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1 A 6.78 MHz Multiple-Receiver Wireless Power Transfer System with Constant Output Voltage and Optimum Efficiency Minfan Fu, Member, IEEE, He Yin, Member, IEEE, Ming Liu, Member, IEEE, Yong Wang, Member, IEEE, Chengbin Ma, Member, IEEE Abstract—This paper develops a 6.78 MHz multiple-receiver wireless power transfer system driven by a Class E power amplifier. Constant output voltage is achieved for each receiver with optimized overall efficiency. A novel one-receiver model is built to analyze the overall power-efficiency characteristics. The loads and input voltage are then designed as two control variables. Through tuning the loads, constant output voltage is achieved by independent controllers at the receiver side. Then the efficiency is optimized by tuning the input voltage at the transmitter side. Finally, the theoretical analysis and control scheme are validated using a three-receiver system. It shows that different constant output voltages, 5 V, 9 V, and 12 V can be achieved independently for different receivers. When the load resistance, real coupling, and number of receivers change, the voltage can be quickly regulated, and the overall optimum system efficiency is 66.6%. Index Terms—Wireless power transfer, multiple receivers, class E power amplifier, constant output voltage, efficiency optimiza- tion I. I NTRODUCTION Wireless power transfer (WPT) has attracted an increasing attention among industrial and academic sectors. One of its unique advantages is to simultaneously charge multiple receivers (RXs), such as wearable devices, cellphones, and household appliances. At the same time, it also presents challenges on the system analysis and control, especially considering the change of coupling, loads, and number of receivers. Such issues have been well studied in the conven- tional one-RX systems. Examples of the efforts include the design of power amplifier (PA) and rectifier [1], [2]; analysis of coupling coils [3], [4]; tunable circuits [5]; and feedback- based control [6]. c 2017 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, including reprinting/republishing this material for advertising or promotional purposes, collecting new collected works for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. Manuscript received Feb. 16, 2017; revised May 19, 2017; accepted June 30, 2017. This work was supported by the Shanghai Natural Science Foundation under Grant 16ZR1416300. M. Fu is with the Center for Power Electronics Systems, Virginia Poly- technic Institute and State University, Blacksburg, VA 24061, USA (e-mail: [email protected]). H. Yin, M. Liu, and C. Ma are with the University of Michigan- Shanghai Jiao Tong University Joint Institute, Shanghai Jiao Tong Uni- versity, 800 Dongchuan Road, Minhang, Shanghai 200240, China (e-mail: [email protected]; [email protected]; [email protected]). Y.Wang is with Department of Electrical Engineering, Shanghai Jiao Tong University, 800 Dongchuan Road, Minhang, Shanghai 200240, P. R. China (email: [email protected]). Parallel with the one-RX systems, many research groups have also shown strong interests in multiple-RX systems. Fundamental works were carried out to evaluate the power transfer characteristics between the coupling coils [7]–[9]. With these basic findings on coil performance, efforts are placed on developing practical systems by including more control freedoms and power stages. For example, multiple frequencies are used in [10]–[13] to charge several devices; Impedance matching networks are proposed to adjust the power distribution among RXs [14]–[16]; Additional coils can be used to manage the power flow among multiple RXs [17], [18]; Multiple-TX multiple-RX system configuration is also developed in [19]–[21]; Omni-directional power transfer is achieved by using three-dimensional coils and cavity [22], [23]. All these fundamental works show the variety of possible solutions for multiple-RX applications, and well contribute the progress on the research on multiple-RX systems. However, their ideas were validated by the open-loop measurements. In applications more practical issues should be considered, such as the output power regulation, efficiency optimization, con- trol complexity, and hardware implementation. Furthermore, a multiple-RX system should work robustly under various uncertainties, which are mainly caused by the change of coupling, load resistance, and number of RXs. Therefore, it is important to develop a feedback-based system with a suitable design and control scheme. In planar charging applications, it is practical to use single transmitter to charge multiple portable devices. A MHz WPT system is promising for such small-power applications thanks to its improved spacial freedom. A MHz system usually uses a Class E power amplifier (PA), i.e., dc/ac, to drive the TX coil due to the high efficiency of the PA. For each receiver, a rectifier and a dc/dc converter are respectively used for ac/dc conversion and control purposes (voltage regulation or efficiency optimization). This four-stage (dc/ac, ac/ac, ac/dc, and dc/dc) configuration has been adopted by the A4WP standard and applied in the control of WPT systems [24], [25]. In [24], the system efficiency is optimized to 71% based on a tracking mechanism. However, the output voltage is not regulated. Although the regulation of the output voltage is discussed in [25], the efficiency significantly varies from 66% to 48% under loading and coupling variations. For the four- stage configuration, new efforts are expected to simultaneously regulate the output voltage and optimize the efficiency. The challenge mainly arises from the complicated relation-

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Page 1: A 6.78 MHz Multiple-Receiver Wireless Power Transfer

1

A 6.78 MHz Multiple-Receiver Wireless PowerTransfer System with Constant Output Voltage and

Optimum EfficiencyMinfan Fu, Member, IEEE, He Yin, Member, IEEE, Ming Liu, Member, IEEE, Yong Wang, Member, IEEE,

Chengbin Ma, Member, IEEE

Abstract—This paper develops a 6.78 MHz multiple-receiverwireless power transfer system driven by a Class E poweramplifier. Constant output voltage is achieved for each receiverwith optimized overall efficiency. A novel one-receiver modelis built to analyze the overall power-efficiency characteristics.The loads and input voltage are then designed as two controlvariables. Through tuning the loads, constant output voltage isachieved by independent controllers at the receiver side. Thenthe efficiency is optimized by tuning the input voltage at thetransmitter side. Finally, the theoretical analysis and controlscheme are validated using a three-receiver system. It shows thatdifferent constant output voltages, 5 V, 9 V, and 12 V can beachieved independently for different receivers. When the loadresistance, real coupling, and number of receivers change, thevoltage can be quickly regulated, and the overall optimum systemefficiency is 66.6%.

