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Induction Motor

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An induction motor is an electric motor that operates on the principle of electromagnetic induction, where current is induced in the rotor by a rotating magnetic field produced by the stator. It is widely used in industrial and commercial applications due to its robustness, simplicity, and efficiency.
lightbulbAbout this topic
An induction motor is an electric motor that operates on the principle of electromagnetic induction, where current is induced in the rotor by a rotating magnetic field produced by the stator. It is widely used in industrial and commercial applications due to its robustness, simplicity, and efficiency.

Key research themes

1. How can induction motor fault diagnosis be optimized using signal analysis and neural networks to improve maintenance and reliability?

This research area focuses on developing advanced, accurate, and early fault detection methods for induction motors to prevent mechanical breakdowns, reduce costly shutdowns, and extend motor lifespan. It is critical because bearing, rotor, stator, and winding faults can degrade motor performance and cause unexpected failures. Advances include leveraging diverse signal analyses (current, vibration) and improving diagnostic accuracy using adaptive and convolutional neural network techniques, particularly under noisy conditions.

Key finding: This paper shows that simultaneously extracting features from two current phases using an improved convolutional neural network (MI-CNN) significantly enhances classification accuracy of bearing faults under noisy conditions,... Read more
Key finding: The study identifies specific fault signatures in current and voltage signals under various loading conditions and rotor bar breakage severities, emphasizing that rotor faults cause observable current distortions that... Read more
Key finding: By experimentally analyzing frequency response analysis (FRA) signatures of healthy and broken rotor bar motors, the paper establishes FRA as a sensitive technique for detecting various severities of rotor faults. This novel... Read more

2. What are the effects of rotor eccentricity and unbalanced magnetic pull on the dynamics and performance of induction motors, and how can they be simulated and mitigated?

This research thread investigates the mechanical and electromagnetic interactions caused by rotor misalignments, which induce unbalanced magnetic pull (UMP). These cause increased vibration, bearing wear, reduced critical speeds, torque ripple, and premature failure. Accurate modeling and simulation methods, including simplified UMP models coupled with finite element analysis, aim to predict and mitigate these deleterious effects, crucial for high-speed and high-performance motor applications.

Key finding: This paper develops a simplified yet accurate UMP model that uses magnetizing current (computed via finite element analysis) to simulate rotordynamics with mixed eccentricities and varying slip. Results reveal that UMP forces... Read more
Key finding: By experimentally and numerically analyzing zero-airgap induction motors with eccentric rotors (rotor touching stator), the study demonstrates how increasing rotor eccentricity affects electrical current and mechanical torque... Read more
Key finding: Through experimental evaluation, this paper quantifies how increasing air gap width—an indirect measure of rotor eccentricity—reduces torque and efficiency because of the modified magnetomotive force harmonic content and... Read more

3. How can advanced modeling and control methods enhance induction motor performance and efficiency under variable load and operational conditions?

This theme covers mathematical modeling innovations and advanced control strategies (including adaptive neural networks, sliding mode control, fuzzy logic integrated with IoT, and model predictive control) tailored to induction motors. The focus lies on accurate dynamic representations, online adaptation for varying loads or faults, reducing torque/flux ripples, ensuring energy efficiency, and facilitating smart monitoring and control in industrial and transportation applications. These developments address challenges arising from nonlinear motor behavior and environmental disturbances.

Key finding: This work introduces a single-neuron adaptive algorithm integrated with double-power super-twisting sliding mode control (DPSTSM), dynamically tuning sliding-mode gains online. Simulations confirm superior torque ripple... Read more
Key finding: A fuzzy logic controller combined with IoT-based monitoring is implemented for closed-loop speed control of an induction motor, achieving stable speed tracking with effective disturbance rejection. The system allows real-time... Read more
Key finding: The proposed online adaptive general regression neural network (OAGRNN) controller effectively tracks desired motor speeds in real time without pre-training, outperforming traditional PI controllers under variable load... Read more
Key finding: By applying a sequential model predictive control (SMPC) method to a 3-phase induction motor with a 5-level cascaded H-bridge inverter, the study independently modulates stator flux and torque without requiring weighting... Read more

