ArticlePDF Available

Abstract and Figures

This paper presents the finite element modelling of three-phase squirrel-cage induction motor with broken rotor bar faults. Finite element model based on a real machine is constructed, propagation of broken rotor bar fault and its influence on the magnetic flux density distribution of the machine cage is observed. As the propagation of the fault will result in total breakdown of the induction machine rotor, if the fault is not detected and solved, necessity of condition monitoring is pointed out. Analysis of the fault and its affect to the magnetic field in the rotor cage as well as changes in the phase voltage spectrum are presented.
Content may be subject to copyright.
ELEKTRONIKA IR ELEKTROTECHNIKA,ISSN 1392-1215,VOL.20,NO.7,2014
1Abstract—This paper presents the finite element modelling
of three-phase squirrel-cage induction motor with broken rotor
bar faults. Finite element model based on a real machine is
constructed, propagation of broken rotor bar fault and its
influence on the magnetic flux density distribution of the
machine cage is observed. As the propagation of the fault will
result in total breakdown of the induction machine rotor, if the
fault is not detected and solved, necessity of condition
monitoring is pointed out. Analysis of the fault and its affect to
the magnetic field in the rotor cage as well as changes in the
phase voltage spectrum are presented.
Index Terms—Electric machines, induction motors, fault
diagnosis, electromagnetic fields, rotors, finite element analysis.
I. INTRODUCTION
Broken rotor bars of squirrel-cage induction machines
have been the subject of interest in numerous scientific
studies. A comprehensive yet ever growing list of the
researches dealing with diagnostic problems of electrical
machines is presented in [1]. As the given fault is one of the
more usual types of failures, condition monitoring to predict
the possible fault and detection of broken bars can be
considered an important issue in the field of induction
machine diagnostics.
Squirrel-cage induction machines are one of the most used
machine types in the industry nowadays. They are preferred
due to their rugged build, reliability and cost efficiency. This
also means that induction machines are used in such
applications, where sudden failures result with high
economic loss and also possible threat to the surrounding
environment as well as people manipulating them.
Induction machines are also often used as generators in
small hydro and wind power plants. Failures of the machines
used in such applications means a sudden drop of supply
reliability and power quality to the customers using
electricity produced in those units. With the world moving
Manuscript received December 16, 2013; accepted May 11, 2014.
This research has been supported by Estonian Ministry of Education
and Science base financing fund (project „Design and Optimization
Methodology for Electrical Machine-Drives“).
towards distributed generation, number of such small
generation units is expected to rise [2]. Due to that, rise in
the use of induction machines can also be expected.
Induction machine rotor faults usually start from a fracture
or a high resistivity spot in the rotor bar [3]. The fractured or
cracked rotor bar starts to overheat around the crack until the
bar breaks [4], [5]. This means that at the same time the
resistance of such bars is rising and becomes significantly
higher than the resistance of healthy bars in the rotor cage.
As there is a lack of induced current in those bars, the
magnetic field will become gradually more asymmetrical,
which will lead to local saturation in stator and rotor teeth
near the broken bar and disproportional distribution of
magnetic field in the air-gap [6].
Breaking of the consecutive rotor bars is the most
probable case in practice [7]. This happens, because currents
that are unable to flow in the broken bars are flowing
through the adjacent bars, which means that those bars
situated next to the broken ones are under higher thermal
stress due to higher current density. This means that if the
fault is not treated, it will propagate in time resulting in the
destruction of the whole rotor cage [8].
The aim of this paper is to show through a series of finite
element modelling how the magnetic field in the machine is
changing due to the presence of broken bars. Changes in the
field are expected to be growing as the severity of the fault is
rising and the fault propagates.
II. MODELLINGOF THE INDUCTION MACHINE
Experiments of the induction machine’s behavior were
performed on a three-phase squirrel-cage induction motor
with a healthy rotor and a rotor with up to three consecutive
broken bars. These tests, where the same machine is fed
through frequency converter supply are described in [9].
For the modelling of magnetic flux density distribution in
case of broken rotor bar fault of an induction machine, the
same motor as in previously mentioned experiments was
used. Data of the machine is presented in Table I.
