N/S co-doping design promising coal pitch derived carbon nanofibers toward advanced all-carbon potassium ion hybrid capacitors
Abstract
Heteroatom-doped carbon materials have shown great potential as anodes for potassium ion hybrid capacitors (PIHCs) thanks to their diverse merits. However, their practicability is limited seriously by sluggish reaction kinetics, short cycling life, and low initial Coulombic efficiency, primarily because of the large ionic radius of K+ and undesirable side reactions. Herein, the cost-efficiency low-softening-point coal pitch-derived one-dimensional N/S co-doped carbon nanofibers (N/S-CNFs) are smartly devised as competitive anodes for advanced PIHCs. The
Keywords
INTRODUCTION
Metal ion hybrid capacitors (MIHCs) have attracted great attention thanks to their distinctive merits such as high energy density, excellent power density and superior cycling performance. MIHCs, generally composed of battery-type anodes and capacitive cathodes, combine both the merits of rechargeable batteries and supercapacitors[1]. So far, JM Energy has realized and mass-produced commercial lithium-ion hybrid capacitors (LIHCs), which have the potential for application in electric vehicles and portable electronics[2]. However, the scarce and unequally distributed lithium resources have greatly limited the sustainable development of Li+-based electrochemical energy storage[3]. It will be a sustainable way to choose low-cost and widely distributed elements to replace the expensive lithium. In view of the abundant potassium resources and the low standard potential [-2.93 V vs. Standard Hydrogen Electrode (SHE)] which will provide high energy density, potassium ion hybrid capacitors (PIHCs) have great potential as alternatives for LIHCs[4]. In addition, since Al-K alloy is not formed, an Al foil can serve as the current collector for both the positive and negative electrodes of the PIHCs, greatly reducing the cost of devices[5]. However, compared with Li+ (0.76 Å) and Na+ (0.97 Å), K+ with a larger ionic radius of 1.38 Å exhibits sluggish dynamics and severe volume expansion during charge-discharge cycles[6,7]. Thus, the mismatch of electrochemical kinetics and capacity between cathodic and anodic electrodes in PIHCs is more prominent[8]. It is critical to develop appealing anode materials for PIHCs with both high specific capacity and fast electrochemical kinetics.
To date, various anode materials of PIHCs have been extensively studied and reported, such as metal alloys[9], transition metal chalcogenides[10,11], phosphating compounds[12], metal oxides[13], MXene-based materials[14], and carbon materials[15,16]. Among them, coal pitch (CP)-derived soft carbon (SC) can obtain improved graphitization degree and enhanced electrical conductivity by adjusting the carbonization temperatures, thus delivering excellent rate performance[17-19]. However, the small interlayer distance of the SC always generates intense volume expansion during repeated K+ ions insertion/de-insertion[20]. Taking graphite with an interlayer spacing of ~3.35 Å as an example, K+ inserts into the graphite interlayer to form KC8 during potassiation, causing a huge volume expansion of ~61%, which greatly hinders the rate performance and cycling stability[7]. So far, the main strategies for optimizing electrochemical K+ storage kinetics of SC-based anodes include two aspects[21-23]: One is the nanostructure adjustment that ensures a short ion diffusion distance for rapid electron/ion transfer. Typically, compared with other dimensions[24], one-dimensional (1D) carbon nanofibers (CNFs) are promising anode candidates for PIHCs since the 1D nanostructure can provide convenient electrical conducting pathways for electrons and sufficient spaces for electrolytes and ions to transport and diffusion[25,26]. CP shows great advantages as a precursor to synthesize CNFs owing to the virtues of low cost, spinnability, and high carbon yield. Nevertheless, the
Based on the above analysis, herein, a combined strategy, including the pre-oxidation, electrospinning, and followed sulfuration, was first developed to convert LSP CP to 1D N/S co-doped CNFs (N/S-CNFs). By pretreatment with HNO3, the LSP CP was successfully electrospun with polystyrene (PS) to form nanofibers and maintained the fibrous morphology during pre-oxidation in air at 230 oC. By further sulfuration, the
EXPERIMENTAL
Synthesis of N/S-CNFs
To synthesize the precursor nanofibers, the LSP CP was pre-oxidation treated by a specific concentration of nitric acid for 12 h. After being thoroughly washed and dried, the pre-oxidized CP (2.4 g) was added into a mixed solution of 1.2 g PS in N, N-dimethylformamide (DMF) and N-methyl-2-pyrrolidone (NMP)
To synthesize N/S-CNFs, the stabilized fibers were blended with a proportionate sublimation sulfur and annealed at 600 ºC, 700 ºC, 800 ºC, and 900 ºC for 2 h in N2 atmosphere at 5 ºC min-1. The obtained samples were named N/S-CNF-600, N/S-CNF-700, N/S-CNF-800 and N/S-CNF-900. For comparison, the sample obtained by annealing the stabilized CP/PS fibers at 700 ºC without sulfur was denoted as CNF-700.
