Optimal Dual Active Bridge DC-DC Converter Operation with Minimal Reactive Power for Battery Electric Vehicles Using Model Predictive Control

: The dual active bridge DC-DC converter is a promising power converter used in several applications. Much research has been focusing on the study of such a converter from different angles. In this paper, an optimal design of the DAB converter is proposed to provide minimal reactive power in addition to reduced weight and size for the converter magnetic components in order to assure the DC-DC conversion stage of battery electric vehicles’ powertrains. Two modes of operation are considered in order to fulﬁll such a requirement and minimize reactive power of the converter (circulating current/conduction losses): an optimal extended phase shift (EPS) modulation along with an optimal triangular phase shift (TrgPS) modulation. The operation of the DAB converter under the two modes is being driven using a model predictive controller. Simulation results using MATLAB/Simulink presented in the paper show that the operation of the DAB converter for such an application is optimal when operating under optimal TrgPS modulation. In addition to the aforementioned features, it also solves many other concerns, such as transient load ﬂuctuation and input voltage disturbance effects, and provides ease of control.


Introduction
EVs can be classified into three major categories [1]. As a first step towards fully electric vehicles, hybrid electric vehicles (HEV) have the feature of gathering two different power sources since their powertrains operate by combining both an internal combustion engine (ICE) and an electric propulsion system in order to reduce fuel consumption and improve the vehicle's range and performance [2]. Even if this technology of EVs represents the most important portion in the market and is considered the most mature EV technology for now, HEVs are not spared from fuel and oil consumption and consequently it is not considered as a 100% environmentally friendly technology. On the other hand, fuel cell electric vehicles (FCEV) are fully electric vehicles and are powered by a fuel cell which can be combined with an auxiliary battery or a supercapacitor [3]. However, this type of EV has many limitations and drawbacks for now; since the share of the market of fuel cells is still tiny, it is still not a mature technology yet, which makes FCEVs suffer from high prices and many distribution issues [3]. Another type of EVs consists of battery electric vehicles (BEV) where the powertrain is simply powered by a traction battery as a main energy source. In comparison with the aforementioned technologies, this type of EV is considered to be the most suitable to address environmental issues and the energy crisis since they are the most affordable vehicles providing zero gas emissions [4]. That said, the following analysis will focus on BEVs.
Researchers are focusing on three major fields to improve the powertrains of BEVs: electric motors, energy storage, and power electronics. In an electric powertrain, the The dual-active-bridge is characterized by a symmetrical architecture. It consists of active power switches that guarantee a bidirectional power flow depending on its control [11,12]. The topology of a DAB converter is shown in Figure 1, along with its simplified equivalent circuit in Figure 2, assuming the ideal power switches and transformer. The power converter has the ultimate advantage to provide galvanic isolation. As shown in Figure 1, a DAB converter consists of a transformer, connected to two H-bridges in its primary and secondary. A conventional and traditional way to control the converter consists of switching semiconductor devices with 50% duty cycles which results in generating two square voltages v ab and v cd .
The transformer leakage inductance (or an additional inductor) serves as the instantaneous energy storage element. Since the converter is bidirectional, and depending on the power flow direction desired, the two bridges can be considered as primary or secondary. A DAB is ideal for energy storage systems (ESSs) and power electronic transformers (PETs) due to its numerous advantageous characteristics such as wide voltage conversion gain range. Moreover, DAB DC-DC converter is ideal for interfacing ESSs such as batteries or super-capacitors, where voltage varies drastically depending on their state of charge. DAB DC-DC converter also provides ZVS-on property (if a suitable control is applied) and the ability to reach high efficiency. However, even if the DAB DC-DC converter provides many interesting features as mentioned earlier, the converter can be subject to the reactive power issue (circulating current). As mentioned before, a DAB is conventionally modulated using a single phase shift (SPS) (50% duty ratio for power switches) and the reactive power becomes more important and causes efficiency decrease drastically when the voltage gain is far from unity. Similar to the one in power systems, the reactive power does not transfer any energy, but produces power device conduction losses and transformer copper losses. The reactive power when it comes to the DAB DC-DC converter will always be an issue  The transformer leakage inductance (or an additional inductor) serves as the instantaneous energy storage element. Since the converter is bidirectional, and depending on the power flow direction desired, the two bridges can be considered as primary or secondary. A DAB is ideal for energy storage systems (ESSs) and power electronic transformers (PETs) due to its numerous advantageous characteristics such as wide voltage conversion gain range. Moreover, DAB DC-DC converter is ideal for interfacing ESSs such as batteries or super-capacitors, where voltage varies drastically depending on their state of charge. DAB DC-DC converter also provides ZVS-on property (if a suitable control is applied) and the ability to reach high efficiency. However, even if the DAB DC-DC converter provides many interesting features as mentioned earlier, the converter can be subject to the reactive power issue (circulating current). As mentioned before, a DAB is conventionally modulated using a single phase shift (SPS) (50% duty ratio for power switches) and the reactive power becomes more important and causes efficiency decrease drastically when the voltage gain is far from unity. Similar to the one in power systems, the reactive power does not transfer any energy, but produces power device conduction losses and transformer copper losses. The reactive power when it comes to the DAB DC-DC converter will always be an issue as long as the square voltages generated by the H-bridges and the inductor current are not in phase, and its amount increases as the voltage gain moves away from unity. This phenomenon can be explained using the phasor diagram in Figure 3.  