Using the listed data and the machine layout, two
dimensional finite element model of the induction machine
Changing of Magnetic Flux Density
Distribution in a Squirrel-Cage Induction Motor
with Broken Rotor Bars
T. Vaimann1, A. Belahcen1, 2, A. Kallaste1
1Department of Electrical Engineering, Tallinn University of Technology,
Ehitajate tee 5, 19086 Tallinn, Estonia
2Department of Electrical Engineering, Aalto University,
P.O. Box 13000, 0076 Espoo, Finland
toomas.vaimann@ttu.ee
http://dx.doi.org/10.5755/j01.eee.20.7.8018
11
ELEKTRONIKA IR ELEKTROTECHNIKA,ISSN 1392-1215,VOL.20,NO.7,2014
was constructed. The model of the machine showing the
magnetic flux density distribution in case of healthy rotor
cage is presented in Fig. 1.
TABLE I. DATA OF THE INDUCTION MACHINE.
Parameter
Symbol
Value
Rated voltage
Un
400V@60 Hz;
333V@50 Hz
Rated current
In
41 A
Rated speed
nn
1680 rpm@60 Hz;
1400 rpm@50 Hz
Rated power
Pn
22 kW@60 Hz;
18 kW@50 Hz
Frequency
f
50-60 Hz
Power factor
cosφ
0.86
Number of poles
p
4
Number of rotor bars
Qr
40
Number of stator slots
Qs
48
Fig. 1. Magnetic flux density distribution of a healthy induction motor.
III. EFFECT OF BROKEN BARS TO THE MAGNETIC FIELD
The necessity to detect the fault in an early stage, to
prevent further damage of the equipment due to fault
propagation, is one of the most important features of any
condition monitoring or diagnostic techniques. At the same
time, minor faults and early stages of the propagating fault
are less obvious to detect and are significantly harder to
grasp [10].
Based on this, the fault propagation in the given paper is
modelled from healthy rotor cage up to three consecutive
broken bars (which is 7.5 % of all the rotor bars of the
machine). The broken bars were modelled as areas with
significantly higher resistance and low conductivity, so they
would not contribute to the cage circuit [11], [12]. Figure 2
presents the flux density distribution of the induction motor
in case of one broken rotor bar.
As previously said, minor faults are very difficult to
detect. Comparing Fig. 1 and Fig. 2, the difference between
the flux density distributions is visible to some extent but not
clearly detectable for the naked eye. The difference becomes
easier to observe when one field distribution is subtracted
from another and only the difference in the two presented
flux density distributions remain. This difference of the flux
density distributions of the healthy cage and the machine
with one broken rotor bar is shown on Fig. 3.
It can be seen from Fig. 3 that already in case of one broken
rotor bar in the cage, the magnetic field distribution is
becoming distorted. Higher amount of magnetic saturation
can be seen around the broken bar in the rotor as a lack of
frequency-induced current in these rotor bars. Magnetic flux
density in the studied machine is increasing by 0.15 T
around the broken bar.
Fig. 2. Magnetic flux density distribution of an induction motor with one
broken rotor bar.
Fig. 3. Magnetic flux density distribution difference between the healthy
induction motor cage and the cage with one broken rotor bar.
Additionally, as the rotor magnetic field distribution is
distorted, this effect also influences the stator. In the stator
higher saturation can be seen in the teeth facing the broken
rotor bar and in stator yoke, where the magnetic flux density
is also increasing by approximately 0.15 T.
Further study was made with two broken rotor bars. The
simulation results of flux density distribution of this fault are
given in the Fig 4. Figure 5 presents a comparison of
magnetic field distribution difference between healthy cage
machine and an induction machine with two broken rotor
bars.
It can be seen that in case of two broken rotor bars the
magnetic field flux density is increasing around the broken
rotor bars and also in the stator facing the broken rotor bar
0.2 T. The phenomenon can be described similarly to the
one broken bar case, although the value of the magnetic flux
density is rising even more. Also it can be seen that the
magnetic flux density is increasing both in the stator and
rotor yoke opposite to the broken rotor bars. It should be
noted, that difference in the magnetic flux density
distribution between the healthy machine and the one with
broken bars corresponds to an asymmetric field inducing
eddy-currents in the shaft of the machine. Such current if
free to circulate, will cause bearing currents that usually
12
ELEKTRONIKA IR ELEKTROTECHNIKA,ISSN 1392-1215,VOL.20,NO.7,2014
result in damaging the bearings.