Synthesis of activated porous carbon nanofibers
To synthesize activated porous carbon nanofibers (aPCNF), the stabilized CP/PS fibers were thermally treated at 600 ºC for 2 h at 5 ºC min-1 with a N2 protective atmosphere. The obtained sample was denoted as CNF-600. Then, CNF-600 was ground and mixed with 1.0 M KOH solution. The mass ratio of CNF-600:KOH was 1:3. After stirring for 24 h, the mixture was dried and then annealed at 900 °C for 3 h at Ar atmosphere. The material was carefully washed with 1.0 M HCl and deionized (DI) water until the pH reached 7.0, and then dried at 80 °C in a vacuum oven. The final product was denoted as aPCNF.
Materials characterizations
X-ray diffraction (XRD, Rigaku Ultima IV powder X-ray diffractometer with Cu Kα radiation, λ =
Electrochemical measurements
70% N/S-CNFs, 20% conductive additives, and 10% polyvinylidene fluoride (PVDF) were thoroughly mixed in NMP to obtain a homogeneous slurry. The slurry was pasted onto an Al foil and then vacuum-dried at
The K+ diffusion coefficient (DK+) values were obtained based on[31]:
where d, ∆Es and ∆Et were the thickness of the film electrode, the potential change caused by discharge pulse, and the potential change caused by constant current discharge, respectively. Referenced from a previous study[32], the energy density (E, Wh kg-1) and power density (P, W kg-1) of PIHCs were calculated by:
where I was the discharge current (A), t was the discharge time (s), and m was the total mass of electroactive materials (kg). Vmax and Vmin were voltages at the beginning and end of discharge (V), respectively. The electrolyte stability window was related to the faradaic fraction S (S value) of PIHCs, which is calculated by[33]:
where Apos and Aneg were the integral areas of the CV curve where the current was above and below 0 A, respectively.
First-principles calculation
All the calculations were conducted with the Vienna Ab Initio Simulation Package (VASP) based on Density Functional Theory (DFT). The exchange-correlation interaction and the core-valence electron interaction were modeled using Perdew-Burke-Ernzerhof (PBE) exchange function of the generalized gradient approximation (GGA) and the projector augmented wave (PAW) method, respectively. The cutoff energy was set as 400 eV, and the electronic energy threshold was 10-4 eV. For the geometrical optimization, the force convergence criterion on the atoms was lower than 0.05 eV Å-1. The periodic 4 × 4 × 2 supercell was used to describe the carbon, N-doped carbon, and N/S-co-doped carbon surface. The irreducible Brillouin zone (IBZ) integration was sampled by 2 × 2 × 1 and 6 × 6 × 6 k-point meshes for the geometrical optimization and static computations.
RESULTS AND DISCUSSION
Microstructural characterizations
Typically, the overall synthesis of N/S-CNFs, as shown in Figure 1A, consists of three steps. Firstly, the LSP CP was treated with nitric acid, as reported in our previous contribution[27]. The CP/PS fibers were prepared by electrostatic spinning with the optimized ratio of LSP CP to PS. The obtained CP/PS fibers with smooth surface, high aspect ratio and uniform morphology are tightly entangled in random orientation
Figure 1. (A) Schematic for synthesizing N/S-CNFs; (B) FESEM; (C) TEM; and (D) HR-TEM images of CNF-700; (E) FESEM; (F) TEM; (G) HR-TEM; and (H) corresponding EDX elemental mapping images of N/S-CNF-700. N/S-CNFs: N/S co-doped carbon nanofibers; FESEM: field-emission scanning electron microscopy; TEM: transmission electron microscopy; HR-TEM: high-resolution (HR)-TEM; EDX: energy dispersive X-ray.
Next, the sulfur doping is realized through the high-temperature annealing of the pre-oxidized fibers and sublimated sulfur mixture. As noted, when the temperature is above 115 oC, the sulfur will be liquefied and seeped into the pores of fibers under capillary action, where the pores are produced by pre-oxidation treatment and decomposition of PS at high temperatures. With increasing temperature, the fibers are carbonized, and sulfur atoms are introduced meanwhile into the carbon backbone by covalent bonding. At higher annealing temperatures, a large amount of sulfur sublimate, and simultaneously activate the carbon fiber matrix[34]. Notably, the as-obtained N/S-CNF samples all show a perfect morphology with fiber diameter mostly between 500 and 700 nm [Figure 1E and Supplementary Figure 2]. It is worth mentioning that after carbonization/sulfur doping, the surface of the fibers becomes even rougher and the cracks on the surface disappear accordingly. A TEM image [Figure 1F] assures the dense morphology of N/S-CNF-700 without any apparent pores or nanochannels. Similar observations are also evident in other N/S-CNF samples [Supplementary Figure 3], which may be attributed to the reaction between pyrolyzing carbon and S during high-temperature vulcanization causing the structural collapse and densification[31]. The compact 1D structure of N/S-CNFs will undoubtedly provide less electrode/electrolyte contact sur-/interfaces than that with porous channels, which is hugely beneficial for improving the ICE values[35].
