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IRJET- Review paper on Stator and Rotor Fault Diagnosis of 3-Phase Induction Motors
1.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 180 Review paper on Stator and Rotor Fault Diagnosis Of 3-Phase Induction Motors 1Yogesh R. Patni, 2Prof. M.M.Ansari 1PG Student, SSBT Bambhori, Jalgaon 2Asst. Professor, SSBT Bambhori, Jalgaon ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract – I.M. are widely used in almost every other field dealing with electrical power such as industrial engineering mechanical and manufacturing field. Induction motors are simple, efficient and most rugged thus with a very high reliability. But like any other motor, they are vulnerable to faults, which if not considered, may result in catastrophic failure of the motor in the continuous operation. Condition monitoring of the induction motors has been widely used in the detection of faults. In this paper the various faults and study of conventional and innovative techniques for induction motor faults. Key Words: ANN, Computer Simulation, Data Acquisition, Fast Fourier Transforms, Fault Diagnosis, Fuzzy Logic, Induction Motors, Parameter Estimation, Vibration Measurement, Wavelet Transforms 1. INTRODUCTION Induction motors are the important for every industry. However as in any other machine, they will eventually fail because of heavy operating duty,poorworkingenvironment, improper installation and manufacturing factors, etc. With escalating demands for reliability and efficiency, the field of fault diagnosis in induction motors is gaining importance. If the faults are not prognosticated beforehand, itmayresultin large revenue losses as well as pose threat to reliability and safety of operation. However, many methods have been proposed for fault detection and diagnosis, but most of the methods require a good deal of expertise to apply them successfully. Simpler approaches are needed to enable even amateurish operatorswith nominalknowledgeofthesystem to scan the fault condition and make reliable decisions. The induction motor is subjected to primary types of fault and related secondary faults. Fig.1 (a) classifies the sources of induction motor faults. In Fig. 1(b), the internal fault tree is depicted and Fig. 1(c) illustratesthe external fault tree for an induction motor. Broadly, an inductionmotorcandevelop either internal fault or external fault. With reference to the origin, a fault may be mechanical or electrical. Fault can be classified as stator fault or rotor fault depending on the location of the fault. Faults associated with the moving parts likebearing and cooling faults are categorized asrotorfaults [1]. Specifically, induction motor faults can be broadly classified into bearing failures, stator faults, rotor faults, air gap eccentricity, mechanical vibrations, etc. Fig.2 illustrates the relative probability of occurrencesof various faultsinan induction machine [2]. This paper presents a detailed analysis of methods to detect induction motor faults and proposes future research areas. Systematic approachesmust be exploitedtopredictincipient machine faults. Figure 1(a): Sources of Machine Faults Fig. 1(b) Block Diagram Presentation of Internal Faults Fig. 1(c) Block Diagram Representation of External Faults
2.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 181 Fig.2. Faults by % in an Induction Motor A typical diagnosis system [3] shown in Fig. 3 consists of a sensor assembly which provides the fault signal to a signal processing unit, which further sendsitsresulttobeanalyzed by expert systems, where the corresponding fault is ultimately detected. Fig. 3. On-Line Fault Monitoring of Induction Motor Condition monitoring and fault diagnostics are usually implemented by investigating the corresponding anomalies in machine current, voltage and leakage flux. Other methods[4] including monitoring the core temperature, bearing vibration level and pyrolyzed products, have been reported to diagnose fault conditions such as insulation defects , partial discharge and lubrication oil and bearing degradation . Numerous induction motor fault techniques are based on Fast Fourier Transform Spectral Signature analysis, vibration analysis, temperature measurements, harmonic analysis of speed fluctuations , stateorparameters estimation , either axial flux or air gap torque analysis , acoustic noise arrangement , magnetic field analysis , fuzzy logic and neural networks , etc. 2. INDUCTION MOTOR FAULTS: Profound efforts have been devoted to Inductionmotorfault diagnosis. Depending on the region of fault occurrence, induction motor faults are mainly put under the following five categories. 