Fig. 4. Magnetic flux density distribution of an induction motor with two
broken bars.
Fig. 5. Magnetic flux density distribution difference between the healthy
induction motor cage and the cage with two broken bars.
Magnetic field distribution simulation results in case of
three broken rotor bars are given in Fig. 6 and the
comparison with healthy induction machine cage is
presented in Fig. 7. It can be seen from Fig. 7 that three
broken rotor bars lead to relatively high saturation of the
iron around the broken rotor bars and opposite to the broken
bars. Flux density is increasing up to 0.4 T compared to
healthy machine and even more in the tooth between the
broken bars as well as the shaft of the machine.
It can be said that due to the increased magnetic flux
density, degradation in the mechanical performance of the
induction machine can be expected. In the regions where the
flux density is rising (around the broken bars and opposite to
the broken bars), the core loss density is higher compared to
other regions of the machine. These adjacent bars become
more susceptible to thermal stress due to overheating and
will lead to further breaking of rotor bar [13].
Although no currents pass through the broken bars and no
heat losses are generated, it becomes obvious from the
presented figures, that the currents passing through the bars
adjacent to the broken ones are dramatically increased and
the heat losses in the bars are increased in a large scale [14].
The air-gap field becomes asymmetrical due to the
presence of broken bars in the rotor cage and the harmonic
components of air-gap magnetic flux density vary
significantly. As the flux density is fluctuating, it was
assumed that it can also be traceable in the machine phase
voltage due to the presence of counter-electromotive force.
To visualize that effect, simulations were carried out and
machine phase voltages were found. A comparison was
made using the differences between healthy and faulty
machine phase voltages. These results are presented in
Fig. 8.
Fig. 6. Magnetic flux density distribution of an induction motor with three
broken bars.
Fig. 7. Magnetic flux density distribution difference between the healthy
induction motor cage and the cage with three broken bars.
(a)
(b)
13
ELEKTRONIKA IR ELEKTROTECHNIKA,ISSN 1392-1215,VOL.20,NO.7,2014
(c)
Fig. 8. Phase voltage difference: upper – phase voltage difference between
healthy cage and one broken rotor bar case; middle phase voltage
difference between healthy cage and three broken rotor bars case; bottom –
phase voltage difference between one broken bar case and three broken
rotor bars case.
From Fig. 8 it can be seen that compared to healthy
machine, the faulty machine phase voltage is fluctuating.
The fluctuation is increasing with the amount of broken bars.
In the studied machine, one broken bar in the cage leads to
voltage difference up to ±10 V and three broken bars raise
that difference up to ±15 V. It can also be seen that the third
harmonic component is dominating the voltage spectrum but
also higher harmonic presence up to 21st and higher can be
noted in the spectrum of the machine. The higher harmonic
presence can also be detected on the bottom graph of Fig. 8,
which shows phase voltage difference between one broken
bar case and three broken rotor bars case.
IV. CONCLUSIONS
Magnetic field modelling regarding the magnetic flux
distribution of the induction machine in case of healthy
machine and propagating severity of the broken rotor bars
fault was made and analyzed. It was found that presence of
broken rotor bars results in uneven distribution of magnetic
field in the rotor cage and the whole machine.
Magnetic field strength is increasing around the broken
bar in rotor and also in stator facing the broken bar. In
addition to that, the magnetic field strength is also increasing
on the opposite side of the broken rotor bar as well as the
shaft of the machine. The latter can be explained by the
asymmetric field that induces eddy-currents in the shaft and
will most likely cause bearing currents, which in time will
result in bearings damage.
When the fault propagates and the number of broken bars
in the rotor cage increases, the magnetic field asymmetry is
rising, resulting in higher local saturation in both rotor and
stator teeth. Uneven magnetic field distribution starts
affecting the machine phase voltage, resulting in the
presence of higher harmonic components in the voltage
spectrum. With increase of the number of consecutive
broken bars, higher harmonic amplitude in phase voltage is
also increasing, which means that various disturbances and
undesired phenomena (i.e. increase of noise, increase of
mechanical vibrations etc.) can be expected.
