사각형입니다.

https://doi.org/10.6113/JPE.2019.19.1.288

ISSN(Print): 1598-2092 / ISSN(Online): 2093-4718



Novel Average Value Model for Faulty Three-Phase Diode Rectifier Bridges


Mehdi Rahnama*, Abolfazl Vahedi, Arta Mohammad Alikhani*, Babak Nahid-Mobarakeh**, and Noureddine Takorabet**


†,*Department of Electrical Engineering, Center of Excellence for Power System Automation and Operation, Iran University of Science and Technology (IUST), Tehran, Iran

**GREEN Laboratories, Université de Lorraine, Nancy, France



ABSTRACT

Rectifiers are widely used in industrial applications. Although detailed models of rectifiers are usually used to evaluate their performance, they are complex and time-consuming. Therefore, the Average Value Model (AVM) has been introduced to meet the demand for a simple and accurate model. This type of rectifier modeling can be used to simplify the simulations of large systems. The AVM of diode rectifiers has been an area of interest for many electrical engineers. However, healthy diode rectifiers are only considered for average value modeling. By contrast, faults occur frequently on diodes, which eventually cause the diodes to open-circuit. Therefore, it is essential to model bridge rectifiers under this faulty condition. Indeed, conventional AVMs are not appropriate or accurate for faulty rectifiers. In addition, they are significantly different in modeling. In this paper, a novel application of the parametric average value of a three-phase line-commutated rectifier is proposed in which one diode of the rectifier is considered open-circuited. In order to evaluate the proposed AVM, it is compared with experimental and simulation results for the application of a brushless synchronous generator field. The results clearly demonstrate the accuracy of the proposed model.


Key words: Average value modeling, Open circuit fault, Three-phase uncontrolled rectifier


Manuscript received May 13, 2018; accepted Nov. 6, 2018

Recommended for publication by Associate Editor Kyo-Beum Lee.

Corresponding Author: avahedi@iust.ac.ir Tel: +98-21-77240492,3 Fax: +98-21-77240490, IUST

*Dept. of Electr. Eng., Center of Excellence for Power System Automation and Operation, Iran Univ. of Sci. and Technol. (IUST), Iran

**GREEN Laboratories, Université de Lorraine, France



Ⅰ. INTRODUCTION

Diode rectifiers have been developed a great deal so that most of the pneumatic and hydraulic components have been substituted with electrical components in many applications [1]. There is a high demand for a reliable electric supply. Most power electronic systems in industrial and commercial applications use variable frequency sources supplied by a DC voltage that is usually provided by line-commutated rectifiers. Line-commutated rectifiers are widely used in the exciters of brushless synchronous generators, high voltage direct current (HVDC) systems, and electrical drives. In order to study a large power electronic system, an analytical model of the power electronic instruments is required. Precise and optimum modeling and analysis of rectifiers have become areas of interest for power engineers. Due to inherent repeated switching, detailed switching models are discontinuous. As a result, extracting the small-signal characteristic of a system is a challenging and time-consuming procedure [1]-[17]. The AVM can be used to alleviate the problems of time-consuming simulations, especially in large systems, and substituting switching intervals with non-switching intervals. In this method, by means of averaging, the average value of the input signal is calculated in each period, and it is used instead of instantaneous values. AVMs are computationally fast and since they are time-invariant, they can be linearized in terms of any desired operating point for small-signal analysis [2].