2.1. Bearing Faults Generally, a rolling-element bearing is an arrangement of two concentric rings. A set of balls or rollers spin in raceways between the inner ring and outer ring. Bearing defects may be categorized as “distributed” or “local”. Distributed defects include misaligned races, waviness, surface roughness and off-size rolling elements. Localized defects include spalls, pitsand cracks on the rollingsurfaces. These localized defects create a series of impactvibrationsat the instant when a running roller passesover thesurfaceofa defect whose period and amplitude are calculated by the anomaly’s position, speed and bearing dimension. Mechanical vibrations are produced by the flawed bearings. These vibrations are at the rotational speed of every component. The bearing dimensions and the rotational speed of the machine are used to determine the characteristic frequencies associated to the raceways and the balls or rollers. The condition of the bearing is ascertained by examining these frequencies. This task is accomplished using mechanical vibration analysis techniques. 2.1. Stator Faults An induction motor is subjected to various stresses like thermal, electrical, mechanical, and environmental. Most stator faults can be attributed to such stressful operating conditions. Faults in the stator winding such asturn-to-turn, coil-to-coil, open circuit, phase-to-phase and coil-to-ground, are some of the more prevalent and potentially destructive faults. If left undetected, these may eventually cause cataclysmic failure of the motor. The three main divisions discussed in of stator faults are the following. a) Frame : o Vibration o Circulating currents o Earth faults o Loss of coolants b) Lamination: o Core slackening o Core hot spot c) Stator windings faults: o End winding portion (turn-to-turn faults,frettingof insulation, local damage to insulation, damage to connectors, discharge erosion of insulation, displacement of conductors, contamination of insulation by moisture, oil or dirt, cracking of insulation and so forth). o Slot portion (insulation fretting, displacement of conductors). 2.3. Rotor Faults Rotor faults can be induced by electrical failures such as a bar defect or bar breakage or mechanical failures such as rotor eccentricity. The first fault occurs from thermal stresses, hotspots, or fatigue stresses during transient operations such as start-up, especially in large motors. A broken bar changes torque significantly and became dangerous to the safety and consistent operation of electric machines . The second type of rotor fault is related to air gap eccentricity. This fault is a common effect related to a range of mechanical problems in induction motors such as load unbalance or shaft misalignment. Long-term load unbalance can damage the bearings and the bearing housing and
3.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 182 influence air gap symmetry. Shaft misalignment means horizontal, vertical or radial misalignment between a shaft and its coupled load. With shaft misalignment, the rotor will be displaced from its normal position because of a constant radial force. 2.4. Eccentricity Faults Unequal air gap between stator and rotor results in eccentricity of induction motor. In general, air-gap eccentricity can be of two types: the static air-gap eccentricity and the dynamic air-gap eccentricity. A mixture of both forms, called mixed eccentricity and the axial non uniformity of air gap, known as inclined eccentricity have also been accounted. The minimal radial air-gap length is fixed in space for static air-gap eccentricity. On the contrary, the center of rotor and the center of rotation donot coincide for dynamic eccentricity. In this case, the position of minimum air gap is not fixed in space but rotates with the rotor. An erroneous positioning of the rotor or stator during the commissioning phase may give rise to static eccentricity. It may also be caused by stator core ovality. A cause of dynamic eccentricity can be a bent shaft, bearing wear and movement, or mechanical resonances at critical speeds. 2.5. Vibration Faults Vibrations are natural processes in induction motors which are caused by the oscillations of mechanical parts of the motors. These oscillations are reflected in the external system attached with the machine shaft. Consequently, machine related frequency spectrum is generated which is unique for a healthy motor. Each fault in the motor changes the frequency component of the spectrum. This can be compared with the reference spectrum to perform fault detection and diagnosis. 