Based on the acquired magnetic field distribution figures,
it can be estimated that broken rotor bars fault can lead to
severe consequences if the fault is not dealt with in an early
stage. The propagation of the fault will not only result in the
destruction of the rotor cage but can also lead to various
stator failures (i.e. stator winding turn to turn short circuits,
lamination short circuits etc.) due to the broken rotor bar
influenced local saturation in and around stator teeth.
Additionally, such fault propagation can lead to bearings
problems as mentioned previously.
To prevent the possible economic losses, danger to
surrounding environment and people operating the
machines, condition monitoring of the machines should be
considered. This would grant the possibility of detecting the
faults during the stage where repairing of the machine would
still be reasonable and possible. Usage of sufficient
diagnostic measures would also mean lower down-time for
the industries where such machines are used.
REFERENCES
[1] M. Benbouzid, “Bibliography on induction motors faults detection
and diagnosis”, IEEE Trans. on Energy Conversion, vol. 14, no. 4,
pp. 1065–1074, 1999. [Online]. Available: http://dx.doi.org/
10.1109/60.815029
[2] T. Vaimann, J. Niitsoo, T. Kivipold, T. Lehtla, “Power quality issues
in dispersed generation and smart grids”, Elektronika ir
Elektrotechnika, vol. 18, no. 8, pp. 23–26, 2012.
[3] T. Lindh, On the Condition Monitoring of Induction Machines.
Lappeenranta: Lappeenranta University of Technology, 2003, p. 148.
[4] A. Cardoso, S. Cruz, J. Carvalho, E. Saraiva, “Rotor cage fault
diagnosis in three-phase induction motors, by Park's vector
approach”, in Proc. 1995 IEEE Industry Applications Conf., vol. 1,
pp. 642–646.
[5] B. Gaydon, D. Hopgood, “Faltering pulse can reveal an ailing motor”,
Electrical Review, vol. 205, no. 14, pp. 37–38, 1979.
[6] R. Fiser, S. Ferkolj, “Magnetic field analysis of induction motor with
rotor faults”, COMPEL The Int. Journal for Computation and
Mathematics in Electrical and Electronic Engineering, vol. 17,
no. 1/2/3, pp. 206–211, 1998.
[7] R. Fiser, S. Ferkolj, “Application of a finite element method to
predict damaged induction motor performance”, IEEE Trans. on
Magnetics, vol. 37, no. 5, pp. 3635–3639, 2001. [Online]. Available:
http://dx.doi.org/10.1109/20.952679
[8] T. Vaimann, A. Kallaste, A. Kilk, “Using Clarke vector approach for
stator current and voltage analysis on induction motors with broken
rotor bars”, Elektronika ir Elektrotechnika, no. 7, pp. 17–20, 2012.
[9] T. Vaimann, A. Belahcen, J. Martinez, A. Kilk, “Detection of
induction motor broken bars in grid and frequency converter supply”,
Przeglad Elektrotechniczny (Electrical Review), vol. 90, no. 1,
pp. 90–94, 2014.
[10] M. Nemec, K. Drobnic, D. Nedeljkovic, R. Fiser, V. Ambrozic,
“Detection of broken bars in induction motor through the analysis of
supply voltage modulation”, IEEE Trans. Industrial Electronics,
vol. 57, no. 8, pp. 2879–2888, 2010. [Online]. Available:
http://dx.doi.org/10.1109/TIE.2009.2035991
[11] D. Spyropoulos, K. Gyftakis, J. Kappatou, E. Mitronikas, “The
influence of the broken bar fault on the magnetic field and
electromagnetic torque in 3-phase induction motors”, in Proc. 2012
Int. Conf. Electrical Machines, pp. 1868–1874.
[12] J. Gierras, C. Wang, J. Lai, “Noise of polyphase electric motors”,
CRC Press, Taylor & Francis Group, 2006, pp. 37–44.
[13] Li Weili, Xie Ying, Shen Jiafeng, Luo Yingli, “Finite-element
analysis of field distribution and characteristic performance of
squirrel-cage induction motor with broken bars”, IEEE Trans. on
Magnetics, vol. 43, no. 3, pp. 1537–1540, 2007. [Online]. Available:
http://dx.doi.org/10.1109/TMAG.2006.892086
[14] Shukang Cheng, Ying Xie, Weili Li, Shoufa Li, “Analysis of
electromagnetic and thermal fields in an induction motor with
broken-bars fault”, in Proc. World Automation Congress, 2008,
pp. 1–6.