The transformer leakage inductance (or an additional inductor) serves as th taneous energy storage element. Since the converter is bidirectional, and depen the power flow direction desired, the two bridges can be considered as primar ondary. A DAB is ideal for energy storage systems (ESSs) and power electronic tra ers (PETs) due to its numerous advantageous characteristics such as wide voltage sion gain range. Moreover, DAB DC-DC converter is ideal for interfacing ESSs batteries or super-capacitors, where voltage varies drastically depending on thei charge. DAB DC-DC converter also provides ZVS-on property (if a suitable cont plied) and the ability to reach high efficiency. However, even if the DAB DC-DC c provides many interesting features as mentioned earlier, the converter can be s the reactive power issue (circulating current). As mentioned before, a DAB is con ally modulated using a single phase shift (SPS) (50% duty ratio for power switc the reactive power becomes more important and causes efficiency decrease dr when the voltage gain is far from unity. Similar to the one in power systems, the power does not transfer any energy, but produces power device conduction lo transformer copper losses. The reactive power when it comes to the DAB DCverter will always be an issue as long as the square voltages generated by the H and the inductor current are not in phase, and its amount increases as the volt  The angles in the phasor diagram will systematically obey the law of sines: and since α is the angle between vab(1) and v'cd (1), this implies that α is directly related to the phase shift ratio between the two H-bridges (primary and secondary), as α = D3π. Consequently, a small voltage gain d = NV2/V1 would imply a small ϒ and a large θ according to (1) and Figure 3 where d < 1. An increase in θ (the angle between vab(1) and iL(1)) will inherently increase the reactive power in the circuit. In order to eliminate (or at least minimize) the reactive power, an instinctive approach comes to mind. If one adjusts the vab(1) and v'cd(1) The angles in the phasor diagram will systematically obey the law of sines: and since α is the angle between v ab (1) and v cd(1), this implies that α is directly related to the phase shift ratio between the two H-bridges (primary and secondary), as α = D 3 π. Consequently, a small voltage gain d = NV 2 /V 1 would imply a small γ and a large θ according to (1) and Figure 3 where d < 1. An increase in θ (the angle between v ab(1) and i L(1) ) will inherently increase the reactive power in the circuit. In order to eliminate (or at least minimize) the reactive power, an instinctive approach comes to mind. If one adjusts the v ab (1) and v cd(1) duty ratios so their amplitudes could be equal, in that case, the resulting v L(1) would lead to a smaller θ compared to Figure 3 and the reactive power would be minimized. It is obvious that the phase shift ratios can be adjusted more properly to reduce the reactive power, and the proper selection of D 1 , D 2 , and D 3 to minimize the reactive power is still an active DAB research topic [13][14][15]. Depending on which duty ratios to adjust, the DAB modulation methods can be classified as: • Single phase shift (SPS), D 1 = D 2 = 1, where in order to regulate and control output voltage, only D 3 is controlled. • Dual phase shift (DPS), a modulation technique which offers an additional degree of freedom besides D 3 , to eliminate/minimize the circulating current, where only D 1 or D 2 is controlled (also known as extended phase shift (EPS)) [16], or where both D 1 and D 2 are controlled, but keeping D 1 = D 2 [17][18][19].
Even though EPS and DPS are able to minimize the DAB circulating current to some limit, their phase shift ratios can only be locally optimized. On the other hand, with different operating modes and three degrees of freedom, it gets more complicated (compared to SPS and DPS) to find the global optimal duty ratios for the converter. A first approach consists of approximating square voltages and inductor currents based on fundamental components [20,21]. The optimal duty ratios are obtained by using several methods such as: maximizing fundamental power factor [23], minimizing amplitudes of i L [20], or minimizing fundamental reactive power [21]. The derivation steps of these techniques are straightforward; however, the fundamental component approximation of the square voltages introduces error, especially when either D 1 or D 2 is close to 0. That said, various operating modes of the DAB DC-DC converter have to be taken into account in order to find global optimal duty ratios in TPS, since the expressions of the current and power are not the same for each mode. In [11], the authors reduced DAB operation (buck/forward) into five different modes and achieved optimal duty ratios; however, the derivation process was incomplete and unsatisfactory. Therefore, based on the work presented in [11], the authors in [13] meticulously achieved global optimal duty ratios using the Karush-Kuhn-Tucker (KKT) method. Authors in [14] used the Lagrange multiplier method (LMM) which led them to optimal duty ratios; however, some of the operating modes were not taken into account. The authors in [15] emphasized that the LMM used in [13,14] (the KKT method is considered as an LMM method) encounters a concern about adequacy as a consequence of the non-convex feasibility of regions in some of the operating modes. The optimal duty ratios in [15] were deduced using minimal root mean square (RMS) values of the inductor current i L and results of the optimal duty ratios were similar to the ones achieved by [13,14]. The authors in [13][14][15] reached global optimal duty ratios; however, the methods used to reach such results are not that practical since a considerable optimization for each mode is required. Hence, in the upcoming analysis, we will use the analysis proposed by [22] since it takes into account the problems and difficulties encountered in previous proposed analyses and suggests global optimal duty ratios for various operating modes of the DAB DC-DC converter, as it can be shown in upcoming sections and subsections.