Index Terms—Wireless power transfer, multiple receivers, classE power amplifier, constant output voltage, efficiency optimiza-tion

I. INTRODUCTION

Wireless power transfer (WPT) has attracted an increasingattention among industrial and academic sectors. One ofits unique advantages is to simultaneously charge multiplereceivers (RXs), such as wearable devices, cellphones, andhousehold appliances. At the same time, it also presentschallenges on the system analysis and control, especiallyconsidering the change of coupling, loads, and number ofreceivers. Such issues have been well studied in the conven-tional one-RX systems. Examples of the efforts include thedesign of power amplifier (PA) and rectifier [1], [2]; analysisof coupling coils [3], [4]; tunable circuits [5]; and feedback-based control [6].

c⃝ 2017 IEEE. Personal use of this material is permitted. Permission fromIEEE must be obtained for all other uses, including reprinting/republishingthis material for advertising or promotional purposes, collecting new collectedworks for resale or redistribution to servers or lists, or reuse of any copyrightedcomponent of this work in other works.

Manuscript received Feb. 16, 2017; revised May 19, 2017; accepted June 30,2017. This work was supported by the Shanghai Natural Science Foundationunder Grant 16ZR1416300.

M. Fu is with the Center for Power Electronics Systems, Virginia Poly-technic Institute and State University, Blacksburg, VA 24061, USA (e-mail:[email protected]).

H. Yin, M. Liu, and C. Ma are with the University of Michigan-Shanghai Jiao Tong University Joint Institute, Shanghai Jiao Tong Uni-versity, 800 Dongchuan Road, Minhang, Shanghai 200240, China (e-mail:[email protected]; [email protected]; [email protected]).

Y. Wang is with Department of Electrical Engineering, Shanghai Jiao TongUniversity, 800 Dongchuan Road, Minhang, Shanghai 200240, P. R. China(email: [email protected]).

Parallel with the one-RX systems, many research groupshave also shown strong interests in multiple-RX systems.Fundamental works were carried out to evaluate the powertransfer characteristics between the coupling coils [7]–[9].With these basic findings on coil performance, efforts areplaced on developing practical systems by including morecontrol freedoms and power stages. For example, multiplefrequencies are used in [10]–[13] to charge several devices;Impedance matching networks are proposed to adjust thepower distribution among RXs [14]–[16]; Additional coils canbe used to manage the power flow among multiple RXs [17],[18]; Multiple-TX multiple-RX system configuration is alsodeveloped in [19]–[21]; Omni-directional power transfer isachieved by using three-dimensional coils and cavity [22],[23]. All these fundamental works show the variety of possiblesolutions for multiple-RX applications, and well contribute theprogress on the research on multiple-RX systems. However,their ideas were validated by the open-loop measurements. Inapplications more practical issues should be considered, suchas the output power regulation, efficiency optimization, con-trol complexity, and hardware implementation. Furthermore,a multiple-RX system should work robustly under variousuncertainties, which are mainly caused by the change ofcoupling, load resistance, and number of RXs. Therefore, it isimportant to develop a feedback-based system with a suitabledesign and control scheme.

In planar charging applications, it is practical to use singletransmitter to charge multiple portable devices. A MHz WPTsystem is promising for such small-power applications thanksto its improved spacial freedom. A MHz system usually usesa Class E power amplifier (PA), i.e., dc/ac, to drive the TXcoil due to the high efficiency of the PA. For each receiver,a rectifier and a dc/dc converter are respectively used forac/dc conversion and control purposes (voltage regulation orefficiency optimization). This four-stage (dc/ac, ac/ac, ac/dc,and dc/dc) configuration has been adopted by the A4WPstandard and applied in the control of WPT systems [24],[25]. In [24], the system efficiency is optimized to 71% basedon a tracking mechanism. However, the output voltage is notregulated. Although the regulation of the output voltage isdiscussed in [25], the efficiency significantly varies from 66%to 48% under loading and coupling variations. For the four-stage configuration, new efforts are expected to simultaneouslyregulate the output voltage and optimize the efficiency.

The challenge mainly arises from the complicated relation-

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ship between the output power and efficiency. They are closelycoupled due to the load sensitive Class E PA. In order tosimplify the control, in this paper, a new equivalent one-RX model is developed to investigate the power-efficiencycharacteristics of the overall system. All the changes in thecoil coupling, load resistance, and number of RXs can bereflected in the developed one-RX model, namely with reducedcomplexity of the system modeling. Based on the one-RXmodel, the input resistance of the buck converters and theinput voltage of the PA show the potential for improvedpower and efficiency control. In order to simplify the controlcomplexity, a robust system design is proposed, which con-siders all kinds of variations. Then simple RX controllers areapplied to regulate the output voltage independently. Finally,the minimum input voltage is tuned by the TX controllerto optimize the overall efficiency. For both the RX and TXcontrollers, only dc signals are required in the feedback-basedcontrol. It is known that many mature dc/dc converters andcontrol techniques are available to further improve the overallsystem efficiency. The proposed modeling, design, and controlmethodology can be easily implemented in the four-stage MHzsystem. It is particularly suitable for applications following theA4WP standard.

II. SYSTEM ANALYSIS AND MODELING

A. System Configuration

The four-stage configuration is shown in Fig. 1. There aren RXs charged by a TX. The TX consists of a dc source, aClass E PA, and a TX coil; Each RX consists of a RX coil, arectifier, a buck converter, and a final load. In this paper, i isused to denote different RXs. A RX controller is applied foreach RX to ensure constant output voltage VL,i, and there aretotally n degree of control freedoms at the RX side. Generally,constant VL,i can be maintained if the input voltage VPA issufficiently large. However, a constant VPA can lead to a low-efficiency system when under wide load range [25]. Therefore,a TX controller should be used to maintain high overallefficiency. There are mainly three tuning approaches, such asthe frequency tuning, dynamic impedance matching, and inputvoltage regulation. Considering the narrow industrial scientificmedical (ISM) band, a fixed frequency system is preferred forMHz WPT applications. Besides, it is usually unattractive touse the switch-based impedance matching network because thenetwork requires complicated circuits and control algorithmwith inevitable component loss [5], [16]. In this paper, theinput voltage regulation is used for the efficiency optimization.It requires a front-stage converter to transform the ac voltageinto a tunable VPA, and a large amount of mature high-efficiency conversion circuits can be used. Thus this paperfocuses on the power transfer from the PA to the final load.The proposed design and control methodology is valid for allfront-stage converters.

The proposed control scheme uses (n+1) control variablesfor (n+1) objectives (i.e., constant VL,i’s and maximum effi-ciency). Usually, these objectives are closely coupled throughthe load sensitive PA, which are much more complicatedin a multiple-RX system. The main challenge is to develop

suitable design methodology and control scheme to make suredifferent controllers can work independently. Therefore, it isnecessary to investigate the power-efficiency characteristicsunder different loading and coupling conditions.