3. FAULT DIAGNOSIS The spectrum of supply current of an inductionmotor canbe analyzed for the diagnosis of faults appearing in it. For a healthy motor, there will be no existence of backward rotating field and only the forward rotating magnetic field rotates at synchronousspeed. In the occurrence of any fault, there will be a resultant backward rotating field in the air gap and the spectrum of stator current will change. In Table 1 various frequency components introduced in supply current spectrum due to faults has been summarized. By monitoring the various frequencies in Table 1, it is possible to diagnose the corresponding motor faults. Nevertheless, it hasbeen observed that these frequency componentscannot be treated as exact signs of occurrence of motor faults as these frequencies can be detected in the spectrum of even healthy motors due to unavoidable manufacturing symmetries and misalignment etc., Many techniques have been proposed and developed over yearsthatprovideagood measure of occurrence of faults in induction motors. Table 1. Frequency Components of Induction Motor Faults fcbf fs n frc Nb Db Dp θ fcbrf P s fce Ore Osmh Rs components generated by bearing faults supply frequency 1,2,3… [Integral values] characteristics race frequencies number of bearing balls ball diameter bearing pitch diameter contact angle of the ball on the races components generated by broken rotor faults number of pole-pairs per-unit slip components associated with eccentricity rotating eccentricity order stator MMF harmonic order number of rotor slots 3.1. Detection of Bearing Faults 3.1.1. Vibration Spectrum Analysis To extract from a time domain signal the frequency domain representation. The forces occurring in the rolling element bearing in electrical machines create high frequency components of vibration. During normal conditions, these high frequency components are mainly because of friction but in case of a defect in bearings shock pulses can also be found due to breaks in lubrication layer between the friction surfaces. This method analysesthe vibration spectrum of an induction machine using piezoelectric accelerometer which works on Fast Fourier Transform, For instance, a 0.75 kW induction motor with 6202 ball bearing type havingnumber of balls N= 8, is taken for experimentation. The harmonic vibration spectrum of the healthy motor and that with defective bearing is analyzed individually. Fig. 4(a) and Fig. 4(b) portray the vibration amplitudes for the analyzed frequencies, f1=100Hz, f2=152Hz, rotational frequency f= fr =50Hz and sideband 150-300Hz, for the motor with healthy bearing and defective bearing respectively. The vibration amplitude for faulty motor is bigger than that of a healthy motor.
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International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 183 Fig. 4(a). Harmonic Vibration Spectra of Induction Motor with Good Bearing Fig. 4(b). Harmonic Vibration Spectra of Induction Motor with Bad Bearing The dynamic simulation of a motor running withfaultsinthe bearing inner race is presented and a winding function approach is applied to the model of an inductionmotor with mixed eccentricities due to inner race faults. A spectral analysis of electromagnetic torque developed by the simulated motor is compared with those of vibrations resulting from experiments on motor with faulty bearing. Fig. 5(a) and Fig. 5(b) elaborate the power spectral density and analysis of vibration signal in frequency domain. The spectrum magnitude is then standardized to have a bandwidth of 0.2 Hz. This entailsthat for any fault frequency the magnitude of the power spectral density seeps out on bordering frequency bins at + 0.2 Hz from the faulty frequency. Fig.5(a). Frequency Spectrum of Electromagnetic Torque of Dynamic Simulation Motor with Bearing Fault Fig.5(b). Characteristic Frequencies in the Spectral Analysis of Vibration of Induction Motor with Inner Race Bearing Fault 3.2.1. Using Park Vector Approach and Complex Wavelets The impact of stator fault on machine current can be examined through Park vectortransformationapproach.The locus of instantaneous spatial vector sum of the three phase stator currentsformsthe basisfor Park’svector. Generally,a three phase induction motor doesnot involvetheconnection to the neutral. It only involves the connection with the three phase mains. Hence, the mains current has no homopolar current. A two dimensional representation of three phase current of induction motor can be achieved using Park’s Transform. As a function of mains phase variable (Ia, Ib, Ic), the Park’s vector components (ID, IQ) are: This maps a circle .This circle has its centre at the origin (0, 0) of the coordinates. This locus is distorted by stator winding faults and thus provides easy fault diagnosis. Besides making analysis and calculations easier, Park’s Transform scoresover traditional methodsin termsofbeing economical, especially for small and medium-sized motors. Also it can diagnose the faults without requiring access to motor. In order to investigate the proposed technique , a 3 phase, 4 pole induction motor model with 36 statorslotsand 55 turns per slot is simulated. The 3 phase supply currents are measured and Park vector currents are calculated using Park’s Transform. Considering no fault in the stator, the motor current’s Park vector is presented in Fig. 6(a). In case of a stator fault, the motor current’s Park vector is shown in Fig. 6(b). The current Park’s vector for a healthy motor corresponds to a circle whereas for a faulty one, the shape distorts to an ellipse depending upon the amount of fault level. Simulation and experimental results are finally analyzed using complex wavelets.