Optimal Operation Modes
A DAB DC-DC converter is a bidirectional power converter; that said, the converter allows a forward power flow or backward power flow. In addition, a DAB DC-DC converter can operate as a buck or boost converter depending on its voltage gain d. Consequently, there are four different scenarios a DAB can operate based on its power flow P along with its voltage gain d. Only two scenarios (forward/buck and backward/boost) among the four possible cases are of interest when it comes to BEVs in order to assure the DC-DC conversion stage. It is possible to transform the aforementioned scenarios to the forward/buck scenario to simplify the analysis [22]. D f is the phase shift between the fundamental components of v ab and v cd [13,23] and can be expressed as (2) and according to [13], and the output power can be expressed using Fourier series as (3): where α = kD 1 π/2, β = kD 2 π/2, and γ = kD f π. According to (4), D f must be in range of [−1/2; 1/2] to guarantee monotonicity between P and D f . For the forward/buck scenario (P > 0; d < 1), the constraints of D 1 , D 2 , and D f are: D 1 , D 2 (0, 1], and D f (0; 1/2]. Based on these constraints and taking v ab as a reference [22], one can obtain five possible operating modes, as shown in Figure 4.
modes of the DAB DC-DC converter, as it can be shown in upcoming sections and subsections.

Optimal Operation Modes
A DAB DC-DC converter is a bidirectional power converter; that said, the converter allows a forward power flow or backward power flow. In addition, a DAB DC-DC converter can operate as a buck or boost converter depending on its voltage gain d. Consequently, there are four different scenarios a DAB can operate based on its power flow P along with its voltage gain d. Only two scenarios (forward/buck and backward/boost) among the four possible cases are of interest when it comes to BEVs in order to assure the DC-DC conversion stage. It is possible to transform the aforementioned scenarios to the forward/buck scenario to simplify the analysis [22]. Df is the phase shift between the fundamental components of vab and vcd [13,23] and can be expressed as (2) and according to [13], and the output power can be expressed using Fourier series as (3): where α = kD1π/2, β = kD2π/2, and ϒ = kDfπ. According to (4), Df must be in range of [−1/2; 1/2] to guarantee monotonicity between P and Df. For the forward/buck scenario (P > 0; d < 1), the constraints of D1, D2, and Df are: D1, D2 ϵ (0, 1], and Df ϵ (0; 1/2]. Based on these constraints and taking vab as a reference [22], one can obtain five possible operating modes, as shown in Figure 4.  Taking vab as a reference, these operating modes consist of: • Mode 1, Figure 4a: the rising edge of v'cd leads that of vab, where D3 ≤ 0. Based on the constraint Df > 0, D2/2 + D3 > D1/2 is derived according to (2), and the constraint leads to having the falling edge of v'cd lag that of vab.  Taking v ab as a reference, these operating modes consist of: • Mode 1, Figure 4a: the rising edge of v cd leads that of v ab , where D 3 ≤ 0. Based on the constraint D f > 0, D 2 /2 + D 3 > D 1 /2 is derived according to (2), and the constraint leads to having the falling edge of v cd lag that of v ab . • Modes 2-4, Figure 4b-d: the rising edge of v cd is located between the rising and falling edges of v ab , where 0 ≤ D 3 ≤ D 1 . However, the difference between the three modes appears in the falling edge of v cd which is decided by D 2 /2 + D 3 . • Mode 5, Figure 4e: the rising edge of v cd lags the falling edge of v ab , where D 3 ≥ D 1 . Based on the constraint D f ≤ 1/2, D 2 /2 + D 3 ≤ 1 is derived according to (2), which means the falling edge of v cd is within the same half-cycle as its rising edge.
According to [22], for the same power rate, modes 1, 2, and 5 can be brought to mode 3 delivering the same power with less RMS current and therefore less power losses. Consequently, only the analysis of modes 3 and 4 is considered in the following sections, and normalized power and current stress are derived for the two modes by taking into consideration the following definition [22]: where: I b ,P b : base current stress and power I n ,P n : normalized current stress and power I s ,P: rated current stress and power d = NV 1 /V 2 : voltage gain f = 1/T s : switching frequency and period The expressions of normalized current stress and power for modes 3 and 4, respectively, are presented in (5) and (6): Following the constraints on each D 1 , D 2 , D 3, and D f and by studying the conditions where I n is minimal, Table 1 summarizes the optimal duty ratios for the forward/buck and backward/boost cases depending on the power requested from the load. Table 1. Optimal duty ratios for the DAB converter in both forward/buck and backward/boost scenarios [22].