Class

E PA

DC

source

TXPower Signal

VPA

ZCOIL

VL,i

Rectifier Buck Load

RDC,iRXi

Fig. 1. Multiple-RX WPT system configuration.

B. PA’s Output Characteristics

The system power-efficiency characteristics are mainly de-termined by the Class E PA. Its circuit model is shownin Fig. 2(a), where LF is a radio frequency (RF) choke,S1 is a transistor, CS is a shunt capacitor, L0 and C0

forms a series resonant circuit with net reactance jX , ZCOIL

(= RCOIL + jXCOIL) is the load of PA. In this circuit, VPA

and IPA are the input voltage and current of the PA. Theefficiency for the PA is

ηPA =PCOIL

PPA, (1)

where PPA and PCOIL are the input and output power of thePA.

VPA

IPA

S1 Cs

LF

L0 C0

j*X

ZCOIL

PCOIL

PPA

(a)

ZCOIL

ηPAPCOIL

ZOPT

W

(b)

Fig. 2. Class E power amplifier. (a) Circuit model. (b) Efficiency and outputpower using normalized parameters.

The parameters of the PA can be optimized for a target loadZOPT by Raab’s equations [26],

B = ωCS = 8π(π2+4)ZOPT

≈ 0.184ZOPT

X = ωL0 − 1ωC0

= π(π2−4)ZOPT

16 ≈ 1.15ZOPT

, (2)

where B is the susceptance of CS at the working frequencyω. Using the optimized B and X , PCOIL and ηPA can beanalytically derived for any ZCOIL =(RCOIL+jXCOIL) andVPA [27], PCOIL(VPA, ZCOIL) =

V 2pag

2Rcoil

2R2pa

ηPA(ZCOIL) =g2Rcoil

2Rpa

. (3)

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3

where

g =π sinϕ1 + 2 cosϕ1

2 cosϕ sinϕ1 + π/2 cosψ, (4)

Rpa =π2/4− g[π/2 cosϕ+ sinϕ]

πB, (5)

ψ = tan−1

(X+Xcoil

Rcoil

), (6)

ϕ = tan−1

[(π2/2−4)−πBRcoilρ(2 cosψ+π sinψ)

π+πBRcoilρ(π cosψ−2sinψ)

], (7)

ϕ1 = ϕ+ ψ, (8)

ρ =

√1 +

(X+Xcoil

Rcoil

)2

. (9)

All the above variables, g, Rpa, ψ, ϕ, ϕ1 and ρ, relate to thecoil input impedance, Zcoil. Using normalized parameters, i.e.,VPA = 1 V and ZOPT = 1 Ω, the power-efficiency charac-teristics of the PA are evaluated in Fig. 2(b). It shows the PAcan achieve high ηPA around ZOPT . Meanwhile both PCOIL

and ηPA are sensitive to ZCOIL variation. Since ZCOIL is theoverall loading effect caused by all RXs [refer to Fig. 1], it isthe load sensitive PA that determines the complicated power-efficiency characteristics in multiple-RX applications. In thispaper, all the changes of the load resistance, the coupling, andthe number of RXs can lead to a varied ZCOIL, and are fullyconsidered in the system-level analysis.

C. Multiple-RX WPT System

This paper is to develop a WPT system with one planarTX and multiple RXs. The RX coils are right above the TXcoil with no overlap. The cross coupling effects between RXcoils are avoided, and thus the effects are not discussed forthe target planar charging application. Refs. [9], [24] discussthe compensation of the cross coupling and a control methodwhen the cross coupling exists. The multiple-RX WPT systemin Fig. 1 can be simplified as shown in Fig. 3. L, C and Rwith different subscripts represent coil inductors, compensatedcapacitors, and parasitic resistors of the TX and RX coils,receptively. Mti is the mutual inductance between the TX coiland RXi coil. At the RX side, the circuit after the RX coil isequivalently represented by ZREC,i. M and ZREC representthe vectors for Mti’s and ZREC,i’s.

The resonance of the coupling coils is achieved by

jωLt +1

jωCt= 0 and jωLi +

1

jωCi= 0. (10)

Under resonance, the reflected impedance of RXi on the TXside is

ZR,i =ω2M2

ti

Ri + ZREC,i, (11)

and the coil input impedance is

ZCOIL(ZREC) = Rt +

n∑i=1

ZR,i. (12)

The power transfer between the coupling coils can bedescribed based on the power division law. At the TX side,PCOIL is first delivered to each ZR,i with losses on Rt.

Rt CtLt

C1R1

ZREC,1

L1

Mt1

PA

PREC,1

PCOIL

Mt2 Mtn

ZCOIL

ZR,1 ZR,2 ZR,n

C2R2

ZREC,2

L2

PREC,2

CnRn

ZREC,n

Ln

PREC,nRX1

TX

RX2 RXn

Fig. 3. Multiple-RX WPT system configuration.

Then at each RX side, the power received by ZR,i is furthertransferred to the corresponding ZREC,i with losses on Ri.Therefore, the power received by ZREC,i and the efficiencybetween the TX coil and the RXi coil are

PREC,i(VPA,ZREC) = PCOIL · ηCOIL,i

ηCOIL,i(ZREC) =ZR,i

ZCOIL· ZREC,i

Ri+ZREC,i

. (13)

Then the overall power received by ZREC and the overallefficiency of the coupling coils are

PREC(VPA,ZREC) =n∑

i=1

PREC,i

ηCOIL(ZREC) =n∑

i=1

ηCOIL,i

. (14)

D. Load Transformation

ZREC is determined by the following circuits after the RXcoils. As shown in Fig. 4, a rectifier and a dc/dc converter areusually added after each RX coil to achieve ac/dc conversionand output voltage regulation. In this paper RDC,i and RL,i

are defined as the input resistance of the dc/dc converter andthe actual load. RDC and RL are the vectors for RDC,i’s andRL,i’s respectively.

Ri

Li

Ci

ZREC,i

dc/dc

converter

RDC,i

RL,i

PL,i

PDC,iPREC,i

VL,i

+

-

Fig. 4. Configuration of each receiver.

At MHz, ZREC,i (= RREC,i + jXREC,i) is no longera pure resister. [28] has evaluated the relationship betweenZREC,i and RDC,i, which is shown in Fig. 5. According tothe curves of RREC,i and XREC,i, a linear model can be usedto represent ZREC,i when RDC,i is not too large,

ZREC,i = RREC,i + jXREC,i = (α+ jβ)RDC,i, (15)

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4

where α and β are constant coefficients and can be obtainedfrom Fig. 5. (15) implies that tuning ZREC,i can be equiv-alently achieved by adjusting RDC,i. A practical applicationusually uses the dc/dc converter to control RDC,i. Here a buckconverter is used and it has

RDC,i =RL,i

D2i

=V 2L,i

PL,iD2i

, (16)

where Di is the duty cycle.

