Abstract
In this paper, A coordinated power quality improvement control strategy for three-phase four-Leg flexible interconnection converter (3P4L-FIC) based AC/DC hybrid distribution networks is proposed, which can address three-phase unbalance issues in AC area and double frequency ripple issue in DC area simultaneously without extra components. Firstly, for the problems of three-phase load unbalance in the AC station area, the split-phase power decoupling control based power quality optimization is delivered for 3P4L-FIC based hybrid distribution networks. Secondly, the doubling frequency pulsation mechanism of DC bus voltage during three-phase unbalanced compensation conditions is analyzed in detail, and a DC voltage doubling frequency ripple migration scheme based on hybrid proportional-integral and resonant controller (PI-R) is proposed. Finally, the 3P4L-FIC based low-voltage multi-distribution area simulation model constructed by Matlab/Simulink is verified, and the results show that the three-phase imbalance of the low-voltage AC line is completely compensated, and the double-frequency ripple of the DC bus voltage is greatly reduced, which realizes the synergistic enhancement of the power quality of the AC-DC distribution area.
1 Introduction
With the advancement of the “dual-carbon” goals, distributed renewable energy and electrified loads are rapidly integrated into low-voltage distribution networks, leading to prominent issues such as three-phase imbalance and voltage violations (; ; ). The flexible interconnection system for distribution areas employs power electronic conversion devices to establish flexible DC channels between and within distribution areas (; ; ). This system enables power quality management in AC distribution areas, dynamic capacity expansion of distribution areas, and efficient/reliable accommodation of large-scale high-penetration distributed generation and high-proportion electrified terminal loads (; ; ; ; ).
Compared with conventional three-leg four-wire flexible interconnection converters, three-phase four-leg (3P4L) converters offer advantages including higher DC voltage utilization, reduced requirements for DC-side input capacitance, and effective control of zero-sequence components. These merits have gradually made them a research hotspot for flexible interconnection converters in distribution areas. , implemented individual phase voltage control based on established mathematical models of three-phase four-leg inverters, but their control loops lack complete decoupling, resulting in suboptimal performance. , , proposed sequence decomposition strategies combined with feedforward methods to address asymmetric output voltage issues through sequence-decoupled control, though grid harmonics were not considered. , utilized repetitive controllers to suppress harmonic components and improve grid current quality in three-phase four-leg grid-connected inverters, but their control structures and parameter tuning remain relatively complex.
However, the previous studies effectively address unbalanced loads and harmonic suppression on the AC side but fail to consider that double-frequency instantaneous power fluctuations caused by negative-sequence and zero-sequence components under three-phase AC imbalance conditions propagate to the DC side, inducing double-frequency disturbances. Current solutions for double-frequency power decoupling mainly include passive and active power decoupling methods. Passive power decoupling employs large parallel capacitors () or LC resonant circuits () to absorb double frequency power but suffers from high implementation costs and limited effectiveness. Active power decoupling utilizes switching devices to exchange power with decoupling capacitors for pulsating power compensation (; ; ; ; ; ). While enhanced switching configurations improve secondary ripple suppression, they simultaneously escalate system power losses. proposes a control strategy for three-phase four-leg PWM rectifier under unbalanced grid voltage conditions, which aims at achieving not only no second harmonic in dc output voltage, but also unity power factor operation for each phase. , used an active power decoupling (APD) or boost converter circuit to suppression the double-frequency disturbances in DC bus, while the additional APD circuit will increase the system cost.
To address these limitations, this paper proposes a coordinated AC-DC distribution area power quality optimization strategy based on split-phase power decoupling and resonant control, comprehensively considering three-phase imbalance, voltage violations in AC distribution areas, and double-frequency ripple issues in DC distribution areas. The strategy is implemented within the three-phase four-leg flexible interconnected converter (3P4L-FIC) based distribution area architecture shown in Figure 1. Specifically, a power decoupling control strategy based on positive-negative-zero sequence separation is introduced at the inverter side (VSC2) to address the three-phase load unbalance issues. Simultaneously, a resonant-based double-frequency current suppression strategy is implemented at the flexible interconnection rectifier (VSC1) side to mitigate double-frequency voltage ripples in DC distribution areas. The proposed strategy can address three-phase unbalance issues in AC area and double frequency ripple issue in DC area simultaneously without extra components.