Voltage Gain
Power Duty Ratios

General Control Scheme for Minimum Global Reactive Power of DAB DC-DC Converter
This section presents a DAB general control scheme to regulate the output voltage with minimum reactive power. D f is chosen to regulate the output voltage since D f will in any case always be monotonically related to the output power, and according to (2), D f [−1/2; 1/2], so such a parameter is useful in order to make a distinction between operating scenarios in steady state (P < 0; P > 0; d < 1; d > 1) and thus convenient for control implementation. This is not the case for D 1 and D 2 or D 3 , since D 1 and D 2 [0; 1], and D 3 is always 0 in mode 3. Figure 5 shows the general control scheme for the converter. The secondary-side DC bus voltage V 2 is compared with its reference V* 2 to generate the voltage error, and through a controller, D f is obtained. D f is limited in the range [−0.5; 0.5] to ensure a monotonic relationship between D f and output power. V 1 and V 2 are used to calculate the voltage gain. D f and d together decide D 1 and D 2 according to Table 2. Slow loops should be used to generate the actual D 1 and D 2 to avoid the influence of the mode's selection on dynamic response (in case of operation of the DAB using EPS at full load). D 3 is calculated based on (3). Finally, gate signals are generated from D 1 , D 2 , and D 3 .   Table 2. Global optimal duty ratios expressions using the control variable Df [22].

Voltage Gain Duty Ratio between Fundamentals Df Duty Ratios
For the upcoming analysis, the input voltage source is considered as constant. Therefore, the focus is on the dynamics of the output filter C and the load RL, and the DAB DC-DC converter can be considered as a variable power source once its average model is de- Figure 5. General control scheme to achieve minimum reactive power. Table 2. Global optimal duty ratios expressions using the control variable D f [22].

Voltage Gain
Duty Ratio between Fundamentals D f Duty Ratios For the upcoming analysis, the input voltage source is considered as constant. Therefore, the focus is on the dynamics of the output filter C and the load R L , and the DAB DC-DC converter can be considered as a variable power source once its average model is derived [24][25][26]: Electronics 2022, 11, 1621 where v 2 (t) is the variable representation of the output voltage V 2 in a steady-state condition.
Only the forward/buck case analysis is presented since the analysis of the backward/boost case can be realized similarly due to the symmetrical feature presented in Tables 1 and 2.

Design of Model Predictive Controller
Model predictive control has earned a reputation as a reliable and robust control strategy during last decade. It simply uses the system model in order to predict its output response in the future. Such a control strategy provides the ability to select an optimal control action that minimizes a chosen cost function. When it comes to power electronics, MPC represents a reliable substitute of traditional control schemes based on PID control. In fact, MPC shows a better dynamic performance and provides the possibility of integrating multiple inputs/outputs along with their constraints, respectively; in addition, it also makes it possible to take into account the models' and constraints' nonlinearities. In some fields, the extraction of an accurate system model may be not that easy and thus represents a weakness of MPC; however, this drawback is eliminated when it comes to the power electronics field, since accurate and reliable models are available and are not hard to be established [27,28]. MPC generally consists of three steps: the system prediction model, seeking optimal value, and feedback correction. The derivative term of the output voltage represents the varying trend of the output voltage. To obtain the predictive value of the output voltage in the next control interval, the derivative term of the output voltage should be discretized.
For operation in optimal triangular phase shift (TrgPS) modulation (optimal operation within mode 3), the predicted expression of the output voltage for DAB DC-DC converters can be shown as (10) where uo(k) and uo(k + 1) represent the output voltages at the kth and (k + 1)th sampling instant. The prediction expression of the output voltage is relative to the load resistance. When the load is changed, the prediction value will be not accurate. Therefore, the load current i 2 is introduced into the prediction model to replace the load resistance, and the final prediction expression is expressed as (10).
The aim of the MPC strategy is to track the output voltage with its desired value V 2 rapidly and accurately under all operating conditions. The cost function can be used to evaluate the system state with single or multiple control targets. According to the prediction model and control theory, a simple cost function can be defined as: where the smaller the value of cost function is, the closer the output voltage at the (k + 1)th sampling instant is to the desired value at the kth sampling instant after the selected optimized variable is applied in the kth sampling interval. Therefore, the phase shift ratio D f that minimizes the cost function can be obtained from cost function derivation with respect to D f and shown as: To reflect the influence of output voltage disturbance on the fundamentals' optimization calculation due to output voltage disturbance, D f,opt is expanded using Taylor's formula at a steady-state point, and the high-order term (more than two orders) is ignored: where D f * and a* are steady-state values, which can be estimated from (13), and I 2 is the steady-state load current. Thus, the disturbance produced by the optimization calculation of the PS ratio due to output voltage disturbance can be obtained bŷ and substitutingâ from (14) and (15) one will get: where For operation in optimal extended phase shift modulation (optimal operation within mode 4), the predicted expression of the output voltage for DAB DC-DC converters can be shown as (17) and (18).
The cost function in this case will be expressed as and the expression of D f,opt becomes Extending the expression of D f,opt using Taylor's formula, we get with Thus, the disturbance produced by the optimization calculation of the PS ratio due to output voltage disturbance can be obtained bŷ and one can obtain (28) from (23) and (26): where In order to elaborate a model taking into account the conduction losses of the converter, the expression of the power seen by the load is shown in Equation (27), where r sc represents the internal resistance of the switch (the transformer internal resistance is neglected in comparison with the internal resistance of the power switches), and similarly the disturbances of the control variable can be derived following the same previous steps: In both case scenarios, a general scheme of the MPC controller is represented in Figure 6 where î error is the error between the theoretical and measured currents.  (28) from (23) and (26): In order to elaborate a model taking into account the conduction losses of the con verter, the expression of the power seen by the load is shown in Equation (27), where rs represents the internal resistance of the switch (the transformer internal resistance is ne glected in comparison with the internal resistance of the power switches), and similarly the disturbances of the control variable can be derived following the same previous steps In both case scenarios, a general scheme of the MPC controller is represented in Fig  ure 6 where î error is the error between the theoretical and measured currents.