R DC,i ( )

Res

ista

nce

() R

eactance (

)

R REC,i

X REC,i

Linear model (dot lines)

Fig. 5. Rectifier input impedance at 6.78 MHz.

In the proposed system configuration, four power stages(dc/ac, ac/ac, ac/dc, and dc/dc) are included and the efficiencyof each stage can be affected by the final loading condition.However, the load sensitivity of each stage is quite different.Usually, the PA and the coupling coils are much more sensitiveto loads than the rectifier and the buck converter [6]. Therefore,the efficiency of the rectifier ηREC,i and the buck converterηDC,i can be treated as constants to simplify the model andanalysis. Then the power received by RL,i and the efficiencyfrom the PA to RL,i are

PL,i(VPA,RDC) = PREC,i · ηREC,i · ηDC,i

ηSY S,i(RDC) = ηPA · ηCOIL,i · ηREC,i · ηDC,i. (17)

The overall output power (received by RL) and system effi-ciency are

PL(VPA,RDC) =n∑

i=1

PL,i

ηSY S(RDC) =n∑

i=1

ηSY S,i

. (18)

Therefore, RDC and VPA can be designed as two controlvariables for power and efficiency control. It shows that thepower is affected by both RDC and VPA, and that efficiencyis only affected by RDC. The power and efficiency are closelycoupled through RDC. Given VPA, it should have a RDC tofulfill the power requirement, and the corresponding ηSY S canthen be determined. Theoretically, the choice for VPA couldbe infinite, and the proposed control approach should quicklytune VPA to optimize ηSY S when constant VL,i is maintained.

E. One-RX Model

In a n-RX system, there are at least (n+1) objectivesfor power and efficiency control, and all these objectives

are closely related. Therefore, the known coupling variationeffects discussed in one-RX systems can hardly be appliedfor multiple-RX systems, which further increases the controldifficulty. In order to simplify the complexity, it is importantto develop proper modeling approach. In such a complicatedsystem, the variation of each RX can all be seen by the TX.Thus it is possible to view all the RXs as an equivalent RX,and then the overall power-efficiency characteristics can beevaluated.

A one-RX model is developed based on the analytical dis-cussion. In this model, RDC,EQ and MEQ are defined as theinput resistance of the buck converter and mutual inductance,respectively. This equivalent one RX should provide the sameloading effect as that of all the real RXs, which means thesame reflected impedance at the TX side [refer to Fig. 3and (11)]. In real applications, it usually has ZREC,i ≫ Ri,i.e., a neglectable Ri. Taking (15) into (11), the same overallreflected impedance can then be achieved by equaling the sumof real ZR,i’s to the reflected impedance of the equivalent oneRX, i.e.,

n∑i=1

ZR,i =

n∑i=1

ω2M2ti

(α+ jβ)RDC,i=

ω2M2EQ

(α+ jβ)RDC,EQ. (19)

A sufficient condition for (19) is RDC,EQ = RDC,1 ∥ RDC,2 ∥ · · · ∥ RDC,n

MEQ2 =

n∑i=1

RDC,EQ

RDC,iMti

2 . (20)

In this model, RDC,EQ is a parallel combination of allRDC,i’s, which is straightforward. However, MEQ cannot beobtained if M (real coupling) is unknown. Although it isimpractical to exactly measure M for real-time control, itis possible to predict the variation range of M by definingthe wireless charging area. Define MMAX and MMIN as themaximum and minimum values of Mti. Then the variationrange of MEQ can be determined based on (20),

MEQ2 ≥

n∑i=1

RDC,EQ

RDC,iMMIN

2 =MMIN2

MEQ2 ≤

n∑i=1

RDC,EQ

RDC,iMMAX

2 =MMAX2, (21)

namely,MEQ ∈ [MMIN ,MMAX ]. (22)

It is interesting to note that the variation range of thisequivalent coupling is exactly the same as that of the realcoupling. But there are still obvious differences betweenthe real coupling and equivalent one. For example, the realcoupling has exact physical meaning and can only be affectedby the coil position. However, in a multiple-RX system, thesystem uncertainties are mainly caused by the changes ofRL, M, and the number of RXs. All these factors can leadto the variation of MEQ. It also means the complicatedvariations can be combined and studied through a singlevariable. Thus the system complexity can be largely reduced.From an overall perspective, the system should fulfill thepower requirements and maintain high efficiency when MEQ

is varied in [MMIN ,MMAX ]. This final objective for multiple-RX systems is quite similar to that of a real one-RX system.

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5

In this paper, the final control objectives are the outputvoltages and overall efficiency. It is ineffective to directlyrepresent the n-dimension voltages in a one-RX model. Sincethere is a nature relationship between power, voltage, and loadresistance (P = V 2/R), the output power of each RX (PL,i)can be uniquely determined with given load resistance, andthen the overall output power is obtained accordingly. Thisoverall output power has real physical meaning and can bedirectly represented in the one-RX model. Using the overallpower instead of the voltages, the system dimension can bedramatically decreased. This helps to reduce the difficulty inthe following analysis.

III. POWER AND EFFICIENCY CONTROL

The received power (PL,i’s) and overall efficiency (ηSY S)are closely coupled issues and can be controlled through tuningRDC and VPA [refer to (18)]. Therefore, there are (n+1)control variables for (n+1) objectives. In order to simplify thecontrol complexity, the challenge is to develop a design andcontrol scheme through which the objectives can be achievedusing independent controllers. The proposed one-RX model isapplied to discuss the system design and control approaches.

The system parameters are shown in Table I, which are assame as the ones in the following experiment. Here brieflyreviews the classical design process of the PA [26]. Themaximum input voltage VPA is set at 30V, and the voltagestress on S1 (≈ 3.6VPA) can be estimated as 110 V. Thusa 150 V device is selected. The maximum output power ofthe PA is designed as 20 W. Taking PCOIL = 20W andVPA = 30V into (3) can plot a figure such as Fig. 2 (b),and then ZOPT is found to be 15 Ω. Finally, ZOPT is used tocalculate B and X (i.e., CS , L0 and C0) according to (2). Inthe proposed system, all kinds of variation caused by the loadresistance, real coupling, and number of RXs can lead to avaried reflected impedance at the TX side and significantlyaffect the PA performance. The proposed system model isbased on the classical PA model, which fully considers allthe above issues [refer to (3)].