All papers in Induction Motor

Micha³ MAJCHROWICZ * MODEL ANALITYCZNY SILNIKA PRZE£¥CZALNEGO RELUKTANCYJNEGO (SRM) NA POTRZEBY OPTYMALIZACJI JEGO KONSTRUKCJI STRESZCZENIE W artykule przedstawiono sposób modelowania indukcyjnoci uzwojenia fazowego silnika... more
In this article, a new soft starting control scheme based on an artificial neural network (ANN) is presented for a three-phase induction motor (IM) drive system. The main task of the control scheme is to keep the accelerating torque... more
Induction motors are widely used in industry due to their promising performance. Majority of induction motors are used in inverter based drives in industrial setups. Efforts are being put in the fault analysis of induction motors. Most of... more
Induction motors are widely used in industrial power plants due to their robustness, reliability and high performance under variable operating conditions in the electrical power system. Modern industrial progress is dependent on these... more
This paper presents a design methodology for electric machines (EM). It is based on discrete multi-material topology optimization (TO) and printed material characteristics. Our methodology uses the Bi-directional Evolutionary Structural... more
Bu caly?mada, dogrudan moment kontrol (DTC) yontemi kullanan bir asenkron motor surucu sistemi analiz edilmi?tir. Bunun icin, asenkron motorun matematiksel d-q modelinden yararlanylarak, DTC kontrollu asenkron motor surucu sisteminin... more
In Mexico, the linking of universities and research and development centers with the industry is an issue which has been present for more than a decade in economic and social development plans and schemes advanced by federal and state... more
In this paper, we are interested, in a first time, at the study and the implementation of a V/f control for induction machine in real time. After, We are attached to a comparison of the results by simulation and experiment for, speed... more
In this paper, we are interested, in a first time, at the study and the implementation of a V/f control for induction machine in real time. After, We are attached to a comparison of the results by simulation and experiment for, speed... more
Switched reluctance motors (SRMs) are an attractive choice for electric vehicle (EV) applications but suffer from certain limitations, such as high torque ripple and acoustic noise. This paper presents ongoing research and development... more
The tailpipe emissions caused by vehicles using internal combustion engines are a significant source of air pollution. To reduce the health hazards caused by air pollution, advanced countries are now adopting the use of electric vehicles... more
Induction motors are used in all industries and are the major element of energy consumption. Faults in motor degrade the motor efficiency and result in more energy consumption. Bearing faults are reported to be the major reason for the... more
Induction motors are mainly used for variable load applications and it is vital to have a condition monitoring system with capabilities to diagnose motor faults in variable load conditions. The environment noise varies has non-linear... more
Induction motors are work-horse of the industry and major element in energy conversion. The replacement of the existing non-adjustable speed drives with the modern variable frequency drives would save considerable amount of electricity. A... more
Recently, speed sensorless control of induction motor drives received great attention to avoid the different problems associated with direct speed sensors. However, low speed operation with robustness against parameter variations remains... more
Direct torque control (DTC) of three phase induction motors allows a high dynamic performance to be obtained with a very simple control scheme. It is based on the stator flux orientation in which the stator flux is used as a main control... more
The controllability of torque in an induction motor without any peak overshoot and less ripples with good transient and steady state responses form the main criteria in the designing of a controller. Though, PI controller is able to... more
A circuit for speed controlling of three phase motor induction was designed and implemented. The circuit is using triac as main of component and supported by diac, diode, and the other passive electronics component. The result is a... more
In this paper, Induction Motors (IM) are widely used in the industrial application due to a high power/weight ratio, high reliability and low cost. A Space Vector PWM (SVPWM) is utilized for PWM controlling scheme. The performance of both... more
A comparative analysis of three phase eleven level Diode Clamped Multilevel Inverter (DCMLI) and hybrid inverter is performed in this paper in which the later requires fewer carrier signals, less number of devices and gate drive circuits.... more
A Ground Fault Circuit Interrupter (GFCI) is a safety device that prevents electric shock by using fundamental electromagnetic principles. Its operation centers on a sensor, a toroidal iron core, that monitors the current in the "hot" and... more
This paper presents a novel algorithm (patented) for detecting the early CT saturation in bus differential protection, which, combing with the late CT saturation block zone and other security enhancement features provides great securities... more
This study, titled Comparative Evaluation of Machine Learning Models for Fault Detection in Induction Motors presents a comparative evaluation of machine learning (ML) models for fault detection in three-phase induction motors, which are... more
This paper proposes an improved modulation technique to control a modified H-Bridge solar photovoltaic (PV) fed seven-level inverter to drive a single-phase 230V, 1/2 HP capacitor start-run induction motor (IM). An improved H-bridge... more