Optimal TrgPS Modulation
The upcoming analysis is realized for a DAB DC-DC converter supposed to deliver a maximum power of 80 kW (P n → d(1−d) 2 − referring to Table 1), and L = 1.57 µH, with V 1 = 288 V, V 2 = 700 V with f = 20 kHz, and C = 100 µF.
As it can be seen in Figure 7 where the nominal power is P = 80 kW, the MPC shows a fast response in order to reach the steady-state desired output value of the output voltage without showing any overshoot and with a negligible relative error. Now when it comes to load variation, Figure 8 shows that the output voltage stays stable even if the load is varying from 80 kW to 48 kW. On the other hand, Figure 9 shows that there is a slight difference when we use the perfect or the conduction loss model since the maximum relative error is estimated by almost 0.5% and 1.4%, respectively, which obviously makes the loss model a more accurate model of the converter. When it comes to the power dissipated in power switches, referring to Figure 9b, it only represents approximately 0.25%. That said, the efficiency of the DAB DC-DC converter while operating under optimal TrgPS is theoretically high.      On the other hand, as a main feature of the DAB converter, zero-voltage switching (ZVS) is also investigated, as shown in Figures 10 and 11. It is obvious that the operation in optimal TrgPS modulation provides zero-voltage switching only for the secondary bridge alone; otherwise, the switching in the primary bridge and the turn-off switching on the secondary bridge operate under hard switching. On the other hand, as a main feature of the DAB converter, zero-voltage switching (ZVS) is also investigated, as shown in Figures 10 and 11. It is obvious that the operation in optimal TrgPS modulation provides zero-voltage switching only for the secondary bridge alone; otherwise, the switching in the primary bridge and the turn-off switching on the secondary bridge operate under hard switching.
In addition, since the input of the converter would consist of a battery, the disturbance in the input voltage should also be considered since the voltage in batteries can increase or decrease in a wide range. Figure 12 shows the output voltage response of the converter for a variation of ±15% of the input voltage. It is obvious that under optimal TrgPS, the output voltage is not much affected by the input voltage disturbances.  On the other hand, as a main feature of the DAB converter, zero-voltage switching (ZVS) is also investigated, as shown in Figures 10 and 11. It is obvious that the operation in optimal TrgPS modulation provides zero-voltage switching only for the secondary bridge alone; otherwise, the switching in the primary bridge and the turn-off switching on the secondary bridge operate under hard switching.
In addition, since the input of the converter would consist of a battery, the disturbance in the input voltage should also be considered since the voltage in batteries can increase or decrease in a wide range. Figure 12 shows the output voltage response of the converter for a variation of ±15% of the input voltage. It is obvious that under optimal TrgPS, the output voltage is not much affected by the input voltage disturbances.  In addition, since the input of the converter would consist of a battery, the disturbance in the input voltage should also be considered since the voltage in batteries can increase or decrease in a wide range. Figure 12 shows the output voltage response of the converter for a variation of ±15% of the input voltage. It is obvious that under optimal TrgPS, the output voltage is not much affected by the input voltage disturbances.

Optimal EPS Modulation
The upcoming analysis is realized for a DAB DC-DC converter supposed to deliver a maximum power of 80 kW (Pn → 1 4 referring to Table 1) and L = 3.15 µ H, with V1 = 288 V, V2 = 700 V with f = 20 kHz, and C = 100 µ F.
Referring to Figure 13 where the nominal power is P = 80 kW, the MPC shows also a fast response to reach the steady-state output value without any overshoot. However, the output voltage accuracy does not match the same accuracy rate as when operating in TrgPS for the same power. The output voltage error while operating in EPS is estimated to be 19%. Now, when it comes to a load variation, Figure 14 shows that the output voltage presents a better tracking of the reference voltage with a relative error estimated to be 3.2% when it comes to a lighter load (48 kW: Pn → (1− ) 2 + referring to Table 1). On the other hand, Figure 15 shows that there is a slight difference when we use the perfect or conduction loss models since the maximum relative error is estimated to be almost 18% and 19%, respectively, which obviously makes the loss model a more accurate model of the converter. However, the output voltage error is still not negligible even while using a more accurate model of the converter. This voltage error is simply due to voltage drop across the power switches when operating under optimal EPS. Consequently, when it comes to the power dissipated in power switches, referring to Figure 15b, one can see that the power loss is quantified by almost 27 kW, which represents 33.7% of the power supposed to be delivered to the load (80 kW). That said, the efficiency of the DAB DC-DC converter while operating under EPS is theoretically much lower compared to operation under optimal TrgPS for the same power. Note that since the current conducted by power switches is reduced for light loads, the voltage drop effect does not affect switches' power losses at the same rate of heavy loads. However, switches' power losses are still not negligible at all. Figure 16 shows the power received by the load which is quantified by 46.9 kW for a supposed delivered power of 48 kW. The losses here are quantified by 1.1 kW, which represents 2.3% of the supposed delivered power. Compared with losses in Figure  15 (heavy load), the operation under optimal EPS for light loads provides a much lower percentage (2.3%), but it is still not negligible when quantified (1.1 kW).