TABLE ISYSTEM PARAMETERS IN SIMULATION.

ZOPT B X Rt Ri MMIN

15 Ω 0.012 17.3 1.50 Ω 0.65 Ω 0.30 µH

MMAX α β ηREC,i ηDC,i RL,i

0.60 µH 0.32 0.22 95% 90% 10 Ω

A. Power Control With Fixed MEQ

This section is to develop the power control method whenMEQ is fixed. PL,TAR is defined as the overall power require-ments and

PL,TAR =

n∑i=1

PL,TAR,i, (23)

where PL,TAR,i is the required power for RXi to keep VL,i

constant. This general definition for PL,TAR can cover all

the power variation conditions, such as the change of loadresistance and number of RXs. From an overall perspective, asystem can be stable only if PL,TAR can be fulfilled.

1) PI-Based RX Controller: Using Table I, an exampletwo-RX system can be built with Mt1 = Mt2 = MEQ =0.6µH and VPA = 20V . Since the coupling is known, theoverall power-efficiency characteristics be exactly evaluatedthrough its one-RX model. As shown in Fig. 6, assumePL,TAR,1 = PL,TAR,2 = 5W and PL,TAR = 10W , andthen this system can achieve stable state at point A or B.In these two monotonic regions (divided by the power peakRDC,P ), a PI-controller can be used for each RX to achieveindependent power control. For example, a system is originallystable at point A. When PL,TAR,1 increases from 5 W to6 W with PL,TAR,2 unchanged, PL,TAR becomes 11 W[refer to the green dot line in Fig. 6]. In order to keep VL,1

constant, RDC,1 is automatically reduced to receive morepower. Smaller RDC,1 can then lead to smaller RDC,EQ

(RDC,EQ =RDC,1||RDC,2) and larger output power capabil-ity. During this process, although RX2 will be affected by RX1,RDC,2 can also be tuned independently to keep VL,2 constantbased on the same mechanism. Finally, the independent PI-based controller of each RX can lead the whole system toachieve a new stable state (point A’).

R DC,EQ ( )

PL(W)

PL,TAR

AB

A

Left monotonic

region

Right monotonic

region

10 W

11 W

RDC,P RDC,MIN<

Fig. 6. PL versus RDC,EQ with fixed MEQ.

2) Monotonic Region Selection: In order to use the inde-pendent PI controller, all RXs and the whole system shouldkeep working in one of the monotonic regions. However, theleft region is not suitable because the RXs cannot be disabled(i.e., receiving no power). For example, in the left region,the output power increases with the load resistance. A RXcan be disabled only by providing zero RDC,i. However, zeroRDC,i will lead to zero RDC,EQ and completely change theoverall output power capability. As a result, all the other RXswill fail in receiving power no matter how their controllerstune. The right monotonic region does not have this concern.In this region, a RX can be disabled by providing infiniteRDC,i. Once a specific RDC,i’s becomes infinite, it will lead tosmaller RDC,EQ. Finally, the overall output power decreasesand a new stable state is still achievable. In practice, defining

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6

RDC,MIN as the minimum RDC,EQ, and then choosing

RDC,P < RDC,MIN (24)

can leave a safety margin to avoid the PI control jumping intothe left region [refer to Fig. 6]. Overall, the right monotonicregion is suitable for systems with independent PI-based RXcontrollers.

B. Power Control With Varied MEQ

In practice, a device can be randomly placed on the chargingboard within a defined area, and it is ineffective to measure thecoupling in a real-time manner for control purpose. However,it is possible to tune the system within a known couplingvariation range. This section discusses the design methodologyfor VPA such that the proposed independent RX controllercan be applied in a system with coupling varied in a knownrange. Table I defines such a system. Using the proposed one-RX model, the overall power-efficiency characteristics can bepredicted, as shown in Fig. 7. Since the variation range of thereal coupling is known, MEQ is determined accordingly. WhenVPA = 20V , all the changes of RL, M, and the number ofRXs can be reflected by the varied MEQ in the known range.Although the system performance cannot be known exactlylike a fixed MEQ case, the boundary of the performance canbe determined by the cases with minimum and maximumMEQ [refer to the black and blue curves in Fig. 7].

10 W

R DC,EQ ( )

PL(W)

RDC,PMAXRDC,PMIN RDC,P≤ ≤

RDC,MIN

PL,TAR

=MMAX

=MMIN

Fig. 7. PL versus RDC,EQ under varied MEQ.

1) Staying in the Right Monotonic Region: In the fixedMEQ case, the independent RX controller can work only ifthe system keeps operating in the right monotonic region [referto Fig. 6]. Similarly, the system should always operate in theright region under varied MEQ. The boundary of monotonicregion is the peak point (RDC,P ) of these curves, and RDC,P

is moving within a range as shown in Fig. 7, i.e.,

RDC,PMIN ≤ RDC,P ≤ RDC,PMAX . (25)

In order to keep operating in the right region, RDC,MIN

should be larger than RDC,PMAX , i.e.,

RDC,PMAX < RDC,MIN ≤ RDC,EQ. (26)

Note that RDC,PMAX does not depend on VPA, and it meansRDC,MIN can be designed as a constant once the systemparameters are known.

2) Determination of VPA,MIN : A system can alwaysachieve a stable state when VPA is sufficiently large. There-fore, there exists a minimum VPA, defined as VPA,MIN , tofulfill a specific power requirement PL,TAR. Since RDC,MIN

is determined by the system parameters as shown in Fig. 7,the objective here is to determine VPA,MIN based on PL,TAR

and RDC,MIN .

RDC,MIN

oPL,TAR=10W

R DC,EQ ( )

PL

(W)

=MMIN , 25 V

=MMAX , 19 V20 V

Fig. 8. The minimum required VPA for different MEQ when RDC,EQ ∈[RDC,MIN ,+∞].