A method is proposed to derive AVMs of the six-pulse and multi-pulse rectifiers used in aircraft applications [1]. In [2], [11], AVMs based on nodal analyses of the six-pulse rectifier are proposed, which enhance the AVM accuracy. The AVM is extended for diode rectifiers to include significant harmonics of interest in [3]. The AVM is extended to use in thyristor-controlled rectifiers [4]. A modified dynamic average value model of the line-commutated rectifier for EMTP-type solutions and simulation packages are investigated [6]. The effects of changes in the topology of AC filters on the performance of the AVM is analyzed in [7]. The AVM is developed for the alternator-rectifier-battery systems for automotive applications in [8]. An overview of dynamic average value modeling is represented for front-end rectifiers with and without a smoothing ac choke inductor and for variations of a dc filter in two operating modes [9]. Definitions and acceptable properties of the AVM for conducting large- signal time-domain transient studies and small-signal frequency- domains are discussed in [10]. The state space averaging method of a three-phase four wire generator-rectifier system is investigated in [12]. The AVM of three-phase and six phase rectifiers are modified for utilization in PSCAD/EMTDC software [13]. By considering the diode forward drop voltage, an accurate parametric AVM of a car alternator-rectifier is presented in [14]. Analytical relations are developed which can be used to predict the average-value characteristics of a dual line-commutated converter six phase synchronous motor system [15]. The AVM of a twelve-pulse diode rectifier and a six-phase synchronous machine system are investigated in [16]. A model of a three-phase diode bridge rectifiers is presented in [18], where a single bridge and complex systems such as series and parallel bridges can be described. In [19], an input ac impedance model of a three-phase diode rectifier is derived using the time domain Fourier series analysis and the time-domain mapping method. An analytical model for a six-pulse rectifier bridge connected to an unbalance three- phase supply is proposed in [20]. A state-space AVM for the direct symmetric topology of an 18-pulse AC-DC rectifier is represented in [21]. In [22], AVMs for three-phase and nine-phase diode rectifiers are proposed while a first order Taylor series expansion of the dc load current during the averaging period is used to improve the model accuracy.

There are two general types of faults on rectifier diodes, open-circuit and short-circuit. The short-circuit fault eventually becomes an open-circuit, while a short-circuit occurs in diodes because of current increments. By reviewing articles, it can be seen that the application of the average value model on open-circuited rectifiers has yet to be evaluated. In addition, all of the available research focuses on the healthy condition of a diode rectifier. Furthermore, due to the development of power electronics devices, as wells as the complexity and time-consuming analysis of power electronic systems, it is essential to model a rectifier bridge under faulty conditions.

In this paper, a novel parametric AVM is proposed to be utilized in a diode rectifier bridge under the one diode open-circuit fault condition, and the analytical equations of the rectifier bridge are derived. In order to evaluate the proposed analytical model, it is compared with simulation and experimental results. In addition, the results are compared with those of the conventional AVM in [2] to indicate that the model is not appropriate for faulty conditions.



Ⅱ. ANALYSIS OF A RECTIFIER BRIDGE WITH AN OPEN-CIRCUITED DIODE

Fig. 1 illustrates the conventional 3-phase diode rectifier bridge used in synchronous generator field systems. In this figure, r and L are the internal resistance and inductance of the power source; and rdc and Ldc are the load resistance and inductance, respectively. The diodes D1-D6 are power electronic switching components; Van, Vbn and Vcn are the power supplies of the rectifier bridge, which are assumed to be balanced and symmetrical; ia, ib and ic are the 3-phase currents of the rectifier bridge power supply; and idc is the rectifier bridge load current.


그림입니다.
원본 그림의 이름: image1.png
원본 그림의 크기: 가로 704pixel, 세로 317pixel

Fig. 1. Three-phase rectifier bridge along with its power supply and load.


When a fault occurs on a rectifier bridge that leads to a diode open-circuit, the bridge becomes asymmetrical, resulting in a complex analysis. Since each diode conducts 60 degrees in a normal rectifier bridge, for the circuit analysis, there is no difference in which diode becomes open-circuit. To analyze a circuit under such the faulty condition, it is assumed that the diode D1 is open-circuited. To analyze the rectifier, one cycle of an input 3-phase current wave is needed, which is obtained by simulations in MATLAB/Simulink. According to Fig. 2, due to the inductance of the power supply, commutation does not take place immediately. Note that in Fig. 2, the load current is assumed to be time-invariant. This assumption is considered for simplification in terms of modeling and simulation. It seems to result in some inaccuracies in the modeling. However, based on experimental and simulation results, the inaccuracy is insignificant. For the 3-phase current waveform of a faulty rectifier bridge, it is considered for two modes of operation: conduction mode and commutation mode. During conduction intervals, the diodes of two phases conduct and the other phase current is zero. In the commutation mode, unlike a normal rectifier bridge, the commutations take place in two types of states. In the first type, which is similar to the commutation of a normal rectifier bridge, the two phases currents commutate from the maximum negative or positive value of the current to zero and vice versa, and the other phase current remains at the maximum negative or positive value. In the second type of commutation, which would not take place in normal three- phase rectifier bridges, the current of the phase containing the diode D1 is zero and the other two phases are commutating from the negative value to the positive value of the current and vice versa. In conventional average value modeling methods, only one-sixth of a cycle is considered.