Optimal EPS Modulation
The upcoming analysis is realized for a DAB DC-DC converter supposed to deliver a maximum power of 80 kW (P n → 1 4 referring to Table 1) and L = 3.15 µH, with V 1 = 288 V, V 2 = 700 V with f = 20 kHz, and C = 100 µF.
Referring to Figure 13 where the nominal power is P = 80 kW, the MPC shows also a fast response to reach the steady-state output value without any overshoot. However, the output voltage accuracy does not match the same accuracy rate as when operating in TrgPS for the same power. The output voltage error while operating in EPS is estimated to be 19%. Now, when it comes to a load variation, Figure 14 shows that the output voltage presents a better tracking of the reference voltage with a relative error estimated to be 3.2% when it comes to a lighter load (48 kW: P n → d(1−d) 2 + referring to Table 1). On the other hand, Figure 15 shows that there is a slight difference when we use the perfect or conduction loss models since the maximum relative error is estimated to be almost 18% and 19%, respectively, which obviously makes the loss model a more accurate model of the converter. However, the output voltage error is still not negligible even while using a more accurate model of the converter. This voltage error is simply due to voltage drop across the power switches when operating under optimal EPS. Consequently, when it comes to the power dissipated in power switches, referring to Figure 15b, one can see that the power loss is quantified by almost 27 kW, which represents 33.7% of the power supposed to be delivered to the load (80 kW). That said, the efficiency of the DAB DC-DC converter while operating under EPS is theoretically much lower compared to operation under optimal TrgPS for the same power. Note that since the current conducted by power switches is reduced for light loads, the voltage drop effect does not affect switches' power losses at the same rate of heavy loads. However, switches' power losses are still not negligible at all. Figure 16 shows the power received by the load which is quantified by 46.9 kW for a supposed delivered power of 48 kW. The losses here are quantified by 1.1 kW, which represents 2.3% of the supposed delivered power. Compared with losses in Figure 15 (heavy load), the operation under optimal EPS for light loads provides a much lower percentage (2.3%), but it is still not negligible when quantified (1.1 kW).    On the other hand, zero-voltage switching (ZVS) is also invest Figures 17 and 18. It is obvious that operation under optimal EPS switching for both primary and secondary bridges. However, the tu switches for both bridges is a hard turn-off. Soft switching is an im vided by the DAB converter. This feature will allow a minimization which will lead to less heat dissipation in the power switches and thus of the converter's heat sink. However, even by providing this advan operation under optimal EPS is suffering from important power sw cisely, it suffers from power switches' conduction losses since the minimized, as depicted by Figures 15b, 17 and 18.
The input voltage disturbance is also considered while operating in the same conditions, i.e., a variation of ±15% of the input voltage, 19. One can see that the output voltage is not stable and the error when the input voltage decreases. On the other hand, zero-voltage switching (ZVS) is also investigated, as shown in Figures 17 and 18. It is obvious that operation under optimal EPS offers zero-voltage switching for both primary and secondary bridges. However, the turn-off of the power switches for both bridges is a hard turn-off. Soft switching is an important feature provided by the DAB converter. This feature will allow a minimization of switching losses which will lead to less heat dissipation in the power switches and thus optimize the design of the converter's heat sink. However, even by providing this advantageous feature, the operation under optimal EPS is suffering from important power switches' losses. Precisely, it suffers from power switches' conduction losses since the switching losses are minimized, as depicted by Figures 15b, 17 and 18. On the other hand, zero-voltage switching (ZVS) is also investigated, as shown in Figures 17 and 18. It is obvious that operation under optimal EPS offers zero-voltage switching for both primary and secondary bridges. However, the turn-off of the power switches for both bridges is a hard turn-off. Soft switching is an important feature provided by the DAB converter. This feature will allow a minimization of switching losses which will lead to less heat dissipation in the power switches and thus optimize the design of the converter's heat sink. However, even by providing this advantageous feature, the operation under optimal EPS is suffering from important power switches' losses. Precisely, it suffers from power switches' conduction losses since the switching losses are minimized, as depicted by Figures 15b, 17 and 18.
The input voltage disturbance is also considered while operating under optimal ESP in the same conditions, i.e., a variation of ±15% of the input voltage, as shown in Figure  19. One can see that the output voltage is not stable and the error increases drastically when the input voltage decreases.

Performance Comparison of Operation under Optimal TrgPS and Optimal EPS Modulation Techniques
Referring to the analysis presented in previous sections, Table 3 summarizes the performance of both optimal TrgPS (L = 1.57 µ H) and optimal EPS (L = 3.15 µ H) based on different constraints for the same rated power (80 kW). It is obvious that the operation of the DAB converter under optimal TrgPS modulation offers a better tracking of the desired output voltage, is more efficient, and does not get affected by input voltage disturbances compared with operation under optimal EPS. The only advantage that optimal EPS provides is ZVS-on for both primary and secondary H-Bridges. This is not the case while operating under optimal TrgPS, which provides ZVS-on only for the secondary H-Bridge. In fact, the lack of efficiency during operation under optimal EPS is caused by the phase angle between the primary bridge voltage and the inductor current, as explained in a more general way in Figure 3. This leads to the increase in the circulating current which produces more power switches' conduction losses. On the other hand, the operation under optimal triangular PS modulation provides a minimal phase angle between the primary bridge voltage and inductor current. In that case, the circulating current is minimized and so are the conduction losses of power switches. Figure 20 shows the primary bridge volt- The input voltage disturbance is also considered while operating under optimal ESP in the same conditions, i.e., a variation of ±15% of the input voltage, as shown in Figure 19. One can see that the output voltage is not stable and the error increases drastically when the input voltage decreases.