5.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 184 Fig.6(a). Motor Current’s Park’s Vector Representation at Healthy Case Fig.6(b). Motor Current’s Park’s Vector Representation at Faulty Case 3.3. Detection of Rotor Faults and Eccentricity 3.3.1. Motor Current Signature Analysis (MCSA) Current harmonics in the stator current are analyzed by MCSA [53-59]. These harmonics are caused by new rotating flux components on account of a fault. It needs only one current sensor and is based on signal processing techniques likeFFT . The equipment set up for measuringmotorcurrent is shown in Fig. 7. Data acquisition is achievedbyperforming FFT on the stator Current. The data obtained after FFT is normalized as a function of the first harmonic amplitude is then analyzed. Fig. 8(a) and Fig. 8(b) illustrates FFT with initial condition of rotor bars and with 3 broken rotor bars respectively. Fig.7 Set-Up for Measuring Motor Current Fig. 8(a) FFT with initial condition for broken bars Fig .8 ( b) FFT with 3 broken bars Table 2 indicates the percentage amplitude for harmonics with different number of broken rotor bars. Evidently, the harmonic contents increase with increase in fault level i.e. rise of count of broken rotor bars. Table 2 Similarly, eccentricity also causes a change in the FFT of induction motor. Fig. 9(a) and Fig. 9(b) illustrate the FFT with initial condition of rotor bars and with 87.3% eccentricity respectively. Fig. 9 (a) FFT with initial condition of Rotor’s eccentricity Fig. 9 (b) FFT with 87.3% of Rotor’s eccentricity
6.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 185 Markedly, the harmonic contents increase with increase in fault level i.e. increase of eccentricity. Table 3 3.3.2. Intelligent Techniques Several Intelligent techniques like Fuzzy logic systems, Artificial Neural Networks, Neuro-Fuzzy Systems etc. have been elaborately discussed for induction motor condition monitoring. Usually, any Artificial Intelligence (AI) based diagnostic technique has three prime steps- i) Signature extraction ii) Fault detection and iii) Fault severity estimation. In Fig. 10, a schematic of Neural Networks for condition monitoring of an induction motor is presented. Fig. 10 Neural Network Schematic for Condition Monitoring of Induction Motor Apart from these techniques, some other methods for the incipient fault detection of induction motor have found a mention in other literature . Table 4 presents an elaborate comparison of several fault detection techniques and the faults generally detected by them. Table 4. Comparison of various fault detection techniques 4. SCOPE OF FUTURE WORK Expert systems can be employed for fault diagnosis using rules obtained from the connection weight of a supervised neural network and rules extracted from heuristic knowledge. This combination of Artificial Neural Networks and expert knowledge may enhance the monitoring system for diagnosis. Moreover, a data base for vibration harmonics using experimental and theoreticalinvestigationsforvarious sizes and design standard of three phase induction motors can be created. Through this database, a new standard for vibration can be established instead of the traditional one, which depends upon RMS velocity of vibration rather than harmonic amplitude. REFERENCES [1] G.K. Singh and Sa’ad Ahmed Saleh Al Kazzaz, “Induction Machine Drive Condition Monitoring and Diagnostic Research-A Survey”, Electric Power Systems Research, vol. 64, pp. 145-158, 2003. [2] M. L. Sin, W.L.Soong and N.Ertugrul, "Induction Machine On-Line Condition Monitoring and Fault Diagnosis - A Survey", AUPEC2003, Australasian Universities Power Engineering Conference, Christchurch, NewZealand,pp.1-6, 2003. [3] Neelam Mehala and Ratna Dahiya“Condition Monitoring and Fault Diagnosis of Induction Motor Using MotorCurrent Signature Analysis”, A Ph.D Thesis submittedtotheElectrical Engineering Department, National Institute of Technology, Kurushetra, India, October, 2010. [4] P. J. Tavner and J. Penman, "Condition Monitoring of Electrical Machines", Letchworth, England:ResearchStudies Press Ltd., 1987. [5] Shuo Chen, “Induction Machine Broken Rotor Bar Diagnostics Using Prony Analysis”, A Ph.D Thesis submitted to the School of Electrical and Electronic Engineering of the University of Adelaide, April 2008.
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