그림입니다.
원본 그림의 이름: image2.png
원본 그림의 크기: 가로 704pixel, 세로 340pixel

Fig. 2. Input 3-phase current (ia, ib, ic) of a rectifier bridge when the diode D1 is open-circuited. The conduction mode and two types of commutations with the times 그림입니다. and 그림입니다., and eight intervals (T1-T8).


According to Fig. 2, one whole cycle of a waveform is subdivided into eight switching intervals (T1-T8), where 그림입니다.
원본 그림의 이름: 캡처.PNG
원본 그림의 크기: 가로 32pixel, 세로 38pixel and 그림입니다.
원본 그림의 이름: CLP000011cc2c83.bmp
원본 그림의 크기: 가로 48pixel, 세로 42pixel refer to the interval times of the first and second types of commutation. Since some of the intervals are identical to each other, as can be seen in Fig. 2, only three intervals are considered for analysis. Therefore, the equivalent circuit models and analytical equations for the three switching intervals are derived and the times for each of the commutation intervals are calculated.


A. Interval T1

In this interval, phases B and C are in the state of the second type of commutation. An equivalent circuit of the rectifier for this interval is illustrated in Fig. 3. Two phases of the power supply of the rectifier are short-circuited by the diodes D3, D5, D2 and D6. The load current can be obtained by (1) in this interval.

그림입니다.
원본 그림의 이름: 캡처.PNG
원본 그림의 크기: 가로 218pixel, 세로 41pixel             (1)


그림입니다.
원본 그림의 이름: image3.png
원본 그림의 크기: 가로 714pixel, 세로 310pixel

Fig. 3. Equivalent circuit of a rectifier bridge with the diode D1 open-circuited during the interval T1.


B. Interval T2

In this interval, D5 and D6 are conducting and the current of phase A is zero. An equivalent circuit for this interval is shown in Fig. 4. In addition, the load current can be calculated by (2).

그림입니다.
원본 그림의 이름: 캡처.PNG
원본 그림의 크기: 가로 402pixel, 세로 41pixel     (2)


그림입니다.
원본 그림의 이름: image4.png
원본 그림의 크기: 가로 661pixel, 세로 295pixel

Fig. 4. Equivalent circuit of a rectifier bridge with the diode D1 open-circuited during the interval T2.


C. Interval T3

As can be seen from Fig. 2, in this interval, the rectifier current is commutating from phase B to phase A (from D4 to D6) and the diode D5 is conducting. Therefore, the first type of commutation is taking place.


그림입니다.
원본 그림의 이름: image5.png
원본 그림의 크기: 가로 684pixel, 세로 312pixel

Fig. 5. Equivalent circuit of a rectifier bridge with the diode D1 open-circuited during the interval T3.


Fig. 5 demonstrates an equivalent circuit for the interval in which there are two independent loops. Kirchhoff's voltage and current laws for each of the loops are as follows:

그림입니다.
원본 그림의 이름: CLP000013d440b2.bmp
원본 그림의 크기: 가로 1789pixel, 세로 115pixel    (3)

그림입니다.
원본 그림의 이름: CLP000013d40001.bmp
원본 그림의 크기: 가로 1552pixel, 세로 121pixel             (4)

By simplification of equations (3) and (4), the load current can be obtained by:

그림입니다.
원본 그림의 이름: CLP000013d40002.bmp
원본 그림의 크기: 가로 1465pixel, 세로 120pixel                (5)



Ⅲ. RECTIFIER BRIDGE AVM WITH AN OPEN-CIRCUITED DIODE

In order to model a 3-phase rectifier bridge when an open- circuit fault occurs on one of the diodes, equations (1), (2) and (5) along with the equations for the other intervals, which are derived in a manner similar to the expressed intervals, are rewritten in (6).

그림입니다.
원본 그림의 이름: CLP000013d40003.bmp
원본 그림의 크기: 가로 927pixel, 세로 1002pixel          (6)

According to the intervals and the load current equations for each of the intervals, three generalized equations for the intervals can be considered. Hence, equation (6) is generalized as (7), where Vx and Vy are the peak voltages of the phases, with positive and negative currents (in the conduction mode). In commutation mode, Vu is the peak voltage of a phase that is starting to conduct and Vv and Vw are the peak voltages of the others. Note that STC, CM and FTC stand for second type commutation, conduction mode and first type commutation, respectively.