14
... In addition, inverter unbalanced power output can also cause the asymmetric flux of current in the motor windings [74]. Finally, the shaft voltage driven by the circulating current generated by the magnetic circuit asymmetry passes through "one end of the bearing-frame-another end of bearing-rotor" (blue line in Figure 9) [75][76][77]. ...
... In addition, inverter unbalanced power output can also cause the asymmetric flux of current in the motor windings [74]. Finally, the shaft voltage driven by the circulating current generated by the magnetic circuit asymmetry passes through "one end of the bearing-frame-another end of bearing-rotor" (blue line in Figure 9) [75][76][77]. In a PWM inverter-driven motor, the motor inverter driver transmits sinusoidal voltages of different amplitudes and frequencies to the motor winding through a thyristor in the inverter circuit. ...
Article
Full-text available
The occurrence of the motor shaft voltage and bearing current caused by the inverter will aggravate bearing damage and lead to the premature failure of bearings. Many types of equipment are being shut down due to bearing currents, such as filters, insulated bearings and grounding brushes. Traditional suppression measures cannot eliminate the bearing current and the bearing damage mechanism under the bearing current is not clear. In this paper, the damage caused by the bearing current to bearings is analyzed in detail. The influences of different working conditions on the bearing current and the damage caused are discussed. The source of bearing currents is introduced and the bearing current model under different working conditions is reviewed. An outlook for future studies is proposed, based on the current research status and challenges.
... Those reasons are mainly related to constructional asymmetries of the motors, such as static and dynamic eccentricity, constructional asymmetries, unbalanced supply, connections of laminations, rotor faults [8]- [10]. The latter has been described in [11] through simulations, where broken rotor bars are inducing eddy currents in the shaft inevitably leading to bearing currents and damages. ...
... induction motor cage and the cage with three broken bars. [11] According to Electrotechnical Commission standard IEC 60034-25, the shape of motors affects the level of bearing and shaft currents as well. Compared to thicker and shorter motors, longer and thinner ones have larger eddy currents. ...
Conference Paper
Bearing damages make the biggest proportion of faults affecting AC electrical motors. There are various subdivisions of the bearing faults but one of them is the induced bearing and shaft currents in the machines. These currents cannot be fully avoided, yet with the development of power electronic control of the machines, the number of machines affected by potentially more dangerous and damaging frequency converter induced bearing and shaft currents is growing rapidly. This paper is opening the background of the nature and types of bearing currents, lists the damages inflicted by these currents and addresses problem as well as stresses the necessity of taking those currents into account for ensuring more efficient and longer lifespan of industrial electrical machines.
... Typically, these issues stem from structural irregularities within the machine, including static or dynamic eccentricity, design inconsistencies, unbalanced power supply, laminations with broken connections, and faults in the rotor [24]. This phenomenon was demonstrated in [25] through simulations, wherein broken rotor bars produced eddy currents in the shaft, leading to bearing damage. The asymmetry of the magnetic field induces a current in the motor shaft, resulting in a measurable potential difference between both ends of the shaft. ...
Article
Full-text available
Bearing failures in electrical machines pose significant challenges, attracting attention in diagnostic research. The widespread adoption of variable-speed drives across various motor applications has increased the effects of bearing currents, necessitating thorough exploration in both academic and industrial contexts. The paper contributes valuable insights into identifying and addressing bearing-related issues in electrical machines. It comprehensively investigates the matter, investigating damage types and diagnostic techniques specific to bearing currents in induction machines. Moreover, it provides insights from experiments conducted in controlled laboratory settings to replicate bearing current faults. As the industry integrates advanced technologies into manufacturing processes and gains traction, preventive maintenance is increasingly emphasized. Consequently, the paper expands its investigation into signal pre-processing to enhance fault prediction accuracy by optimizing machine signals. Given the dynamic nature of industrial standards and the growing demand for predictive maintenance strategies, this research presents a predictive method for early fault detection. Aiming for heightened efficiency, reduced downtime, and enhanced reliability, the perspectives outlined in this paper make a meaningful contribution to the evolving field of predictive maintenance.