Performance Comparison of Operation under Optimal TrgPS and Optimal EPS Modulation Techniques
Referring to the analysis presented in previous sections, Table 3 summarizes the performance of both optimal TrgPS (L = 1.57 µ H) and optimal EPS (L = 3.15 µ H) based on different constraints for the same rated power (80 kW). It is obvious that the operation of the DAB converter under optimal TrgPS modulation offers a better tracking of the desired output voltage, is more efficient, and does not get affected by input voltage disturbances compared with operation under optimal EPS. The only advantage that optimal EPS provides is ZVS-on for both primary and secondary H-Bridges. This is not the case while operating under optimal TrgPS, which provides ZVS-on only for the secondary H-Bridge. In fact, the lack of efficiency during operation under optimal EPS is caused by the phase angle between the primary bridge voltage and the inductor current, as explained in a more general way in Figure 3. This leads to the increase in the circulating current which produces more power switches' conduction losses. On the other hand, the operation under optimal triangular PS modulation provides a minimal phase angle between the primary bridge voltage and inductor current. In that case, the circulating current is minimized and so are the conduction losses of power switches. Figure 20 shows the primary bridge volt-

Performance Comparison of Operation under Optimal TrgPS and Optimal EPS Modulation Techniques
Referring to the analysis presented in previous sections, Table 3 summarizes the performance of both optimal TrgPS (L = 1.57 µH) and optimal EPS (L = 3.15 µH) based on different constraints for the same rated power (80 kW). It is obvious that the operation of the DAB converter under optimal TrgPS modulation offers a better tracking of the desired output voltage, is more efficient, and does not get affected by input voltage disturbances compared with operation under optimal EPS. The only advantage that optimal EPS provides is ZVS-on for both primary and secondary H-Bridges. This is not the case while operating under optimal TrgPS, which provides ZVS-on only for the secondary H-Bridge. In fact, the lack of efficiency during operation under optimal EPS is caused by the phase angle between the primary bridge voltage and the inductor current, as explained in a more general way in Figure 3. This leads to the increase in the circulating current which produces more power switches' conduction losses. On the other hand, the operation under optimal triangular PS modulation provides a minimal phase angle between the primary bridge voltage and inductor current. In that case, the circulating current is minimized and so are the conduction losses of power switches. Figure 20 shows the primary bridge voltage, the secondary voltage brought to the primary, and the inductor current for the operation in both optimal TrgPS modulation and EPS modulation for the same power of 80 kW. One can see that in fact the inductor current is actually in phase with the primary voltage in Figure 20a, which is not the case when operating under EPS mode, shown in Figure 20b. age, the secondary voltage brought to the primary, and the inductor current for the operation in both optimal TrgPS modulation and EPS modulation for the same power of 80 kW. One can see that in fact the inductor current is actually in phase with the primary voltage in Figure 20a, which is not the case when operating under EPS mode, shown in Figure 20b.  Another feature provided by the operation under optimal TrgPS modulation in the same case study is the reduced size of magnetic components. In fact, in order to operate the DAB DC-DC converter for the same power (80 kW), the inductance value changes from operation under optimal TrgPS modulation to operation under optimal EPS according to Equations (3) and (4). Therefore, this change in inductance value affects the inductor's and the transformer core's designs. To design an inductor and a transformer, two main equations are required to determine the area product of the magnetic cores of both components. These equations are shown respectively in (28) and (29). with: Im: peak current of the inductor/transformer Irms: peak rms current of the inductor/transformer Another feature provided by the operation under optimal TrgPS modulation in the same case study is the reduced size of magnetic components. In fact, in order to operate the DAB DC-DC converter for the same power (80 kW), the inductance value changes from operation under optimal TrgPS modulation to operation under optimal EPS according to Equations (3) and (4). Therefore, this change in inductance value affects the inductor's and the transformer core's designs. To design an inductor and a transformer, two main equations are required to determine the area product of the magnetic cores of both components. These equations are shown respectively in (28) and (29). with: I m : peak current of the inductor/transformer I rms : peak rms current of the inductor/transformer K w : window space factor B m : maximum flux density of the core material J: maximum current density of the conductor A c : the cross-section area which represents the area of the magnetic path A w : the window area which represents the area of conductor path A: area product of the magnetic core Figure 21 shows both the peak current and root mean square (rms) current of the inductor while operating under 80 kW for both optimal EPS (L = 3.15 µH) and optimal TrgPS (L = 1.57 µH). Kw: window space factor Bm: maximum flux density of the core material J: maximum current density of the conductor Ac: the cross-section area which represents the area of the magnetic path Aw: the window area which represents the area of conductor path A: area product of the magnetic core Figure 21 shows both the peak current and root mean square (rms) current of the inductor while operating under 80 kW for both optimal EPS (L = 3.15 µ H) and optimal TrgPS (L = 1.57 µ H). Taking the circuit parameters of operation under optimal EPS as a reference, for an inductance value reduced by 50% (L = 3.15 µ H to L = 1.57 µ H), the peak current increases by 54% and the rms current decreases by 3.2%. When it comes to operation under TrgPS modulation, according to Equations (28) and (29), this leads to a decrease in the product area of approximatively 36% and a reduction in the product area of the transformer core of approximately 9%, as summarized in Table 4. In other words, to operate the DAB DC-DC converter for a nominal power of 80 kW, the operation under optimal TrgPS modulation improves the converter's efficiency and its output voltage accuracy and minimizes the sizes of the inductor and transformer cores. Note that the inductor and transformer masses and volumes represent an important percentage of the total mass and volume of the converter.
The efficiency of the DAB DC-DC converter along with the feature of reducing the magnetic components' weights and sizes are further investigated for different values of nominal power for operation under both optimal TrgPS and optimal EPS, as shown in Figures 22-24. Taking the circuit parameters of operation under optimal EPS as a reference, for an inductance value reduced by 50% (L = 3.15 µH to L = 1.57 µH), the peak current increases by 54% and the rms current decreases by 3.2%. When it comes to operation under TrgPS modulation, according to Equations (28) and (29), this leads to a decrease in the product area of approximatively 36% and a reduction in the product area of the transformer core of approximately 9%, as summarized in Table 4. In other words, to operate the DAB DC-DC converter for a nominal power of 80 kW, the operation under optimal TrgPS modulation improves the converter's efficiency and its output voltage accuracy and minimizes the sizes of the inductor and transformer cores. Note that the inductor and transformer masses and volumes represent an important percentage of the total mass and volume of the converter.  Transformer core product area minimization %  Transformer core product area minimization % Figure 23. Inductor core product area minimization rate for operation under optimal TrgPS with respect to optimal EPS operation for different values of nominal power.
It is obvious that the efficiency of the DAB DC-DC converter under optimal TrgPS operation is greater than the efficiency of operation under optimal EPS modulation when it comes to nominal power of the converter greater than 20 kW. In addition, the inductor and transformer product core areas for operation under optimal TrgPS are also reduced in comparison with operation under optimal EPS for the same nominal power values.
Combining the results of Table 4 and Figures 22-24, it is obvious that for a DAB DC-DC converter at high power, operation under optimal TrgPS modulation is the most suitable and optimal modulation technique when it comes to reactive power minimization in power switches and magnetic components' weight and size reduction.   Transformer core product area minimization % Figure 24. Transformer core product area minimization rate for operation under optimal TrgPS with respect to optimal EPS operation for different values of nominal power.