FIGURE 1
The rest of this study is structured thus. Section 2 presents the mathematical model of 3P4L Converters. Section 3 presents a mechanism of double-frequency DC voltage ripples under unbalanced operating conditions. Section 4 proposes a coordinated power quality improvement strategy for AC-DC distribution areas. Section 5 gives simulation validation and analysis, and Section 6 summarizes the key conclusions drawn from our study.
2 Mathematical model of three-phase four-leg converters
Conventional three-phase three-leg converters exhibit interphase coupling in output power, thereby lacking the capability for independent three-phase power regulation. In contrast, the 3P4L-FIC introduces a zero-sequence leg to the traditional three-leg topology (as illustrated in Figure 2), enabling each port to generate independent voltages, which structural enhancement facilitates decoupled control of unbalanced three-phase power.
FIGURE 2
Using the current through the filter inductor Lf of the three-phase four-leg inverter , the voltage across the capacitor , and the current through the load-side filter inductor Lg as state variables, and defining the input voltage , input current , and output voltage as output variables (k = a, b, c), the state-space equations can be formulated as followsWhere and represent the currents flowing through inductors Lf and Lg in phase k, respectively. and denote the voltage across capacitor Cf and the converter output voltage in phase k, respectively. (k = a,b,c) is the phase duty cycle, derived by averaging the switching functions of the bridge-arm switches over a switching period and filtering out switching-frequency harmonic components. corresponds to the current flowing through inductor Ln.
From Equations 1–3, it is evident that if the neutral inductor and its equivalent resistance are neglected, the three-phase four-leg inverter system reduces to three independent single-phase full-bridge inverter systems. When the neutral inductor is considered, however, mutual coupling arises between the bridge legs, preventing the system from being treated as three decoupled inverter units. This observation underscores the inherent difficulty in achieving decoupled control of the three-phase four-leg inverter in the three-phase stationary coordinate frame.
Translating the fundamental sinusoidal components from the three-phase stationary coordinate frame into a two-phase stationary coordinate frame, followed by Laplace transformation, yields the system’s frequency-domain control model, expressed as
It can be seem from the Equations 4–6 that under small-signal perturbations around the quiescent operating point, since the DC voltage is regulated under constant-voltage control by Distribution Area II (DA II), the perturbation in is neglected during small-signal analysis of the inverter. Consequently, by separating the DC components and eliminating second-order differential terms at the quiescent operating point, the small-signal model in the rotating coordinate frame is derived as
From Equations 7–9, it can be observed that the mathematical model of the three-phase four-leg converter is mutually decoupled in the axis, axis and 0-axis, which facilitates controller design and simplifies the implementation of three-phase decoupled control. Furthermore, the mathematical model of the -axis is identical to that of a conventional three-phase three-leg converter, while the 0-axis mathematical model incorporates coupling with three times the zero-sequence inductance Ln.
3 Mechanism of DC double frequency voltage ripple under unbalanced operating conditions
The three-phase four-leg inverter is directly connected to the low-voltage distribution network via an LCL filter. In the three-phase four-wire system, due to the inclusion of zero-sequence voltage and current components, the system’s instantaneous real power , instantaneous imaginary power , and instantaneous zero-sequence power are defined () as follows (with coordinate transformation applied for constant-power transformation)
It can be seem from Equation 10 that the zero-sequence instantaneous power in the system is independent of the positive- and negative-sequence instantaneous powers. According to (; ), the instantaneous complex power output from the converter’s AC side can be expressed as (excluding the zero-sequence component).
In Equation 11, and represent the DC components of the instantaneous active and reactive power, respectively. and denote the amplitudes of the double-frequency AC components in the instantaneous active power, while and correspond to those in the instantaneous reactive power.
The zero-sequence voltage and current components are defined as
In the Equation 12, and denote the magnitudes of the zero-sequence voltage and current vectors, respectively. represents the phase angle between the zero-sequence voltage and current vectors, and ω is the rotational angular velocity. Therefore, the instantaneous zero-sequence power can be expressed as
In the equations, denotes the zero-sequence instantaneous active power, and represents the zero-sequence instantaneous reactive power. From Equation 13, it is evident that the zero-sequence power itself cannot produce constant power. Therefore, there is no method to eliminate the oscillatory components while retaining only the DC component.