... The design of three phase induction motor is shown in the Figure 3. For the calculating purpose of core losses, the proposed material properties must be applied in the design of stator and rotor for motor core, while the aluminum material is used in the bars and the end ring of bars for motor rotor [24], [25]. In the first case, Cobalt steel type (Hiperco 50) has been used as a core material. ...
Article
Full-text available
This paper presents a core losses and performance calculation with different type of steel materials in the core design for three-phase induction motor by using "ANSYS Maxwell" program in order to identify the core material that provides the most effective performance by iron losses reduction. The coefficients of core losses are calculated from the magnetization curve and core Loss curve based on the on steel material databases. Although the difficult to obtain because of the little of existing information. Results show the capability of the proposed Cobalt steel (Hiperco 50) to achieve the significant losses reduction in comparison to the Electrical Steel NGO–AK Steel’s M-19 and Low Carbon Steel-SAE1020.
... The design of three phase induction motor is shown in the Figure 3. For the calculating purpose of core losses, the proposed material properties must be applied in the design of stator and rotor for motor core, while the aluminum material is used in the bars and the end ring of bars for motor rotor [24,25]. In the first case, Cobalt steel type (Hiperco 50) has been used as a core material. ...
Preprint
Full-text available
This paper presents a core losses and performance calculation with different type of steel materials in the core design for three-phase induction motor by using "ANSYS Maxwell" program in order to identify the core material that provides the most effective performance by iron losses reduction. The coefficients of core losses are calculated from the magnetization curve and core Loss curve based on the on steel material databases. Although the difficult to obtain because of the little of existing information. Results show the capability of the proposed Cobalt steel (Hiperco 50) to achieve the significant losses reduction in comparison to the Electrical Steel NGO-AK Steel's M-19 and Low Carbon Steel-SAE1020. Keywords: Ansys Maxwell Core losses curve Magnetization curve Three phase induction motor Three types of steel This is an open access article under the CC BY-SA license.
... However, propagation of broken rotor bar defects and their influence on the magnetic flux density distribution of the machine cage were observed. In addition, the study reported in papers [14,15], investigated different improved methods for broken rotor bar detection in a squirrel-cage induction motor. Moreover, the works presented in research [16,17], focused on the application of an FEM to predict the performance of an induction motor with broken rotor bar and an inter-turn short circuit in the stator winding. ...
Article
The open phase fault is much specified in three-phase squirrel cage induction motors. However, this defect develops an unsymmetrical magnetism generates noise and vibration in the motor. Finite Element Method (FEM) is the most accurate technique to analyze the induction motor, because it can include all actual characteristics of both healthy and faulty conditions. In this paper, an FEM to analyze a 2.2 (kW) three-phase squirrel cage induction motor with the open phase fault is proposed. An experimental investigation to display the stator current waveforms with healthy and faulty conditions are obtained and compared under different load operations. The currents obtained are introduced into FEM analysis, which is used for magnetic field calculation and the magnetic flux density in the air-gap, stator teeth and in the stator yoke for both healthy and faulty operations.
Preprint
Full-text available
Bearing failures in electrical machines present significant challenges, drawing attention in diagnostic research. The widespread use of variable-speed drives in various motor applications has intensified the impact of bearing currents, requiring comprehensive exploration in academic and industrial settings. This paper thoroughly investigates the issue, examining damage types and diagnostic methods specific to bearing currents in induction machines. Additionally, it offers insights from experiments conducted in controlled laboratory environments to simulate bearing current faults. By outlining the findings, the paper contributes valuable knowledge on identifying and mitigating bearing-related issues in electrical machines. With the shift towards Industry 4.0 standards, which integrate advanced technologies into manufacturing processes, there's a growing emphasis on preventing production faults. Consequently, the paper extends its inquiry into signal pre-processing to enhance fault prediction accuracy by optimizing and refining machine signals. Given the dynamic nature of industrial standards and the rising demand for predictive maintenance strategies, this research holds significance. By striving for increased efficiency, reduced downtime, and enhanced reliability, the perspectives outlined aspire to make a meaningful contribution to the advancing field of predictive maintenance.
