A survey: fuzzify parameters and membership function in electrical applications

The unique simplicity and the needless for a mathematical model of the fuzzy logic controller along with the variety of abilities such as good respond to complex and high-order systems have made it widely used in electrical engineering. Meanwhile, the influence of fuzzification and defuzzification parameters selection on the quality of the controller performance improvement is obvious. The selection of fuzzy controller parameters is based on the nature of the system and the designer’s knowledge and experience and heretofore no organized method for selecting membership functions has been provided. Given the significance of the issue, this study provides an extensive overview of the fuzzy parameters selection and presents the experiences of dozens of designers in the field of electrical systems. Finally, a summary is presented based on researches for the applicable selection of membership functions in electrical engineering.

[1]  Necmi Altin,et al.  Three-phase three-level grid interactive inverter with fuzzy logic based maximum power point tracking controller , 2013 .

[2]  Anup Kumar Panda,et al.  Real time implementation of PI and fuzzy logic controller based 3-phase 4-wire interleaved buck active power filter for mitigation of harmonics with id–iq control strategy , 2014 .

[3]  Youmin Zhang,et al.  Fuzzy gain-scheduled active fault-tolerant control of a wind turbine , 2014, J. Frankl. Inst..

[4]  Rabindra Kumar Sahu,et al.  A novel modified differential evolution algorithm optimized fuzzy proportional integral derivative controller for load frequency control with thyristor controlled series compensator , 2018, Journal of Electrical Systems and Information Technology.

[5]  Sabrina Abdeddaim,et al.  Implementation of fuzzy-sliding mode based control of a grid connected photovoltaic system. , 2015, ISA transactions.

[6]  P. S. Londhe,et al.  Robust nonlinear PID-like fuzzy logic control of a planar parallel (2PRP-PPR) manipulator. , 2016, ISA transactions.

[7]  Urbano Nunes,et al.  Electrical vehicle modeling: A fuzzy logic model for regenerative braking , 2015, Expert Syst. Appl..

[8]  Maheshkumar H. Kolekar,et al.  Stator winding fault prediction of induction motors using multiscale entropy and grey fuzzy optimization methods , 2014, Comput. Electr. Eng..

[9]  Ying-Shieh Kung,et al.  Optimized FPGA design, verification and implementation of a neuro-fuzzy controller for PMSM drives , 2013, Math. Comput. Simul..

[10]  Yanbin Yuan,et al.  Design of fuzzy sliding mode controller for hydraulic turbine regulating system via input state feedback linearization method , 2015 .

[11]  Shang-bin Song,et al.  Vehicle Control Strategies Analysis Based on PID and Fuzzy Logic Control , 2016 .

[12]  Vivekananda Mukherjee,et al.  A novel scaling factor based fuzzy logic controller for frequency control of an isolated hybrid power system , 2017 .

[13]  Shantanu Das,et al.  A novel fractional order fuzzy PID controller and its optimal time domain tuning based on integral performance indices , 2012, Eng. Appl. Artif. Intell..

[14]  Adel A. El-Samahy,et al.  Brushless DC motor tracking control using self-tuning fuzzy PID control and model reference adaptive control , 2016, Ain Shams Engineering Journal.

[15]  Karin Hinzer,et al.  High Stability Adaptive Microgrid Control Method Using Fuzzy Logic , 2016 .

[16]  Rabindra Kumar Sahu,et al.  Firefly algorithm optimized fuzzy PID controller for AGC of multi-area multi-source power systems with UPFC and SMES , 2016 .

[17]  Joshué Pérez,et al.  Fuzzy logic steering control of autonomous vehicles inside roundabouts , 2015, Appl. Soft Comput..

[18]  Mohamed M. Ismail,et al.  Protection of DFIG wind turbine using fuzzy logic control , 2016 .

[19]  Badreddine Babes,et al.  Experimental enhancement of fuzzy fractional order PI+I controller of grid connected variable speed wind energy conversion system , 2016 .

[20]  Anup Kumar Panda,et al.  FLC based shunt active filter (p–q and Id–Iq) control strategies for mitigation of harmonics with different fuzzy MFs using MATLAB and real-time digital simulator , 2013 .

[21]  Wei Li,et al.  A novel fuzzy integral sliding mode current control strategy for maximizing wind power extraction and eliminating voltage harmonics , 2015 .

[22]  Francisco Jurado,et al.  Fuzzy logic based power management strategy of a multi-MW doubly-fed induction generator wind turbine with battery and ultracapacitor , 2014 .