By integrating the above analysis, the total instantaneous power of the three-phase four-wire system is expressed as
From Equation 14, under unbalanced operating conditions, the instantaneous power fluctuations at the second harmonic frequency generated by the negative-sequence and zero-sequence components will penetrate into the DC side, causing second harmonic frequency disturbances in the DC network. This seriously affects the reliability and stability of the system.
4 Coordinated power quality improvement strategy for 3P4L-FIC based AC-DC distribution areas
Figure 3 shows the overall block diagram of the proposed coordinated power quality improved control strategy for 3P4L-FIC distribution areas, which consists of two part. One is the split phase power decoupling control strategy for three phase unbalance compensation of the AC distribution network, which is based on the positive, negative, and zero sequence separation control on the inverter side (VSC2) of the 3P4L-FIC. The other one is hybrid proportional-integral and resonant controller (PI-R) based double-frequency voltage ripple suppression strategy for DC-bus, which is implemented on the rectifier side (VSC1) of the 3P4L-FIC. The proposed coordinated strategy can address three-phase unbalance issues in AC area and double frequency ripple issue in DC area simultaneously without extra components.
FIGURE 3
4.1 Split-phase power decoupling control based three-phase unbalance compensation strategy for AC distribution areas
Based on the mathematical model of the 3P4L-FIC established in Section 2 under the coordinate frame, and combined with the single-phase power decoupling calculation in Equation 17, the reference command current for split-phase power decoupling is derived. This current is then transformed into positive-, negative-, and zero-sequence reference command currents via Clark transformation, thereby achieving the split-phase power decoupling control strategy. The overall control block diagram of the split-phase power decoupling for VSC2 is shown in Figure 4.
FIGURE 4
In the diagram, Kr is the proportional coefficient, and QPR denotes the Quasi-Proportional Resonant (QPR) controller, whose transfer function is expressed as:In Equation 15, is the proportional coefficient, is the gain coefficient, is the bandwidth coefficient, is the resonant frequency.
Based on the generalized instantaneous reactive power theory for single-phase systems (), the αβ two-phase signals are constructed to obtain the single-phase instantaneous active power and reactive power.
In Equation 16, , and represent the αβ-axis voltage and current phasors at the PCC, constructed via SOGI, for single-phase voltage and current, respectively.
Due to the advantages of the Second-Order Generalized Integrator (SOGI), such as harmonic filtering, the SOGI () is adopted to construct the αβ-axis signals for , , and , i.e., , , , , and . Therefore, based on the generalized instantaneous power theory for single-phase systems, the reference current commands for single-phase P/Q control are derived as
4.2 PI-R control based double-frequency ripple suppression strategy for DC areas
The emergence of double-line-frequency voltage ripple components on the DC side, combined with the insufficient gain of conventional rectifier control loops at double-line-frequency, results in the inability of standard rectifier control systems to maintain stable DC voltage output under unbalanced load conditions. According to the Internal Model Principle, to achieve zero steady-state error tracking of the double-line-frequency pulsating components in the output voltage caused by load imbalance, the controller must incorporate sinusoidal internal models at the corresponding frequencies. This ensures that the open-loop magnitude-frequency characteristic curve of the system exhibits infinite gain at double-line-frequency (; ).
To address the double-line-frequency disturbances in the DC bus caused by three-phase imbalance in the AC distribution area, this paper employs a damped resonant controller to suppress the double-line-frequency pulsating components within the control loop. A voltage outer loop PI-R control strategy is proposed, with its expression given in Equation 17. The overall control block diagram of the VSC1 ripple suppression strategy is illustrated in Figure 5.
FIGURE 5
In Equation 18, is the proportional coefficient, is the integral coefficient, is the gain coefficient, is the bandwidth coefficient, is the resonant frequency.
Figure 6 shows the comparison of voltage loop frequency response characteristics between the conventional voltage outer loop and the inverter with the introduced resonant controller. The parameters of the PI-R controller are set as follows: proportional coefficient = 1.787, integral coefficient = 300, gain coefficient kr = 150, bandwidth coefficient = , and resonant frequency is . From the Bode plot in Figure 6, it can be observed that after introducing the proposed resonant controller for double-frequency ripple suppression, the magnitude and phase frequency curves overlap with those of the traditional single-PI voltage outer loop in the low-frequency region. However, at twice the line frequency (100 Hz) of the inverter output, the PI + R control significantly increases the magnitude gain in the Bode plot, effectively enhancing the voltage loop’s control over the double-frequency AC components in the output voltage caused by unbalanced loads. Additionally, the system achieves a cutoff frequency of 137 Hz and a phase margin of 34°, which satisfies the stability requirements.