An example is shown in Fig. 8, which uses the sameparameters as those in Fig. 7. For any MEQ, PL decreaseswith the increasing REQ in the right monotonic region. Itmeans PL is maximized at RDC,MIN for any given VPA.Define point O as the intersection of the constant RDC,MIN

and the constant PL,TAR. The minimum VPA for a maximumMEQ case can be obtained by increasing VPA from zerountil the blue line passing the point O. Similar process canbe applied to the other coupling cases. As shown in Fig. 8,the overall system VPA,MIN is determined by the minimumMEQ case, i.e., MEQ = 0.30µH, choosing VPA,MIN = 25Vcan make system achieve stable state under varied MEQ.Mathematically, VPA,MIN is the solution of

PL(VPA,MIN , RDC,MIN ) = PL,TAR, (27)

when MEQ = MMIN . Since RDC,MIN is determined byMMAX , it is interesting to note that VPA,MIN is actuallydetermined by both MMAX and MMIN . In real application,the varied power caused by the loads or the number of RXscan all lead to a varied PL,TAR, which further determinesVPA,MIN . By having VPA ≥ VPA,MIN , the system canensure sufficient output power ability and all RXs can alwayswork independently in the right monotonic region. Althoughpower characteristics are uncertain in a range, the voltagetuning mechanism for varied MEQ case is exactly the sameas that of fixed MEQ case [refer to the automatic tuning frompoint A to point A’ in Fig.6].

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7

C. Optimizing Efficiency

This subsection explains the control of VPA within therange of [VPA,MIN ,+∞] for efficiency optimization. Usingthe same system parameters, Fig. 9 gives PL and ηSY S

for VPA = 20V . RDC,E is the efficiency peak. Simi-lar to the uncertain power peak RDC,P , it has RDC,E ∈[RDC,EMIN , RDC,EMAX ] when MEQ ∈ [MMIN ,MMAX ].Since ηSY S does not depend on VPA [refer to (18)], VPA

has none effects on RDC,E . For different MEQ, the efficiencypeak is always located at the left of the power peak, i.e.,

RDC,E<RDC,P <RDC,MIN ≤RDC,EQ (28)

Thus the efficiency increases with the decreasing RDC,EQ andis maximized at minimum RDC,EQ. To achieve a stable state,RDC,EQ decreases with VPA [refer to Fig.8]. Therefore, ηSY S

is maximized at the minimum VPA, i.e., VPA,MIN .

RDC,EMIN

RDC,ERDC,EMAX

RDC,PMIN

RDC,P

RDC,PMAX

RDC,MIN

R DC,EQ ( )

0.30 uH0.45 uH0.60 uH

0.30 uH0.45 uH0.60 uH

PL(W

)ηS

YS

Power curves

Effi. curves

Fig. 9. PL and ηSY S versus RDC,EQ when MEQ ∈ [0.30, 0.60]µH andVPA = 20V .

VPA = VPA,MIN can only optimize the efficiency underthe constrain designed for the independent working of RXcontrollers. This optimized efficiency is not the global one. Ifthe global optimum efficiency has to be achieved, the linearPI controller cannot be used due to the nature of the parabolapower curves. A n-dimensional tracking method could beapplied, which greatly increases the control complexity. Thereis always a trade-off between the power control complexityand optimized efficiency. In small-power applications, a stableoutput voltage with simple circuit is usually more desirablethan the system efficiency.

Although the proposed method cannot achieve global opti-mum efficiency, it can be designed close to it by limiting thevariation range of real coupling. Fig. 9 is an example systemwith a large difference between MMAX and MMIN . Theoptimized efficiency is determined by the distance betweenRDC,MIN and RDC,E . If all the real couplings are fixed withMti = MEQ = MMIN = MMAX = 0.60µH, RDC,EMAX

becomes the real efficiency peak and gets closer to RDC,MIN .It means the optimized efficiency is improved. Therefore, asmall coupling variation range is desired.

D. Summery and System Control Block

The basic idea of the system design and control is sum-marized in Fig. 10. The objective is to fulfill all RXs’power requirements with an optimal ηSY S when MEQ isuncertain within [MMIN ,MMAX ]. In a fixed MEQ case, twomonotonic regions exist for power control. Only the rightone can be used to ensure the independence of each PI-based RX controller. When MEQ is uncertain, RDC,EQ ≥RDC,MIN > RDC,PMAX should be satisfied to make surethe system can keep operating in the right region. VPA,MIN

is then determined based on RDC,MIN for a specific PL,TAR.With the derived VPA,MIN , the system can naturally reach astable state by applying the simple PI-based control for eachRX. After obtaining the range of VPA, the next step is tooptimize ηSY S by tuning VPA. The relationship between thepeaks of PL and ηSY S in (28) infers the maximum efficiencyoccurs on the constrain boundary, i.e., when VPA = VPA,MIN .Therefore, a look-up table can be used in the TX controller tooptimize the overall efficiency.

One-RX model

Two monotonic

regions

,PA MINV

Independent power control

SYSηOptimal occurs at the

boundary, i.e., . ,PA PA MINV V=

Optimizing efficiency

DC,EDC,PDC,MINDC,EQ RRRR >>≥

Fixed MEQ

Varied

MEQUncertain power peak

Right one DC,PDC,MIN RR > DC,PMAXDC,MIN RR >

DC,PMAXDC,PDC,PMIN RRR ≤≤

Fig. 10. Design flow chart.

The system control diagram is shown in Fig. 11, whichconsists of one TX and n RXs. The TX coil is driven bythe Class E PA [see Section II-B], whose input voltage VPA

can be tuned by the TX controller. For each RX, it includesa RX coil, a rectifier, a buck converter, and a RX controller.Each RX uses a PI controller to provide a constant VL,TAR,i.Through wireless communication, all required PL,TAR,i’s canbe sent to TX controller to obtain PL,TAR. Then the TXcontroller tunes VPA according to the look-up table. Note theproposed methodology is suitable for MHz WPT systems suchas working at 6.78 or 13.56 MHz. However, if the frequencyis further increased (such as 27.12 MHz), the bridge rectifiermay fail and the methodology becomes invalid.

IV. EXPERIMENTAL VERIFICATION

A. Experiment setup

A three-RX 15W WPT system is built up in the finalexperiment as shown in Fig. 12(a), which has exactly the sameconfiguration as Fig. 11. At the TX side, a programmable dcsource is used to provide VPA for a 6.78 MHz Class E PA, anda TX coil is driven by the PA [see Fig. 12 (b)(c)]. A computeris used as the TX controller, and it can directly communicatewith the dc source and adjust VPA. Each RX consists of aRX coil, a rectifier, a buck converter, a I/V sampling board,a RX controller (NI myRIO), and an electronic load. The

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Class E

PA

DC

source

TX controller

VL,i RXi

Rectifier Buck Load RXi controller

Di

TX

Power Signal

VPA

PL,TAR,i

Fig. 11. System control block diagram.