그림입니다.
원본 그림의 이름: CLP000013d40004.bmp
원본 그림의 크기: 가로 1432pixel, 세로 546pixel    (7)

The method from [23] is used to calculate the average value. The average value of a variable in the period T is defined by (8).

그림입니다.
원본 그림의 이름: image7.png
원본 그림의 크기: 가로 1351pixel, 세로 635pixel     (8)

The derivative of the averaged variable is as below [23]:

그림입니다.
원본 그림의 이름: image8.png
원본 그림의 크기: 가로 726pixel, 세로 551pixel     (9)

By using relations (7-9) during the intervals T1 to T8, and considering the balance input voltage with a magnitude of 그림입니다.
원본 그림의 이름: image9.png
원본 그림의 크기: 가로 239pixel, 세로 301pixel, the average value of (6) is calculated. Then the final equation is obtained as (10) by assuming 그림입니다.
원본 그림의 이름: image10.png
원본 그림의 크기: 가로 989pixel, 세로 318pixel, 그림입니다.
원본 그림의 이름: image11.png
원본 그림의 크기: 가로 1126pixel, 세로 318pixel, 그림입니다.
원본 그림의 이름: image12.png
원본 그림의 크기: 가로 1051pixel, 세로 318pixel and 그림입니다.
원본 그림의 이름: image13.png
원본 그림의 크기: 가로 1201pixel, 세로 318pixel.

그림입니다.
원본 그림의 이름: image20.png
원본 그림의 크기: 가로 8536pixel, 세로 561pixel

그림입니다.
원본 그림의 이름: image20.png
원본 그림의 크기: 가로 8536pixel, 세로 561pixel     (10)

In equation (10), the commutation intervals times, 그림입니다.
원본 그림의 이름: 캡처.PNG
원본 그림의 크기: 가로 32pixel, 세로 38pixel and 그림입니다.
원본 그림의 이름: CLP000011cc2c83.bmp
원본 그림의 크기: 가로 48pixel, 세로 42pixel, are unknown and must be calculated. Consider an equivalent circuit of the phases that are commutating. Since the power supply resistance is negligible, the equivalent circuit becomes as Fig. 6. Applying KVL to the loop, equation (11) is derived [2-4].

그림입니다.
원본 그림의 이름: image14.png
원본 그림의 크기: 가로 1289pixel, 세로 518pixel     (11)

Assuming 그림입니다.
원본 그림의 이름: 캡처.PNG
원본 그림의 크기: 가로 46pixel, 세로 33pixel and choosing an appropriate origin for the 3-phase voltages, the general form of the commutation angle equation is obtained by integrating on the commutation interval.

그림입니다.
원본 그림의 이름: 캡처.PNG
원본 그림의 크기: 가로 250pixel, 세로 59pixel     (12)

where L, 그림입니다.
원본 그림의 이름: image16.png
원본 그림의 크기: 가로 189pixel, 세로 193pixel and Vm are the inductance, frequency and voltage peak of the power supply. In addition, 그림입니다.
원본 그림의 이름: 캡처.PNG
원본 그림의 크기: 가로 32pixel, 세로 24pixel is the current change during the commutation interval. This equation is valid for both type of commutations due to some considerations.  According to Fig. 2, in the first type of commutation, 그림입니다.
원본 그림의 이름: 캡처.PNG
원본 그림의 크기: 가로 30pixel, 세로 24pixel is equal to the load current; and in the second type of commutation, 그림입니다.
원본 그림의 이름: 캡처.PNG
원본 그림의 크기: 가로 187pixel, 세로 56pixel. Therefore, by substituting the values of the current change and other parameters, which are the same for both types, the commutation interval angle can be calculated.


그림입니다.
원본 그림의 이름: image6.png
원본 그림의 크기: 가로 423pixel, 세로 190pixel

Fig. 6. Equivalent circuit for the commutation interval.



Ⅳ. SIMULATION AND EXPERIMENTAL VALIDATION

In order to evaluate the proposed AVM for unbalancing three-phase rectifiers, the results obtained by the AVM are compared with experimental and simulation results. A diagram of the experimental test set is illustrated in Fig. 7. The three- phase power source is connected to a diode rectifier bridge. The structure of the rectifier bridge is changed so that one diode can be open-circuited. The rectifier bridge is connected to the field winding of the synchronous generator at the output. The field winding is the load of the rectifier bridge. In order to study the system, a data acquisition system is used.


