Dynamic Simulations of Adaptive Design Approaches to Control the Speed of an Induction Machine Considering Parameter Uncertainties and External Perturbations

Recently, the Indirect Field Oriented Control (IFOC) scheme for Induction Motors (IM) has gained wide acceptance in high performance applications. The IFOC has remarkable characteristics of decoupling torque and flux along with an easy hardware implementation. However, the detuning limits the performance of drives due to uncertainties of parameters. Conventionally, the use of a Proportional Integral Differential (PID) controller has been very frequent in variable speed drive applications. However, it does not allow for the operation of an IM in a wide range of speeds. In order to tackle these problems, optimal, robust, and adaptive control algorithms are mostly in use. The work presented in this paper is based on new optimal, robust, and adaptive control strategies, including an Adaptive Proportional Integral (PI) controller, sliding mode control, Fuzzy Logic (FL) control based on Steepest Descent (SD), Levenberg-Marquardt (LM) algorithms, and Hybrid Control (HC) or adaptive sliding mode controller to overcome the deficiency of conventional control strategies. The main theme is to design a robust control scheme having faster dynamic response, reliable operation for parameter uncertainties and speed variation, and maximized torque and efficiency of the IM. The test bench of the IM control has three main parts: IM model, Inverter Model, and control structure. The IM is modelled in synchronous frame using d q modelling while the Space Vector Pulse Width Modulation (SVPWM) technique is used for modulation of the inverter. Our proposed controllers are critically analyzed and compared with the PI controller considering different conditions: parameter uncertainties, speed variation, load disturbances, and under electrical faults. In addition, the results validate the effectiveness of the designed controllers and are then related to former works.

[1]  Waqar Uddin,et al.  Indirect field-oriented control of induction motor drive based on adaptive fuzzy logic controller , 2017 .

[2]  Ali Saghafinia,et al.  Adaptive Fuzzy Sliding-Mode Control Into Chattering-Free IM Drive , 2015, IEEE Transactions on Industry Applications.

[3]  Antonio T. Alexandridis,et al.  Bounded Nonlinear Stabilizing Speed Regulators for VSI-Fed Induction Motors in Field-Oriented Operation , 2014, IEEE Transactions on Control Systems Technology.

[4]  Yoichi Hori,et al.  A New Model Reference Adaptive Controller for Four Quadrant Vector Controlled Induction Motor Drives , 2012, IEEE Transactions on Industrial Electronics.

[5]  Ahmad Harb,et al.  An Approach to Fuzzy Control for a Class of Nonlinear Systems: Stability and Design Issues , 2005 .

[6]  Han Ho Choi,et al.  Fuzzy Sliding Mode Speed Controller for PM Synchronous Motors With a Load Torque Observer , 2012, IEEE Transactions on Power Electronics.

[7]  Muhammad Adil Khan,et al.  Robust speed regulation of indirect vector control induction motor using fuzzy logic controllers based on optimization algorithms , 2018 .

[8]  Jorge Rivera Discrete-Time Modeling and Control of Induction Motors by Means of Variational Integrators and Sliding Modes - Part I: Mathematical Modeling , 2015, IEEE Trans. Ind. Electron..

[9]  M. Nasir Uddin,et al.  Development and Implementation of a Simplified Self-Tuned Neuro–Fuzzy-Based IM Drive , 2014 .

[10]  Yan Lin,et al.  A novel induction motor with fuzzy sliding-mode control , 2011, Proceedings of the 30th Chinese Control Conference.

[11]  Mehdi Farasat,et al.  Efficiency improved sensorless control scheme for electric vehicle induction motors , 2014 .

[12]  Xiangning He,et al.  New Sliding-Mode Observer for Position Sensorless Control of Permanent-Magnet Synchronous Motor , 2013, IEEE Transactions on Industrial Electronics.

[13]  Allan Gregori de Castro,et al.  Improved Sensorless Vector Control of Induction motor Using Sliding Mode Observer , 2016 .

[14]  Jalal Nazarzadeh,et al.  A detailed model of disk type linear induction machines , 2015 .

[15]  M. Nasir Uddin,et al.  Development and Implementation of a Nonlinear-Controller-Based IM Drive Incorporating Iron Loss With Parameter Uncertainties , 2009, IEEE Transactions on Industrial Electronics.

[16]  Mokhtar Zerikat,et al.  High‐performance sensorless vector control of induction motor drives using artificial intelligent technique , 2011 .

[17]  Jingbo Kan,et al.  Indirect vector control with simplified rotor resistance adaptation for induction machines , 2015 .

[18]  Kuo-Ho Su,et al.  Supervisory enhanced genetic algorithm controller design and its application to decoupling induction motor drive , 2005 .

[19]  Shuhui Li,et al.  A Novel Neural Network Vector Control Technique for Induction Motor Drive , 2015, IEEE Transactions on Energy Conversion.

[20]  Somnath Maity,et al.  A Numerical Bifurcation Analysis of Indirect Vector-Controlled Induction Motor , 2018, IEEE Transactions on Control Systems Technology.

[21]  Hao Yu,et al.  Improved Computation for Levenberg–Marquardt Training , 2010, IEEE Transactions on Neural Networks.

[22]  Haitham Abu-Rub,et al.  Speed Sensorless Induction Motor Drive With Predictive Current Controller , 2013, IEEE Transactions on Industrial Electronics.

[23]  Alexander G. Loukianov,et al.  Copper and Core Loss Minimization for Induction Motors Using High-Order Sliding-Mode Control , 2012, IEEE Transactions on Industrial Electronics.

[24]  J. L. Febin Daya,et al.  A novel self - Tuning fuzzy based PID controller for speed control of induction motor drive , 2013, 2013 International Conference on Control Communication and Computing (ICCC).

[25]  Ned Mohan Advanced electric drives , 2014 .

[26]  Azah Mohamed,et al.  Quantum-Behaved Lightning Search Algorithm to Improve Indirect Field-Oriented Fuzzy-PI Control for IM Drive , 2017, IEEE Transactions on Industry Applications.

[27]  Said Drid,et al.  Implementation of a New MRAS Speed Sensorless Vector Control of Induction Machine , 2015, IEEE Transactions on Energy Conversion.

[28]  John E. Fletcher,et al.  Predictive Torque Control of Induction Motor Sensorless Drive Fed by a 3L-NPC Inverter , 2017, IEEE Transactions on Industrial Informatics.

[29]  Mohamed K. Metwaly,et al.  A Performance Investigation of a Four-Switch Three-Phase Inverter-Fed IM Drives at Low Speeds Using Fuzzy Logic and PI Controllers , 2017, IEEE Transactions on Power Electronics.

[30]  L.G.B. Rolim,et al.  H ∞ design of rotor flux-oriented current-controlled induction motor drives: speed control, noise attenuation and stability robustness , 2010 .

[31]  Luis Antonio Amezquita-Brooks,et al.  Speed and Position Controllers Using Indirect Field-Oriented Control: A Classical Control Approach , 2014, IEEE Transactions on Industrial Electronics.

[32]  Oscar Barambones,et al.  Position Control of the Induction Motor Using an Adaptive Sliding-Mode Controller and Observers , 2014, IEEE Transactions on Industrial Electronics.