Class E PA

Coupling coils

Rectifiers

NI myRIOs

I/V sampling

boards

Buck converters

PC

DC source

Electronic

loads

(a)

60 mm

65 m

m

S1

CS C0

LF L0

(b)

200 mm

100 mm

100 m

m

60 mmTX coil

RX coil

Edge Center Edge

(c)

40 m

m

30 mm

Diodes

Filter (C)

(d)

95 mm

85 m

m

Filter (LC)Switch

Diode

(e)

Fig. 12. Experiment setup. (a) Overview. (b) Class E PA. (c) Coupling Coils. (d) Rectifier. (e) Buck converter.

output voltage VL,i and current IL,i can be measured by theRX controller. All the RX controllers can communicate withthe TX controller through WiFi. The coil layout is illustratedin Fig. 12 (c). The three identical RX coils are placed rightabove the TX coil, as shown in Fig. 12 (a). Again, RX coiloverlap is not allowed and cross coupling among RX coilscan be ignored. The vertical distance between RX coils andTX coil is 20 mm. Such a placement can give a small rangeof MEQ, and usually the center one (RX2) has the largestcoupling and the other two (RX1 and RX3) have the smallest.All the system parameters are summarized in Table II. Notethe PA’s parameters are designed according to B and X inTable I.

TABLE IIPARAMETERS OF PA AND COUPLING COILS.

S1 LF CS L0 C0 Lt

SUD06N150 68µH 287pF 1.47µH 523pF 5.40µH

[MMIN ,MMAX ] Ct Rt Li Ci Ri

[0.48µH, 0.51µH] 104pF 1.50Ω 1.89µH 292pF 0.65Ω

B. Designing RDC,MIN and VPA,MIN

The experiment should follow the methodology in SectionIII to obtain RDC,MIN and VPA,MIN . Open-loop tests can

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9

RDC,EQ ( )

Effic

ien

cy

Po

wer (

W)

RDC,PMAX

RDC,EMAX

RDC,MIN

Optimized

PL Exp.PL Cal.

ηSYS

Exp.Cal.

ηSYS

SYSη

Optimized

67%

(a)

VPA (V)

Resi

sta

nce (

)

RDC,PMAXRDC,EMAXRDC,MIN

(b)

RDC,EQ ( )

VP

A (V)

RDC,MIN

(c)

Fig. 13. System output characteristics. (a) Comparison between calculation and experiment. (b) RDC,PMAX and RDC,EMAX under different VPA. (c)PL under different VPA and RDC,EQ when MEQ = MMIN .

Volt

age

(V)

Time (s)

VPA

VL,1

VL,2VL,3

Output voltage ripple < 5%

(a)

IPA

IL,1

IL,2

IL,3

Time (s)

Cu

rre

nt

(A)

(b)

Time (s)

Sy

stem

eff

icie

ncy

SYSηAverage( ) = 66.6%

5 W 10 W 15 W

(c)

Fig. 14. System dynamic response. (a) Input and output voltages. (b) Input and output currents. (c). System overall efficiency ηSY S .

be first conducted to obtain RDC,MIN . Since RDC,MIN isdetermined by the maximum MEQ, only one RX is placedin the center position to guarantee MEQ = MMAX [referto Fig. 12(c)]. The load resistance is fixed at 10 Ω andthe sweeping of RDC,EQ is achieved by changing the dutycycle of the buck converter. Therefore, the measured outputpower and efficiency cover all four stages. Fig. 13(a) givesthe output power and efficiency for VPA = 30V . The ex-periment (exp.) results are shown to be consistent with thecalculation (cal.) results, especially around the power andefficiency peaks. Due to the constant-efficiency assumptionfor ηBUCK , the error becomes larger when RDC,EQ is large.However, this error does not affect the control because onlythe characteristics around peaks are used to design the system.Similar tests are further carried out for more VPA’s, andall the power and efficiency peaks, i.e., RDC,PMAX andRDC,EMAX , are abstracted and summarized in Fig. 13 (b).It shows RDC,PMAX > RDC,EMAX for all VPA’s, which isconsistent with (28). Also it shows VPA has little influenceover on these peaks as the analytical model predicts. Basedon these results, RDC,MIN is designed as 50 Ω to ensureRDC,MIN > RDC,PMAX . Considering the small perturbationof PI controllers, a safety margin is also left [refer to (26)]. Allthe above design considerations follow the conclusions madefrom Fig. 6-7.

After obtaining RDC,MIN , the next step is to get VPA,MIN

for different PL,TAR. The required condition, MEQ =MMIN , is achieved by placing one RX at the edge position

[refer to Fig. 12(c)]. The system output power is then measuredfor different RDC,EQ and VPA, as shown in Fig. 13 (c). Inthis figure, drawing a line at RDC,EQ = RDC,MIN can givea look-up table of VPA,MIN for different PL,TAR [refer to(27)]. Finally, a dot line for RDC,EQ = RDC,MIN can also beplotted in Fig. 13 (a). In order to ensure the independent volt-age regulation for each RX controller, RDC,EQ ≥ RDC,MIN

should be guaranteed by having sufficiently large input volt-age, i.e., VPA ≥ VPA,MIN . When VPA = VPA,MIN , ηSY S

(about 67%) is optimized at RDC,MIN .

C. Dynamic Response Under Varied MEQ

In this experiment, all the controllers are enabled to givea close-loop test of the proposed control approach. The fullpower of each receiver is 5 W but with different target voltages(VL,TAR,1 = 5V , VL,TAR,2 = 9V , and VL,TAR,3 = 12V ).Therefore, the full power of this three-RX system is 15 W.During this experiment, the system response is recorded underall kinds of variations caused by the load resistance, realcoupling, and number of RXs. Four periods are designed andeach period lasts for 20 s.

Fig. 14 (a)(b) gives the system response for the input andoutput voltages and currents, respectively. At the first period(0-20 s), RX1 and RX2 are placed at the edges with halfload condition (i.e., PL,TAR,1 = PL,TAR,2 = 2.5 W). SoPL,TAR is 5 W. VPA is controlled at 15.5V based on the look-up table abstracted from Fig. 13 (c). Fig. 14 (a) shows VL,1

and VL,2 can achieve the target voltage with a fast response.

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10

TABLE IIICOMPARISON OF 6.78 MHZ WPT SYSTEMS FOR PLANAR CHARGING APPLICATION.