그림입니다.
원본 그림의 이름: image21.png
원본 그림의 크기: 가로 992pixel, 세로 667pixel

Fig. 7. Experimental set diagram.


The diagram in Fig. 7 is implemented in the “special machines and drives” laboratory of the Iran University of Science and Technology. Fig. 8(a) shows the experimental setup containing a data acquisition system, rectifier bridge and synchronous generator, where the field winding is the load of the rectifier bridge. In Fig. 8(b), the diode rectifier bridge is shown where some changes are made so that one of the diodes can be open-circuited. The experimental set parameters are given in Table I.


Fig. 8. Experimental setup: (a) Whole system; (b) Rectifier bridge with the key to open-circuit each diode.

그림입니다.
원본 그림의 이름: image23.png
원본 그림의 크기: 가로 661pixel, 세로 493pixel

(a)

그림입니다.
원본 그림의 이름: image24.jpeg
원본 그림의 크기: 가로 660pixel, 세로 493pixel

(b)


TABLE I PARAMETERS OF THE EXPERIMENTAL SETUP

Symbol

Value

Description

E(V)

12

Phase Voltage of Power Supply

r(그림입니다.
원본 그림의 이름: image22.png
원본 그림의 크기: 가로 202pixel, 세로 218pixel)

0.65

Internal Resistance of Power Supply

rdc(그림입니다.
원본 그림의 이름: image22.png
원본 그림의 크기: 가로 202pixel, 세로 218pixel)

0.62

Field Winding Resistance

L(mH)

0.85

Internal Inductance of Power Supply

Ldc(mH)

50

Field Winding Inductance 


A simulation of the rectifier bridge with a resistive and inductive load is carried out in MATLAB/Simulink with the parameters shown in Table I. The proposed AVM of a 3-phase rectifier bridge with an open-circuited diode is calculated with the equations given in the previous section. The load current and voltage of the rectifier bridge, which are obtained by simulation, are shown in Fig. 9 along with the average value of the current and voltage, which are calculated by the proposed AVM. The load current and voltage obtained from an experiment are shown in Fig. 10. In Fig. 11, a magnified view of the experimental, simulation and proposed AVM results of the current and voltage are presented for comparison. In this figure the simulation and experimental results are time-varying while the proposed method results are not.


Fig. 9. Simulation results and the proposed average value model of the: (a) Load voltage; (b) Load current.

그림입니다.
원본 그림의 이름: image25.png
원본 그림의 크기: 가로 866pixel, 세로 347pixel

(a)

그림입니다.
원본 그림의 이름: image26.png
원본 그림의 크기: 가로 863pixel, 세로 345pixel

(b)


그림입니다.
원본 그림의 이름: image27.png
원본 그림의 크기: 가로 320pixel, 세로 234pixel

Fig. 10. Experimental results of the load current and voltage.


Fig. 11. Simulation result, experimental result and proposed average value model of the: (a) Load voltage; (b) Load current.

그림입니다.
원본 그림의 이름: image28.png
원본 그림의 크기: 가로 878pixel, 세로 330pixel

(a)

그림입니다.
원본 그림의 이름: image29.png
원본 그림의 크기: 가로 869pixel, 세로 330pixel

(b)


As can be seen in figures 9 and 10, the proposed AVM has good accuracy. For a quantitative comparison, the average value of the simulation and experimental results are calculated [9] and compared with the proposed AVM result in Table II. In addition, the average value calculated by the conventional AVM, which is appropriate for a normal rectifier bridge, is given in Table II. Therefore, it can be determined from Table II that the discrepancy between the conventional AVM and the results of the simulation and experiment is significant.


