Figure 9: third mode shape of a single cracked cantilever Figure 10: HHT plot of first mode of single cracked beam cantilever beam The presence of crack is clearly visible at element 10 in HHT plot. The corresponding location of crack is 0.1m from left side. 3.1.3 Fixed - Fixed Beam (single crack) Input conditions: Aluminum beam E= 6.9e10 Pa, I= 312.5e-12 m4 , L = 0.4m, A= 15e-5m2 , rho=2600 Kg/m3 , le = 0.01m, N = 40, ω1=1025.733 rad/sec, ω2= 2642.52rad/sec, ω3=5355.328 rad/sec, crack is present at 15th element. Figure 11: first mode shape of fixed – fixed Figure 12: second mode shape of fixed – fixed single cracked beam single cracked beam Figure 13: third mode shape of fixed – fixed single cracked Figure 14: HHT of first mode of single cracked fixed beam – fixed beam Hence, the location of crack is proved at 15th element, the location of crack is 0.15m from left end. 3.1.4 Simply supported (single crack beam) Input conditions Aluminum beam E= 6.9e10 Pa, I= 160e-12 m4 , L = 0.6m, A= 12e-5m2 , rho=2600 Kg/m3 , le = 0.01m, N = 40, ω1 = 72.2 rad/sec, ω2 = 444.3 rad/sec, ω3 = 1274.1 rad/sec. the crack is present at 20th element. Figure 15: first mode shape of single cracked Figure 16: second mode shape of single cracked simply simplysupported beam supported beam Figure 17: third mode shape of simply supported single Figure 18: HHT plot of first mode of simply supported beam supported single cracked beam
  • 7. Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform DOI: 10.9790/1684-12122229 www.iosrjournals.org 28 | Page Thus, the crack can be comfortably located at 20th element. The location of crack is 0.2m from the left end. 3.2 Experimental Results The pictorial view of experimental setup is shown in pictures. A free- free beam is suspended with the aid of a support. Accelerometers are firmly placed on the beam which in turn are connected to SCADA, this leads to computer that uses LMS test lab software for vibration analysis. The piezoelectric transducers have a micro integrated circuit present which converts the measured force into voltage. This voltage signal when received by SCADA undergoes three stage process, firstly it is amplified, then later the analog signal is converted into digital signal, and lastly, an on-board computer in the SCADA applies fast Fourier transform to the digital signal and this input is given to a computer connected to the SCADA. The computer coupled to SCADA uses LMS test lab software to view the fast Fourier transform and extract vibration modes from it. The beam is excited with the help of a vibration exciter, an impact hammer. The natural frequencies are measured from the function generator at the point of resonance under the excitation. The specimen is allowed vibrate under 1st and 2nd mode of vibration. The corresponding amplitudes from the experimental results are recorded in computer along the length of the beam. Experimental results for natural frequency, mode shape and frequency response functions (FRF) of transverse vibration at various locations along the length of the beam are recorded. 3.2.1 Free – Free Beam (single crack) Input conditions: Aluminum beam E= 6.9e10 Pa, I= 160e-12 m4 , L = 0.6m, A= 12e-5m2 , rho=2600 Kg/m3 ,ω1=170.177 rad/sec, ω2= 471.258rad/sec, the crack is present at 4th node Figure 20: first mode shape of a single crack Figure 21: second mode shape of a single crack free - free beamfor experim ental case free - free beam for experimental case Figure 22: HHT plot of first mode of a singlecracked free- free beam for experimental case Thus, the crack can be comfortably located at 4th node from the HHT plot. The crack is at 300mm from the left end. Figure 19: Experimental set up
  • 8. Crack Detection for Various Loading Conditions in Beam Using Hilbert – Huang Transform DOI: 10.9790/1684-12122229 www.iosrjournals.org 29 | Page For Free – Free Beam: Theoretical case Experimental case 1st natfreq 2nd natfreq 1st natfreq 2nd natfreq Un-cracked 175 484.061 174.249 484.535 Single cracked 170.8 480.9 170.177 471.258 First natural frequency of Free- Free beam in theoretical and experimental case matches accurately and second natural frequency is within 5% range of acceptance. IV. Concluding remarks Here two main contributions were made, firstly, to use a new approach for crack detection and next, to locate crack accurately and swiftly. It was observed that the natural frequency changes substantially due to the presence of cracks and increase or decrease in the value depends upon the location of crack. The position of the cracks can be predicted from the deviation of the fundamental modes between the cracked and un-cracked beam. The experimental analysis shows the effectiveness of the proposed methods towards the identification of location and extent of damage in vibrating structures, and it is observed that the changes in the vibration signatures become more prominent as the crack grows bigger. It was learnt while simulating the results that normalized slope mode shapes yield quick and accurate results when compared to the displacement mode shapes and the same has been implemented in this thesis. References [1]. M. Bezhad, A. Ghadami, A. Maghsoodi, J. M. Hale, Vibration based algorithm for crack detection in a cantilever beam containing two different types of crack, Journal of Sound and Vibration332,2013, 6312-6320. [2]. X. B. Lu, J. K. Liu, Z. R. Lu, A two-step approach for crack detection in beam, Journal of Sound and Vibration 332,2013, 282-293. [3]. A. P. Adewuyi, Z. Wu, N. H. M. K. Serker, Assessment of vibration based damage identification method using displacement and distributed strain measurement, Structural Health Monitoring 2009, 443-461. [4]. P. F. Rizo, N. Aspragathos, A. D. Dimarogonas, Identification of crack location and magnitude in a cantilever beam from the vibration modes, Journal of Sound and Vibration138(3) 1990, 381-388. [5]. M. Cao, L. Ye, L. Zhou, Z. Su, R. Bai, Sensitivity of fundamental mode shape and static deflection for damage identification in cantilever beams, Mechanical Systems and Signal Processing, 25,2011, 630-643. [6]. T. R. Babu, S. Srikanth, A. S. Sekhar, Hilbert-Huang transformation for detection of crack in a transient rotor, Mechanical Systems and Signal Processing, 22, 2008, 905-914. [7]. B. Li, C. L. Zhang, Hilbert-Huang transformation and its application to crack identification for start-up rotor, Advances in Vibration Engineering12(5), 2013, 459-473. [8]. N. E. Huang, S. S. P. Shen, Hilbert-Huang transform and its applications World Scientific Publishing Co Pct. Ltd 2005. [9]. W. Weaver. Jr., J. M. Gere., Matrix analysis of framed structures Van Nostrand Reinhold, New York.