Article
The goal of this study is to create and evaluate a methodology for generation of realistic 3D computational models of breast tumours with irregular shapes. Methods The methodology for the creation of breast masses consists of two steps: (a) creation of the initial diffusive tumour shape, by choosing Brownian motion or nearest neighbour random walk algorithm, (b) creation of a solid tumour shape by applying a set of 3D filters, and morphological operations. The initial models were smoothed by applying a set of image processing methods. Thereafter, projection images of these 3D lesions were generated by using an in–house developed software, capable to simulate the X-ray transport through the computational phantoms. Subsequently, a technique for embedding the simulated masses in patient mammography images was developed and applied. Results Thirty irregular masses with different sizes and shapes were generated, and projection images were simulated. The realism of the projected masses on patient images was evaluated by comparison of extracted features, such as the exponential parameter of the power spectrum, fractal dimension and other statistical parameters to these extracted from patient data. The obtained results confirmed that the methodology is capable of producing realistic 3D tumour models with user defined sizes and irregular shapes. Conclusions The methodology will be used to generate unique and realistic in shape and size computational models of breast adenoma, intraductal papilloma, cysts and duct hyperplasia. These computational models are stored in an open source database to be used by all professionals working toward the creation of new technologies for breast-screening and diagnosing. Acknowledgements This research is supported by the Bulgarian National Science Fund under grant agreement DN17/2. This project also has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 692097.
Article
Full-text available
This paper aims to offer an overview of the research on induction machines in Eastern Europe. To this end, it reviews all papers published on the topic between 2010 and 2017, in the six most prestigious Eastern European journals. The main findings show that: (1) researchers focus on the induction machine as used in electrical drives, their major research interest being the torque or speed control improvement; (2) in spite of the International Electrotechnical Committee’s (IEC) new requirements to improve the efficiency of electric machines, this topic is almost inexistent among the studies published in Eastern European journals. Keywords: Eastern European journals, Induction machine, IEC 60034-30 standard, Research trends, Systematic review.
Conference Paper
In this paper, the dynamic state space model of a three-phase induction motor with the inclusion of magnetic saturation effect is presented. Mathematical modelling is a very important tool for design and analysis of a system. In case of electrical machines, its importance becomes twofold, because of its involvement in design and control algorithms. Since more and more sophisticated control algorithms are coming forward, the accurate mathematical modelling is becoming essential. Unlike the conventional linear magnetization inductance-based models, in this paper, magnetization inductance as a nonlinear function of flux is used. Park’s transformation-based equations are prepared and simulated in Matlab/Simulink environment. Different motor parameters in transient and steady state intervals are studied both under on and off load conditions.
Article
Full-text available
This paper presents the experimental study of three-phase squirrel cage induction motor broken rotor bars diagnostics. Tests have been performed with two different machines, one through a frequency converter and the other supplied directly from grid. This comparison has been presented, as the use of frequency converters changes the traditional current spectrum of the machine and hence the diagnostic of such machines becomes more difficult. Necessity for further study on the behavior of the frequency converter in the weak grid is pointed out.
Article
Full-text available
This paper presents the possibilities of using Clarke vector approach for stator current and voltage analysis for induction motors with broken rotor bars. The equations for performing Clarke transformation on three-phase stator current and voltage are presented. Since this method is generally used for transforming current signals, benefits for using it on voltage signals is presented. Described method can be used for effective detection of broken rotor bars in three-phase squirrel-cage induction motors. Necessity for further study is proposed.
Article
Full-text available
The world today is moving toward smart distribution grids and dispersed generation. Those tendencies are caused by different reasons. These include the decrease of fossil fuel consumption, EU directives of CO2 emissions and climate objectives etc. Innovation and change in technology is a highly welcomed trend but one must not forget that there are drawbacks as well as benefits. One of the most important issues in future grids are the power quality and supply reliability issues. This paper describes how the change to dispersed generation and smart grids should look like and what are the main problems, that need quick and active solutions, so that future grids would be fully functional and reliable.