TABLE II AVERAGE VALUES OF THE PROPOSED AVM, THE SIMULATION RESULTS, THE EXPERIMENTAL RESULTS AND THE CONVENTIONAL AVM

Method

Average value

Voltage(V)

Current(A)

Proposed AVM

4.026

6.491

Simulation result

4.056

6.542

Experimental result

3.8

6.461

Conventional AVM

5.484

8.845



Ⅴ. CONCLUSIONS

A rectifier bridge can become asymmetric due to the presence of one diode open-circuit. Therefore, the analysis of a faulty rectifier bridge differs from that of conventional normal rectifier bridges. To enjoy the simplicity of the AVM, this model is modified to consider one diode open-circuit fault in a rectifier. For this purpose, the performance of the faulty rectifier bridge has been subdivided into eight intervals according to the input three-phase current waveform, which generally includes three modes including the conduction mode and two types of commutation modes. For each state, mathematical equations are derived and simplified in three general equations. To verify the proposed model, a comparison between simulation results and experimental results obtained with the proposed AVM is made. These results show that the proposed model has a good accuracy and is a suitable alternative for analyzing uncontrolled three-phase rectifiers with an open circuit diode fault. Moreover, comparing experimental and simulation results obtained with the proposed AVM and the conventional AVM shows that the conventional AVM is not accurate. Therefore, it is not useful for analyzing faulty rectifiers.



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Mehdi Rahnama was born in Karaj, Iran. He received his B.S. and M.S. degrees in Electrical Engineering from Ferdowsi University, Mashhad, Iran and SRBIAU, Tehran, Iran, in 2004 and 2008, respectively. He is presently working towards his Ph.D. degree in the Iran University of Science and Technology. His current research interests include fault detection in electrical machines, the design, modeling and operation of electrical machines, and power electronic converter modelling.


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Abolfazl Vahedi was born in Tehran, Iran, in 1966. He received his B.S. degree in Electrical Engineering from Ferdowsi University, Mashhad, Iran, in 1989; and his M.S. and Ph.D. degrees in Electrical Engineering from the Institute National Polytechnique de Lorraine, Nancy, France, in 1992 and 1996, respectively. He is presently working as a Professor in Department of Electrical Engineering, Iran University of Science and Technology, Tehran, Iran, where he is the Head of the Special Machines and Drives Laboratory. His current research interests include the design, modeling, optimization and fault detection of electric machines.


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Arta Mohammad Alikhani was born in Tonekabon, Iran. He received his B.S. and M.S. degrees in Electrical Engineering from the Iran University of Science and Technology, Tehran, Iran, in 2015 and 2018, respectively. He is presently working as a Research Assistant in the Special Machines and Drive Laboratory, Iran University of Science and Technology. His current research interests include the modeling, control and fault detection of electrical machines and power electronic converters.


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Babak Nahid-Mobarakeh (M’05–SM’12) received his Ph.D. degree in Electrical Engineering from the Institute National Polytechnique de Lorraine (INPL), Nancy, France, in 2001. From 2001 to 2006, he was at the Centre de Robotique, Electrotechnique et Automatique, University of Picardie, Amiens, France. In September 2006, he joined the Ecole Nationale Superieure d’Electricite et de Mecanique, Université de Lorraine, Nancy, France, where he is presently working as a Full Professor. He is the author or coauthor of more than 200 international peer reviewed journal and conference papers as well as several book chapters. He has been a recipient of several IEEE awards. Dr. Nahid-Mobarakeh was a General Co-Chair of the 2015 IEEE Transportation Electrification Conference and Expo (ITEC). Between 2012 and 2017, he served as Secretary, Vice Chair and Chair of the Industrial Automation and Control Committee (IACC) of the IEEE Industry Applications Society (IAS). He is presently serving as the Past Chair of the IACC. He is also the IACC Committee Administrator. His current research interests include the nonlinear and robust control design of power converters and drives, the fault detection and fault-tolerant control of electric systems, and the design, control and stabilization of microgrids.


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Noureddine Takorabet received his B.S. degree in Engineering from the Ecole Nationale Polytechnique of Algiers, Algiers, Algeria, in 1993; his M.S. degree in Electrical Engineering from University Nancy I, Nancy, France, in 1994; and his Ph.D. degree from the Institute National Polytechnique de Lorraine, Nancy, France, in 1996. He is presently working as a Professor in the École Nationale Supérieure d'Électricité et de Mécanique (ENSEM), Department of Electrical Engineering, School of Engineering, Université de Lorraine, Nancy, France. He is the Director of the Groupe de Recherche en Énergie et en Électrique de Nancy (GREEN) laboratory. His teaching activities concern electrical machines, electromagnetics, and the numerical simulation and design of electromagnetic devices. His current research interests include the modeling and optimization of electromagnetic devices with a particular emphasis on electric machines and actuators.