FIGURE 6
5 Simulation verification and analysis
A simulation model of the dual-terminal low-voltage flexible interconnected grid, as shown in Figure 1, was developed on the MATLAB platform. The converter system parameters and control parameters are summarized in Tables 1, 2. Based on measurement data from a demonstration construction project in a city in Guizhou Province, this study analyzes whether the distribution area experiences operational issues such as three-phase imbalance and voltage deviation under typical conditions, with the power factor set to 0.9. The operational data for Distribution Area I are as follows:
TABLE 1
| Parameters | Value/Unit | Parameters | Value/Unit |
|---|---|---|---|
| L | 7e-3/H | R | 1e-2/Ω |
| R1 | 1e-2/Ω | Cf | 5e-6/F |
| Cdc | 3.8e-3/F | Lg | 1e-3/H |
| Lf | 5e-3/H | Ln | 7e-4/H |
System parameters.
TABLE 2
| Parameters | Value | Parameters | Value |
|---|---|---|---|
| Kp | 1 | Krr | 12 |
| 5 | 314 |
Control parameters.
Scenario 1: Data from 12:00 noon are selected as a typical case of high photovoltaic (PV) penetration and low load proportion, three phase load and photovoltaic access data for substation area I are summarized in Table 3.
TABLE 3
| Nodes | Load/kW | PV/kW | ||||
|---|---|---|---|---|---|---|
| Phase A | Phase B | Phase C | Phase A | Phase B | Phase C | |
| 1 | 1.22 | 1.22 | 1.22 | 7.3 | 3.65 | 0 |
| 2 | 1.22 | 1.22 | 1.22 | 0 | 3.65 | 1.825 |
| 3 | 0 | 1.22 | 0 | 0 | 1.825 | 0 |
| 4 | 0 | 1.22 | 0 | 0 | 1.825 | 0 |
| 5 | 4.88 | 0 | 0 | 7.3 | 0 | 0 |
| 6 | 0 | 0 | 1.22 | 0 | 0 | 1.825 |
| 7 | 1.22 | 0 | 0 | 1.825 | 0 | 0 |
| 8 | 0 | 0 | 1.22 | 0 | 0 | 0 |
| 9 | 0 | 1.22 | 0 | 0 | 1.825 | 0 |
Three phase load and photovoltaic access data for distributor area I (Scenario 1).
Scenario 2: Data from 18:00 (6:00 p.m.) are selected as a typical case of high load proportion and low PV penetration. The three phase load and photovoltaic access data for substation area I are summarized in Table 4.
TABLE 4
| Nodes | Load (kW) | PV(kW) | ||||
|---|---|---|---|---|---|---|
| Phase A | Phase B | Phase C | Phase A | Phase B | Phase C | |
| 1 | 3.319 | 3.319 | 3.319 | 0.409 | 0.103 | 0 |
| 2 | 3.319 | 3.319 | 3.319 | 0 | 0.103 | 0.103 |
| 3 | 0 | 3.319 | 0 | 0 | 0.103 | 0 |
| 4 | 0 | 3.319 | 0 | 0 | 0.103 | 0 |
| 5 | 13.28 | 0 | 0 | 0.409 | 0 | 0 |
| 6 | 0 | 0 | 3.319 | 0 | 0 | 0.103 |
| 7 | 3.319 | 0 | 0 | 0.103 | 0 | 0 |
| 8 | 0 | 0 | 3.319 | 0 | 0 | 0 |
| 9 | 0 | 3.319 | 0 | 0 | 0.103 | 0 |
Three phase load and photovoltaic access data for distribution area I (Scenario 2).