Book
Full-text available
Controlling the level of noise in electrical motors is critical to overall system performance. However, predicting noise of an electrical motor is more difficult and less accurate than for other characteristics such as torque-speed. Recent advances have produced powerful computational methods for noise prediction, and Noise of Polyphase Electric Motors is the first book to collect these advances in a single source. It is also the first to include noise prediction for permanent magnet (PM) synchronous motors. Complete coverage of all aspects of electromagnetic, structural, and vibro-acoustic noise makes this a uniquely comprehensive reference. The authors begin with the basic principles of noise generation and radiation, magnetic field and radial forces, torque pulsations, acoustic calculations, as well as noise and vibration of mechanical and acoustic origin. Moving to applications, the book examines in detail stator system vibration analysis including the use of finite element method (FEM) modal analysis; FEM for radial pressure and structural modeling; boundary element methods (BEM) for acoustic radiation; statistical energy analysis (SEA); instrumentation including technologies, procedures, and standards; and both passive and active methods for control of noise and vibration. Noise of Polyphase Electric Motors gathers the fundamental concepts along with all of the analytical, numerical, and statistical methods into a unified reference. It supplies all of the tools necessary to improve the noise performance of electrical motors at the design stage.
Article
Full-text available
Diss. -- Lappeenrannan teknillinen yliopisto.
Conference Paper
Broken bar faults are common in induction cage motors and can cause a variety of problems. This is the reason why there is continuous research on techniques for prompt detection. In this work a study of the influences of the broken bar fault to the electromagnetic characteristics of the induction motor is presented, using an asynchronous cage motor and FEM analysis. To this direction two models have been created and studied: a healthy one and a model with a broken bar fault. Additionally, a new approach on the detection of the broken rotor bar fault through the electromagnetic torque monitoring is suggested.
Conference Paper
In this paper, the time-stepping coupled finite element models of a squirrel-cage induction motor in healthy and faulty states are developed. The stator current, rotor bar current and the end-ring current are calculated using the model respectively when the motor works at healthy state, one-broken-bar fault and adjacent two-broken-bar fault states. Aiming at the difficulty of determining the forced boundary condition, when traditionally solving the electrical machine stator or rotor temperature field, a two-dimensional model and a finite element model of a stator-rotor coupled temperature field over the whole cross section of a squirrel-cage induction motor are developed. The steady stator-rotor coupled temperature fields of the motor under rated load at the above three conditions are calculated respectively. The temperature rises of the motor operating at three conditions are compared and the influence of the number of broken bars on the motor temperature field is analyzed. The temperature field model can be applied to the temperature field analysis of other induction motors without axial cooling whether they are with healthy rotors or broken bars. The validity of models and the correctness of the calculated values are verified by experimental results derived from a prototype motor. From the variations of the motor electromagnetic field and temperature field, some valuable idea can be proposed to the broken bars fault diagnosis.
Article
The paper deals with finite element analysis of magnetic field in the cross-section of induction motor operating at different load conditions. Magnetic field is calculated for the case of symmetrical rotor cage and for several cases of rotor electrical asymmetry due to broken rotor bars. It is shown the relation between the increasing number of broken bars and unproportional distribution of induced rotor currents, which results as a degradation of steady-state and dynamic performance of induction motor.
Conference Paper
Broken bar faults are common in induction cage motors and can cause a variety of problems. This is the reason why there is continuous research on techniques for prompt detection. In this work a study of the influences of the broken bar fault to the electromagnetic characteristics of the induction motor is presented, using an asynchronous cage motor and FEM analysis. To this direction two models have been created and studied: a healthy one and a model with a broken bar fault. Additionally, a new approach on the detection of the broken rotor bar fault through the electromagnetic torque monitoring is suggested.
Article
This paper presents an application of a novel method for the diagnostics of electric and magnetic asymmetries of rotor cage in induction motor (IM) due to broken rotor bars. An increasing anomaly in magnetic field distribution results in degradation of steady-state and dynamic performance of an IM. This degradation can be determined through the analysis of the average duty cycle of the modulated supply voltage. Broken rotor bars would cause torque and speed ripple which is mitigated by an efficient speed-control algorithm. Consequently, specific oscillation in the duty cycle of the modulated stator voltage appears. This effect can be simply detected without additional hardware and therefore provides a correct evaluation of faulty motor performance, which is a very significant part of condition monitoring and diagnostic procedure in modern supervision systems for electrical drives.