[23]  Majid Gandomkar,et al.  Modeling, control, and simulation of grid connected intelligent hybrid battery/photovoltaic system using new hybrid fuzzy-neural method. , 2016, ISA transactions.

[24]  Wei Li,et al.  Sliding mode voltage control strategy for capturing maximum wind energy based on fuzzy logic control , 2015 .

[25]  B. Mohan,et al.  A Nonlinear Fuzzy PID Controller via Algebraic Product AND-Maximum OR-Larsen Product Inference , 2016 .

[26]  P. Srividya Devi,et al.  Introducing LQR-Fuzzy Technique with Dynamic Demand Response Control Loop to Load Frequency Control Model , 2016 .

[27]  Binod Kumar Sahu,et al.  A novel hybrid LUS–TLBO optimized fuzzy-PID controller for load frequency control of multi-source power system , 2016 .

[28]  Vivekananda Mukherjee,et al.  A novel quasi-oppositional harmony search algorithm and fuzzy logic controller for frequency stabilization of an isolated hybrid power system , 2015 .

[29]  Nan Zhang,et al.  Select N agents with better fitness values from X all to replace the current population X Evaluate and sort the fitness of X all End of iteration ? Return best solution End Mass weighting Cauchy mutation , 2016 .

[30]  B. Bose,et al.  Evaluation of membership functions for fuzzy logic controlled induction motor drive , 2002, IEEE 2002 28th Annual Conference of the Industrial Electronics Society. IECON 02.

[31]  O. Kraa,et al.  Fuzzy Logic Maximum Structure and State Feedback Control Strategies of the Electrical Car , 2014 .

[32]  N. Kumarappan,et al.  Grid interconnection of renewable energy sources using multifunctional grid-interactive converters: A fuzzy logic based approach , 2017 .

[33]  N. Kumarappan,et al.  Autonomous operation and control of photovoltaic/solid oxide fuel cell/battery energy storage based microgrid using fuzzy logic controller , 2016 .

[34]  Khouloud Bedoud,et al.  Adaptive Fuzzy Gain Scheduling of PI Controller for Control of the Wind Energy Conversion Systems , 2015 .

[35]  Mohamed Abid,et al.  A Fuzzy-PI control to extract an optimal power from wind turbine , 2013 .

[36]  Chaowanan Jamroen,et al.  TS-Fuzzy Based Adaptive PEVs Charging Control for Smart Grid Frequency Stabilization Under Islanding Condition☆ , 2016 .

[37]  Radu-Emil Precup,et al.  Grey Wolf Optimizer-Based Approach to the Tuning of Pi-Fuzzy Controllers with a Reduced Process Parametric Sensitivity , 2016 .

[38]  Lu Liu,et al.  Variable-order fuzzy fractional PID controller. , 2015, ISA transactions.

[39]  Tarkeshwar Mahto,et al.  Integrated frequency and power control of an isolated hybrid power system considering scaling factor based fuzzy classical controller , 2017, Swarm Evol. Comput..

[40]  Mohammad El-Bardini,et al.  Embedded system based on a real time fuzzy motor speed controller , 2014 .

[41]  Alireza R. Fereidouni,et al.  A new adaptive configuration of PID type fuzzy logic controller. , 2015, ISA transactions.

[42]  Pierluigi Siano,et al.  Designing fuzzy logic controllers for DC–DC converters using multi-objective particle swarm optimization , 2014 .

[43]  Ahmed Cheriti,et al.  A real time fuzzy logic power management strategy for a fuel cell vehicle , 2014 .

[44]  Engin Yesil,et al.  Online tuning of fuzzy PID controllers via rule weighing based on normalized acceleration , 2013, Eng. Appl. Artif. Intell..

[45]  Abdelghani Harrag,et al.  How fuzzy logic can improve PEM fuel cell MPPT performances , 2018 .

[46]  M. Rajaram,et al.  Fuzzy controller for dynamic performance improvement of a half-bridge isolated DC-DC converter , 2014, Neurocomputing.

[47]  Mohammad Shahidehpour,et al.  Grid frequency control with electric vehicles by using of an optimized fuzzy controller , 2016 .

[48]  Mohamed Abid,et al.  Power Control of Wind Turbine based on Fuzzy Controllers , 2013 .

[49]  Nadia Nedjah,et al.  Customizable hardware design of fuzzy controllers applied to autonomous car driving , 2014, Expert Syst. Appl..

[50]  M. F. Almi,et al.  Advanced Fuzzy MPPT Controller for a Stand-alone PV System☆ , 2014 .

[51]  Fateh Krim,et al.  Design and real time implementation of fuzzy switched controller for single phase active power filter. , 2015, ISA transactions.