5.1 Verification of power quality optimization strategy for AC distribution areas
Scenario 1: Figures 7a–c illustrate the PCC voltage waveforms, source-side output current waveforms, and three-phase unbalance rates before and after implementing the proposed three-phase unbalance compensation control strategy. When the compensation strategy is blocked, the distribution area operated independently, with Distribution Area I bearing the full three-phase unbalanced load. The three-phase unbalance rate of its output currents entirely depended on the load level, resulting in a PCC voltage unbalance rate of approximately 3% and a source-side output current unbalance rate as high as 47%, exceeding the 2% three-phase unbalance limit. This severely compromised the stable operation of the distribution area. After enable the compensation strategy, the PCC voltage unbalance rate was reduced to nearly 0%, and the source-side current unbalance rate decreased to around 1.7%, significantly mitigating the three-phase imbalance and complying with the system’s unbalance limit requirements.
FIGURE 7
Figure 7d shows the voltage deviation value before and after unbalance compensation. During the high PV penetration and low load proportion period (midday), the PV generation exceeded the load demand, causing reverse power flow and overvoltage at the PCC. As shown in Figure 7d, the voltage deviations without compensation for Phases A, B, and C were 1.084 pu, 1.08 pu, and 1.039 pu, respectively. The deviations for Phases A and B exceeded the upper limit of 1.07 pu, risking insulation damage to equipment. When the compensation strategy is enabled, Distribution Area I transferred a portion of PV generation to Distribution Area II, reducing its voltage deviation. The PCC phase voltage deviations stabilized around 1.013 pu, closer to the nominal value of 1 pu, thereby enhancing equipment safety.
Figure 8 shows the current waveforms at the source-side, load-side, and inverter-side under the compensation conditions. As demonstrated in Figure 8, after implementing the compensation control strategy, the inverter-side output current compensates for the unbalanced load-side output current, thereby reducing the three-phase unbalance rate of the source-side output current and mitigating its adverse impact on system stability.
FIGURE 8
Scenario 2: Figures 9a–c illustrate the PCC voltage waveforms, source-side output current waveforms, and three-phase unbalance rates before and after implementing the proposed three-phase unbalance compensation control strategy. As shown in Figures 9a–c, under Scenario two operating conditions, the PCC voltage unbalance rate is approximately 3.1%, and the source-side output current unbalance rate reaches 27%, both exceeding the three-phase unbalance limit. After enable the compensation strategy, the PCC voltage unbalance rate is reduced to around 0.1%, and the source-side current unbalance rate decreases to 0.9%, effectively mitigating the three-phase imbalance and meeting the system’s unbalance limit requirements. Figure 9d shows the voltage deviation waveforms before and after the unbalance compensation. During the low PV penetration and high load proportion period (evening), reduced PV generation combined with increased load demand leads to under voltage at the PCC. As seen in Figure 9d, the voltage deviations without compensation for Phases A, B, and C are 0.92 pu, 0.956 pu, and 0.974 pu, respectively. The deviations for Phases A and B fall below the lower voltage deviation limit (0.97 pu). When the compensation strategy is enabled, the PCC phase voltage deviations stabilize near 1 pu, ensuring safer operation of the distribution area. Figure 10 shows the current waveforms on the source side, the load side, and the inverter side under the compensation conditions. It can be seen that, after implementing the compensation control strategy, the output current on the inverter side compensates for the unbalanced output current on the load side, achieving three-phase balance on the source side.
FIGURE 9
FIGURE 10
5.2 Verification of the double-frequency ripple suppression strategy
Figure 11a, b show the double-line-frequency waveforms of the DC bus voltage under Scenarios one and 2, respectively, comparing traditional PI control with the PI-R control. As shown in Figures 11, 12, the conventional PI voltage outer loop fails to suppress the double-line-frequency pulsating components in the DC voltage. In contrast, the PI-R control effectively mitigates the double-frequency components by introducing a resonant controller into the traditional control loop, while maintaining excellent steady-state characteristics.
FIGURE 11
FIGURE 12
To validate the proposed strategy sensitive to the change of the inductance value,the suppression performance of DC bus voltage ripple under different inductance parameters are carried out. The results are plotted in Figure 12, in which three cases are set. All the inductance values both in inverter and rectifier side in Case 1 are reduced by 50%, and increase 50% in Case 3, and Case 2 keep the same value as Table 1. It can be seem that under different inductance variations, the double-frequency peak-to-peak ripple in dc bus voltage can be suppressed by the proposed method within the range of ±1 V, which fully demonstrates that the proposed strategy sensitive to the change of the inductance value.