Ref. Coil Size (mm) d (mm) Num. of RX Power Stages Efficiency Output

[16] TX:180×180, RX:47×47 12 4 ac/ac Peak: 93% Unregulated[29] TX:125×89;RX:71×57 25 1 dc/ac, ac/ac, ac/dc Peak:78% Unregulated[24] TX:200×100, RX:100×60 20 3 dc/ac, ac/ac, ac/dc, dc/dc Avg: 71.7% Unregulated[25] TX:226×116, RX:73×55 8 3 dc/ac, ac/ac, ac/dc, dc/dc Peak: 66% Regulated

This work TX:200×100 , RX:100×60 20 3 dc/ac, ac/ac, ac/dc, dc/dc Avg.: 66.6% Regulated

The current response in Fig. 14 (b) is similar to the voltageresponse because of the use of constant RL,i. At t = 20 s,both RXs double the power requirement from half load to fullload (PL,TAR = 10W ). VPA is improved to 23 V by theTX controller. Similar voltage and current responses can beobserved. At t = 40 s, RX2 is moved from the edge to thecenter while RX1 is fixed, and both still work at full loadcondition. It clearly shows that the variation caused by RX2

can affect RX1 but the controllers can still work independently.In the last period, RX3 is added to the edge at t = 60 s. Allthe RXs work at the full load condition (PL,TAR = 15W ).It shows the system can work well when adding new RXs.These results can well validate the proposed voltage regulationapproach.

Fig. 14 (c) gives the real-time overall efficiency. The av-erage ηSY S is 66.6% during the whole period. This valueis consistent with the optimized ηSY S in Fig.13(a). It meansthat the tuning of VPA can well optimize the overall systemefficiency under all kinds of variations. The results in thispaper are compared with the results in other published papersdiscussing 6.78 MHz systems in Table III. All these systemsare developed for small-power planar charging applicationswith single TX coil. The efficiency of [16] is the highestbecause only the coil efficiency is considered. Generally,the efficiency becomes lower when more power stages areincluded. In practice, three stages (dc/ac, ac/ac, and ac/dc) areindispensable for an overall dc/dc conversion. Such kind ofsystem can usually achieve the peak efficiency at a specificposition or load resistance [29]. By using dc/dc converters,the system in [24] can track the global maximum efficiencywithout output voltage regulation. So the efficiency is higherthan that of this paper. The dc/dc converters in [25] areused for voltage regulation. However, the peak efficiency 66%measured at full load (15W) drops to 48% at a light loadcondition (5W). Thanks to the efficiency optimization, ηSY S

in this paper can be maintained at about 66% over a wide loadrange [refer to Fig. 14 (c)].

V. CONCLUSION

This paper provides a comprehensive analysis on a MHzmultiple-RX system driven by a Class E PA. A novel one-RX model is built to investigate the overall power-efficiencycharacteristics. In this model, all the variations caused by realcoupling, loading, and number of RXs, are represented bythe varied equivalent coupling. Thus the system is greatlysimplified. Based on this model, independent PI controllersare designed at the RX side for output regulation, and theinput voltage is tuned to optimize the overall efficiency at

the TX side. The proposed control scheme can be easilyimplemented and directly applied for commercial electronicdevices. Experimental results show that the proposed methodcan provide different constant output voltages for differentreceivers. The system efficiency can be maintained above 63%when the number of RXs changes.

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Minfan Fu (S’13-M’16) received the B.S., M.S.,and Ph.D. degrees in electrical and computer engi-neering from University of Michigan-Shanghai JiaoTong University Joint Institute, Shanghai Jiao TongUniversity, Shanghai, China in 2010, 2013, and2016, respectively.

He is currently a postdoctoral researcher at theCenter for Power Electronics Systems, VirginiaPolytechnic Institute and State University, Blacks-burg, VA, USA. His research interests include mega-hertz wireless power transfer, high-frequency power

conversion, high-frequency magnetic design, and application of wide-band-gap devices.

He Yin (S’13-M’16) received the B.S. degree andPh.D. degreee in electrical and computer engineeringfrom University of Michigan-Shanghai Jiao TongUniversity Joint Institute, Shanghai Jiao Tong Uni-versity, Shanghai, China, in 2012 and 2017, respec-tively.

He is currently a postdoctoral researcher in theDepartment of Electrical Engineering & ComputerScience, the University of Tennessee, Knoxville.His research interests include optimization and dis-tributed control of networked energy systems such

as microgrids and multiple-receiver wireless power transfer systems.

Ming Liu (S’15-M’17) received the B.S. degreefrom SiChuan University, Sichuan, China, in 2007,the M.S. degree from the University of Science andTechnology Beijing, Beijing, China, in 2011, bothin mechatronic engineering, and the Ph.D. degree inelectrical and computer engineering from Universityof Michigan-Shanghai Jiao Tong University JointInstitute, Shanghai Jiao Tong University, Shanghai,China, in 2017.

His research interests include high frequencypower electronic circuits such as high frequency

resonant converters and megahertz wireless power transfer systems, generalpower electronics and applications, circuit-level and system-level optimiza-tion.

Yong Wang (M’05) received his Ph.D. degree inpower electronics from Zhejiang University in 2005.After receiving his Ph.D. degree, from 2005-2008,he was a senior researcher in Samsung AdvancedInstitute of Technology in Korea, researching onthe fuel cell grid tied inverter. From 2008-2010,he was working in Danfoss, Denmark, as a powerelectronics hardware engineer. In 2010, he joinedShanghai Jiao Tong University, Shanghai, China.

Currently he is an associate professor in theDepartment of Electrical Engineering, Shanghai Jiao

Tong University. His main research fields includes wireless charging transfer,multi-level conversion, etc.

Chengbin Ma (M’05) received the B.S. (Hons.)degree in industrial automation from East ChinaUniversity of Science and Technology, Shanghai,China, in 1997, and the M.S. and Ph.D. degrees inelectrical engineering from The University of Tokyo,Tokyo, Japan, in 2001 and 2004, respectively.

He is currently an associate professor of elec-trical and computer engineering at University ofMichigan-Shanghai Jiao Tong University Joint In-stitute, Shanghai Jiao Tong University, Shanghai,China. Between 2006 and 2008, he held a postdoc-

toral position with the Department of Mechanical and Aeronautical Engineer-ing, University of California Davis, California, USA. From 2004 to 2006, hewas a R&D researcher with Servo Laboratory, Fanuc Limited, Yamanashi,Japan. He is an associate editor of the IEEE Transactions on IndustrialInformatics. His research interests include networked energy systems, wirelesspower transfer, and mechatronic control.