[52]  H. A. Kholerdi,et al.  Chaotification and fuzzy PI control of three-phase induction machine using synchronization approach , 2016 .

[53]  Yie-Tone Chen,et al.  A fuzzy-logic based auto-scaling variable step-size MPPT method for PV systems , 2016 .

[54]  Valentina Colla,et al.  A Fuzzy Logic-based Tuning Approach of PID Control for Steam Turbines for Solar Applications , 2017 .

[55]  Mario Motta,et al.  Performance Analysis of a Solar Cooling System Using Self Tuning Fuzzy-PID Control with TRNSYS , 2014 .

[56]  Yu-Jen Lin.  Proportional plus derivative output feedback based fuzzy logic power system stabiliser , 2013 .

[57]  Rahul Umrao,et al.  Adaptive Polar Fuzzy logic based Load Frequency Controller , 2015 .

[58]  Chwan-Lu Tseng,et al.  Design of a novel adaptive TSK-fuzzy speed controller for use in direct torque control induction motor drives , 2015, Appl. Soft Comput..

[59]  I. S. Jesus,et al.  Genetic optimization of fuzzy fractional PD+I controllers. , 2015, ISA transactions.

[60]  Dawood Amoozegar,et al.  DSTATCOM modelling for voltage stability with fuzzy logic PI current controller , 2016 .

[61]  M. S. Boucherit,et al.  Hybrid control of the three phase induction machine using artificial neural networks and fuzzy logic , 2017, Appl. Soft Comput..

[62]  Yung C. Shin,et al.  Gain estimation of nonlinear dynamic systems modeled by an FBFN and the maximum output scaling factor of a self-tuning PI fuzzy controller , 2015, Eng. Appl. Artif. Intell..

[63]  F. F. Pashchenko,et al.  Optimization of Fuzzy PID Controller's Parameters , 2017 .

[64]  Mohammad El-Bardini,et al.  Embedded two level direct adaptive fuzzy controller for DC motor speed control , 2015 .

[65]  Mohd. Hasan Ali,et al.  Fault ride through capability improvement of DFIG based wind farm by fuzzy logic controlled parallel resonance fault current limiter , 2017 .

[66]  Sabrina Abdeddaim,et al.  Optimal energy control of a PV-fuel cell hybrid system , 2017 .

[67]  Djamila Rekioua,et al.  Energy management based fuzzy logic controller of hybrid system wind/photovoltaic/diesel with storage battery , 2017 .

[68]  Wafa Batayneh,et al.  An intelligent fuzzy based tracking controller for a dual-axis solar PV system , 2013 .

[69]  Engin Yesil,et al.  Interval type-2 fuzzy PID load frequency controller using Big Bang-Big Crunch optimization , 2014, Appl. Soft Comput..

[70]  Yi Yang,et al.  Lateral control of autonomous vehicles based on fuzzy logic , 2013, 2013 25th Chinese Control and Decision Conference (CCDC).

[71]  Usha Nair,et al.  Fuzzy Sliding Mode Control of a Switched Reluctance Motor , 2016 .

[72]  Hamid H. Jebur,et al.  A novel design of high-sensitive fuzzy PID controller , 2014, Appl. Soft Comput..

[73]  Samy Faddel,et al.  Fuzzy logic-based autonomous controller for electric vehicles charging under different conditions in residential distribution systems , 2017 .

[74]  Badreddine Babes,et al.  Unity power factor converter based on a fuzzy controller and predictive input current. , 2014, ISA transactions.

[75]  Rabindra Kumar Sahu,et al.  DE optimized fuzzy PID controller with derivative filter for LFC of multi source power system in deregulated environment , 2015 .

[76]  Lassaâd Sbita,et al.  Efficiency optimization of a DSP-based standalone PV system using a stable single input fuzzy logic controller , 2015 .

[77]  Mansour Ojaghi,et al.  Full-order Luenberger observer based on fuzzy-logic control for sensorless field-oriented control of a single-sided linear induction motor. , 2016, ISA transactions.

[78]  Issarachai Ngamroo,et al.  Intelligent photovoltaic farms for robust frequency stabilization in multi-area interconnected power system based on PSO-based optimal Sugeno fuzzy logic control , 2015 .

[79]  Nikita Gupta,et al.  Tuning of asymmetrical fuzzy logic control algorithm for SPV system connected to grid , 2017 .

[80]  Sabir Ouchen,et al.  Fuzzy-predictive direct power control implementation of a grid connected photovoltaic system, associated with an active power filter , 2016 .