Table 5 summarizes the performance comparison between the proposed control strategy and the traditional method under two scenarios. The results show that the proposed split-phase power decoupling method can reduce the power unbalance degree at the AC sources to less than 2%, which can ensure the safe and balanced operation of the AC transformer. Moreover, the proposed method can compensate for the voltage unbalance degree at the PCC point and simultaneously solve the voltage deviation problem. The proposed double-frequency ripple suppression method can effectively suppress the second - harmonic voltage, reducing the peak-peak DC voltage ripple pulsation to around 1–2 V at the minimum. The results fully demonstrate the effectiveness of the proposed control strategy.
TABLE 5
| Scenario 1 | Scenario 2 | ||
|---|---|---|---|
| Three-Phase Unbalance Rate | Before → After | Three-Phase Unbalance Rate | Before → After |
| PCC Voltage Unbalance Rate (%) | 3%→0% | PCC Voltage Unbalance Rate (%) | 3.1%→0.1% |
| Source-Side Output Current Unbalance Rate | 47%→1.7% | Source-Side Output Current Unbalance Rate | 27%→0.9% |
| Voltage Deviation Analysis | — | Voltage Deviation Analysis | — |
| Phase A | 1.084→1.014 | Phase A | 0.92→0.9995 |
| Phase B | 1.08→1.013 | Phase B | 0.956→0.9998 |
| Phase C | 1.039→1.012 | Phase C | 0.974→1.0042 |
| Double-Frequency Ripple Suppression Effect: Conventional PI Control: 12 V → PI-R Control: ∼2 V | Double-Frequency Ripple Suppression Effect: Conventional PI Control: 14 V → PI-R Control: ∼1 V | ||
The performance comparison for conventional and proposed strategy.
6 Conclusion
This paper proposes a coordinated power quality improvement strategy for 3P4L-FCI based AC-DC distribution areas. To address issues such as three-phase imbalance and voltage limit violations in AC distribution areas, a split-phase power decoupling control strategy utilizing the three-phase four-leg converter is developed, effectively reducing the PCC voltage unbalance rate, source-side output current unbalance rate, and voltage deviations under two extreme operating conditions. Furthermore, by analyzing the double-line-frequency pulsation mechanism of the DC bus voltage under unbalanced AC distribution conditions, a double-frequency ripple suppression scheme based on a hybrid proportional-integral and resonant controller (PI-R) controller is proposed, which significantly mitigates the double-frequency components in the DC bus voltage. Finally, a MATLAB/Simulink-based simulation model of 3P4L-FCI based AC-DC distribution areas is established. The results validate the effectiveness of the proposed control strategies.
Statements
Data availability statement
The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.
Author contributions
QF: Conceptualization, Writing – original draft. JL: Conceptualization, Writing – review and editing. JZ: Conceptualization, Methodology, Writing – review and editing. YX: Funding acquisition, Supervision, Writing – review and editing. QH: Data curation, Investigation, Writing – review and editing. YG: Investigation, Validation, Writing – review and editing.
Funding
The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by Key Science and Technology Projects of China Southern Power Grid Corporation (GZKJXM20220041), and part by National Key Research and Development Program of China (2022YFE0205300).
Conflict of interest
Authors QF, JZ, YX, and YG were employed by Electric Power Research Institute of Guizhou Power Grid Co. Ltd. Authors JL and QH were employed by XJ Electric Co. Ltd.
The authors declare that this study received funding from China Southern Power Grid Corporation. The funder had the following involvement in the study: providing financial support for the construction of the simulation environment and data assistance, participated in manuscript revision and writing.
Generative AI statement
The authors declare that no Generative AI was used in the creation of this manuscript.
Publisher’s note
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Summary
Keywords
power quality improvement, three-phase four-bridge-arm converter, unbalance compensation, double-frequency ripple, flexible interconnection
Citation
Feng Q, Li J, Zhou J, Xu Y, He Q and Gao Y (2025) A coordinated power quality improvement control strategy for AC/DC hybrid distribution networks based on three-phase four-leg flexible interconnection converter. Front. Energy Res. 13:1602269. doi: 10.3389/fenrg.2025.1602269
Received
29 March 2025
Accepted
28 April 2025
Published
19 May 2025
Volume
13 - 2025
Edited by
Wenping Zhang, Tianjin University, China
Updates
Copyright
© 2025 Feng, Li, Zhou, Xu, He and Gao.
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Jikai Li, lijikai@xj.cee-group.cn
Disclaimer
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