Discussion
The aim of the analysis realized above consists of the selection of a suitable modulation technique for the DAB DC-DC converters of BEVs' powertrains. MPC is arbitrarily chosen as a control approach due to its superiority and advantageous features provided in comparison with conventional PID control. Two modulation techniques are compared, optimal TrgPS and optimal EPS, for the same nominal power of DAB DC-DC converter. Compared to optimal EPS modulation, operation under optimal TrgPS provides the following features: it has a better tracking of the reference voltage, a much better efficiency, it does not get much affected by input voltage disturbances, and it has the abilities to provide ZVS-on (even if it is only for the secondary H-Bridge), and to reduce the weights and sizes of magnetic components (inductor and transformer). Another feature provided by operation under TrgPS modulation is the elimination of the transient load problem. In fact, referring to the analysis presented in Section 2, more precisely, Table 1, during operation under optimal TrgPS at nominal power, the converter power is always limited to an upper limit P n → d(1−d) 2 − . However, during operation under optimal EPS modulation, the converter power has one lower limit which is also its upper limit in some cases (P n → d(1−d) ) depending on the amount of power load requested. Here, we talk about transient loads, i.e., when the power demand will fluctuate between the two modes of operation. Note that such an operation would require a more refined global control which will increase the computational capacity of the controller when it comes to fluctuating loads' demands, and thus, the global control would be more complex, thus more expensive.
Optimal EPS modulation can be used for low power where the efficiency does not get affected by power switches' reactive power, as shown in Figure 22. However, the transient load problem would always exist and would need meticulous study depending on the specific case study. Since optimal EPS provides high efficiency only for relatively low nominal power application compared to the power demand of BEVs' powertrains, this modulation technique would not be of interest at all. That said, all these features mentioned above make operation under the optimal TrgPS modulation technique at nominal power a more suitable and optimal modulation technique for DAB DC-DC converters meant for BEV powertrain application.

Conclusions
It is true that the analysis presented in this paper shows the superiority of optimal TrgPS modulation over optimal EPS modulation when it comes to DAB DC-DC converters meant for BEV powertrain application. However, many different points that are not mentioned in this current study should be addressed in future works. These points first consist of choice and selection criteria of MPC or a different control approach, i.e., is MPC the most suitable control approach of DAB DC-DC converters meant for BEV powertrain application? The use of wideband gap power switches should also be investigated, in addition to the selection of the transformer turns ratio selection and how these variables would affect the performance of DAB DC-DC converter operation. Only one thing was cleared out in this paper: optimal TrgPS modulation is the most suitable and optimal modulation technique for DAB DC-DC converters meant for BEV powertrain application.