[81]  Murat Lüy,et al.  A new fuzzy logic proportional controller approach applied to individual pitch angle for wind turbine load mitigation , 2017 .

[82]  Ebrahim Farjah,et al.  An efficient scenario-based and fuzzy self-adaptive learning particle swarm optimization approach for dynamic economic emission dispatch considering load and wind power uncertainties , 2013 .

[83]  Rabindra Kumar Sahu,et al.  Design and analysis of hybrid firefly algorithm-pattern search based fuzzy PID controller for LFC of multi area power systems , 2015 .

[84]  Mohammad Hassan Khooban,et al.  Analysis, control and design of a non-inverting buck-boost converter: A bump-less two-level T-S fuzzy PI control. , 2017, ISA transactions.

[85]  Li Chaopeng,et al.  Direct Yaw-Moment Control Based on Fuzzy Logic of Four Wheel Drive Vehicle under the Cross Wind☆ , 2017 .

[86]  Yogendra Arya,et al.  BFOA-scaled fractional order fuzzy PID controller applied to AGC of multi-area multi-source electric power generating systems , 2017, Swarm Evol. Comput..

[87]  Bharti Dwivedi,et al.  Speed response of brushless DC motor using fuzzy PID controller under varying load condition , 2017 .

[88]  Abbas Rabiee,et al.  Fuzzy based damping controller for TCSC using local measurements to enhance transient stability of power systems , 2017 .

[89]  Majid Gandomkar,et al.  Modeling and control of grid connected intelligent hybrid photovoltaic system using new hybrid fuzzy-neural method , 2016 .

[90]  Rabindra Kumar Sahu,et al.  A novel hybrid DEPS optimized fuzzy PI/PID controller for load frequency control of multi-area interconnected power systems , 2014 .

[91]  Marcelo A. C. Fernandes.  Fuzzy controller applied to electric vehicles with continuously variable transmission , 2016, Neurocomputing.

[92]  Taher Niknam,et al.  A new intelligent online fuzzy tuning approach for multi-area load frequency control: Self Adaptive Modified Bat Algorithm , 2015 .

[93]  Om P. Malik,et al.  Fuzzy logic based speed control of indirect field oriented controlled Double Star Induction Motors connected in parallel to a single six-phase inverter supply , 2016 .

[94]  Saeid Esmaeili,et al.  Decentralized reactive power control of distributed PV and wind power generation units using an optimized fuzzy-based method , 2017 .

[95]  J. S. Lather,et al.  Multi Area Load Frequency Control Using Particle Swarm Optimization and Fuzzy Rules , 2015 .

[96]  Ioan Filip,et al.  Adaptive fuzzy PI controller with shifted control singletons , 2016, Expert Syst. Appl..

[97]  M. Ranjani,et al.  Optimal fuzzy controller parameters using PSO for speed control of Quasi-Z Source DC/DC converter fed drive , 2015, Appl. Soft Comput..

[98]  O. Kraa,et al.  A Novel Adaptive Operation Mode based on Fuzzy Logic Control of Electrical Vehicle , 2014 .

[99]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[100]  Concepción A. Monje,et al.  Fractional order fuzzy-PID control of a combined cycle power plant using Particle Swarm Optimization algorithm with an improved dynamic parameters selection , 2017, Appl. Soft Comput..

[101]  Boumediène Allaoua,et al.  A Novel Sliding Mode Fuzzy Control based on SVM for Electric Vehicles Propulsion System , 2013 .

[102]  Rabindra Kumar Sahu,et al.  A novel hybrid PSO-PS optimized fuzzy PI controller for AGC in multi area interconnected power systems , 2015 .

[103]  Jino Joy,et al.  Performance Comparison of a Sensorless PMBLDC Motor Drive System with Conventional and Fuzzy Logic Controllers , 2016 .

[104]  Jamal Abd Ali,et al.  Fuzzy logic speed controller optimization approach for induction motor drive using backtracking search algorithm , 2016 .

[105]  Swagat Pati,et al.  Teaching-learning based optimization algorithm based fuzzy-PID controller for automatic generation control of multi-area power system , 2015, Appl. Soft Comput..

[106]  Yun Seng Lim,et al.  A novel fuzzy control algorithm for reducing the peak demands using energy storage system , 2017 .

[107]  B. V. Manikandan,et al.  Fuzzy PID supervised online ANFIS based speed controller for brushless dc motor , 2015, Neurocomputing.

[108]  Michel Aillerie,et al.  Multi input-output fuzzy logic smart controller for a residential hybrid solar-wind-storage energy system , 2017 .