This paper presents a method of fault identification of induction motor drive by means of the application of wavelet analysis of a tested signal and a model of neural network with supervised learning, and also a model of neural network... more
The whirling speed in rotor dynamics, with reference to solid mechanics, is the velocity that excites the natural frequency of rotating object or assembly. Proper estimation of this whirling speed is one of the key factors that are to be... more
Permanent magnet synchronous motor (PMSM) is widely used in different applications because of their different key operation features. But despite having important key features, PMSM suffers from torque ripple when simple control... more
MOSFET is an active device that was developed from a semiconductor material with the advantages of switching systems and strengthening better than bipolar transistors, so that is widely used in computers and telecommunications. This study... more
This paper proposes a robust nonlinear current controller that deals with the problem of the stator current control of a six-phase induction motor drive. The current control is performed by using a state-space representation of the... more
This paper presents the design and simulation of two types of DC-DC converters, namely, Buck and Ćuk converters using Simulink in a MATLAB environment. The step-down modes of the two converters were compared and the result discussed. Both... more
This paper presents the design and simulation of two types of DC-DC converters, namely, Buck and Ćuk converters using Simulink in a MATLAB environment. The step-down modes of the two converters were compared and the result discussed. Both... more
This study described the design of a 3-phase AC Induction Motor (ACIM) vector control drive with position encoder coupled to the motor shaft. Approach: It was based on free scale's (Motorola's) 68k micro processor devices. Although the... more
This study described the design of a 3-phase AC Induction Motor (ACIM) vector control drive with position encoder coupled to the motor shaft. Approach: It was based on free scale's (Motorola's) 68k micro processor devices. Although the... more
This study described the design of a 3-phase AC Induction Motor (ACIM) vector control drive with position encoder coupled to the motor shaft. Approach: It was based on free scale's (Motorola's) 68k micro processor devices. Although the... more
This study described the design of a 3-phase AC Induction Motor (ACIM) vector control drive with position encoder coupled to the motor shaft. Approach: It was based on free scale's (Motorola's) 68k micro processor devices. Although the... more
The authors present the faults diagnosis by parameter identification of the squirrel-cage rotor induction machine using real data. The model of electric parameter identification of the induction machine from the input-output observations... more
Induction motors are the commonly used motors in power industries, due to its low price, maintenance and easy to control, it consumes about 40% of the electrical energy all over the world. It is very common to find problems of power... more
This paper deals with literature survey of various existing converter topologies, which have been proposed for adjustable speed single phase induction motor drives (SPIMD). Included in the paper are several newly proposed converter... more
In this paper, a sensorless induction motor (IM) drive using speed observer system is presented. The system includes load torque computation for gear fault detection. Nonlinear control method is adopted for controlling the motor over a... more
Induction motors are commonly used in numerous industrial applications. To maintain a reliable operation of the motor, it is important to identify the potential faults that may cause the motor to fail. Bearing failures are one of the main... more
In this paper, the effect of pulsewidth modulation (PWM) voltage waveform on the voltage distribution among the stator windings of random wound cage induction motors is studied. First, a method of estimating the high-frequency... more
Two series-connected two-motor drive systems with a single inverter supply have been proposed recently. The first one consists of two five-phase machines supplied from a single five-phase inverter, whereas the second one comprises one... more
tor. Through a comparative study using a detailed machine model and the standard dq model, the paper shows that the characteristic frequencies generated by a particular fault are preserved even if the standard dq model is used for... more
Effective sensorless dynamic speed estimation is desirable for both speed sensorless motor-drive applications and for on-line induction motor condition monitoring and assessment. In this paper, a sensorless neural adaptive speed filter is... more
This paper deals with the use of a new diagnostic technique based on the multiple reference frames theory for the diagnosis of stator winding faults in a direct-torque-controlled (DTC) induction motor drive. The theoretical aspects... more
Growing architectural shelters by manipulating plant growth is not a new design strategy. It is easy to find many examples in traditional architecture or arborsculpture and tree shaping. However there are more sophisticated ways of... more
This paper presents an analysis on the characteristics of the stator winding degradation process. A diagnostic and prognostic parameter, which is derived using the sequence component approach, is proposed. It is estimated using only the... more
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