A high-resolution (HR)-TEM image of N/S-CNF-700 [Figure 1G] evidences the carbon layer spacing of 0.381 nm, larger than 0.374 nm for CNF-700 [Figure 1D]. Undoubtedly, the increased interlayer spacing will be conducive to rapid insertion/de-insertion of potassium ions. Elemental Energy Dispersive X-ray Spectroscopy (EDS) mappings of the N/S-CNF sample visually confirm that C, S, N, and O elements are evenly distributed, revealing the successful introduction of N and S atoms into the carbon structure
The structural characteristics of the N/S-CNFs were also evaluated using XRD and Raman characterization. All XRD patterns [Figure 2A] show two characteristic peaks at ~25.5° and 44 °, pointing to the (002) and (100) lattice planes of carbon materials, respectively[37]. Compared to that of CNF-700, the (002) reflection of N/S-CNF-700 becomes weaker and shifts slightly to a lower angle, indicating the increased defect degree and enlarged interlayer distance after sulfur doping. The (002) peaks of N/S-CNF-800 and N/S-CNF-900 both shift slightly to the lower angle and the diffraction peak at 44° strengthens, suggesting that high calcination temperatures increase the graphitization degree, which accords well with the HR-TEM observations. Raman spectra, as collected in Figure 2B, show broad D peaks (~1,349 cm-1) related to the respiration effect of sp2 carbon atoms in aromatic rings and G peaks (~1,570 cm-1) derived from the conjugated structure of sp2 carbon chains or rings[38]. As shown in the fitted atlas [Supplementary Figure 7], I band (~1,194 cm-1) is assigned to impurities or heteroatoms, such as oxygen and sulfur atoms, on the graphite plane, and the D’ band (~1,470 cm-1) represents the defect in the graphene layer stack[39]. The intensity ratio of the D band and G band (ID/IG) values for CNF-700, N/S-CNF-600, N/S-CNF-700,
Figure 2. (A) XRD patterns; (B) Raman spectra; (C) enlarged view of the Raman region of N/S-CNFs; High-resolution XPS spectra of (D) C 1s; (E) S 2p and (F) N 1s for N/S-CNF-700; (G) FT-IR spectra of N/S-CNF-700 and CNF-700; (H) N2 adsorption/desorption isotherms and (I) pore size distribution plots of N/S-CNFs and CNF-700 as indicated. XRD: X-ray diffraction; N/S-CNFs: N/S co-doped carbon nanofibers; XPS: X-ray photoelectron spectroscopy; FT-IR: fourier transform infrared.
Elemental composition analysis for CNF-700 and N/S-CNF-700 was conducted by XPS [Supplementary Figure 8]. Evidently, the elements of C (86.61 at.%), S (3.88 at.%), N (1.79 at.%), and O (7.72 at.%) co-exist in N/S-CNF-700, along with the C (91.58 at.%), N (2.85 at.%), and O (5.57 at.%) in CNF-700. C 1s spectra
N2 adsorption/desorption curves for N/S-CNF samples are comparatively depicted in Figure 2H. Typically, CNF-700, N/S-CNF-600, and N/S-CNF-700 show type-I and type-IV combined isotherms, revealing their hierarchical porous structure[43], while N/S-CNF-800 and N/S-CNF-900 both present type-I isotherms, indicating the dominated micropores in both[20]. The SSA values of N/S-CNF-600 and 700 are estimated as 8.2 and 9.2 m2 g-1, respectively, greatly lower than that of CNF-700 (72.8 m2 g-1). Clearly, after S doping, the pores between 10 - 30 nm in pore size distribution curves [Figure 2I] almost disappear due to the structural collapse originating from the reaction of pyrolyzing carbon with the S during the high-temperature vulcanization[31]. Of particular note is that the SSA values for N/S-CNF-800 and N/S-CNF-900 are as high as 713.9 m2 g-1and 972.9 m2 g-1, respectively. This is primarily attributed to the generation of more pores from the rupture of the C-S bond at high temperatures, activated by sulfur molecules[44].
Electrochemical evaluation of the N/S-CNF anodes
The prepared samples were assembled into half cells for electrochemical tests to evaluate their K+ storage properties. The first three CV cycles of the N/S-CNF-700 anode at 0.1 mV s-1 are shown in Supplementary Figure 10A. The sharp drop in peak at 1.0 V during the first scan can be attributed to the decomposition of the electrolyte, the formation of SEI films, and the irreversible capture of K+ in the carbon matrix[35,45,46]. The reversible redox peak at 0.78/1.76 V in the following scans can be ascribed to the reversible adsorption/desorption of K+ on the active sites[21]. Meanwhile, the following CV curves almost overlapped, showing excellent reversibility. In contrast, CNF-700 [Supplementary Figure 10B] does not show characteristic redox peaks. The effect of microstructure merits induced by sulfur doping on the K+ storage properties is further manifested by the dQ/dV-V curves of N/S-CNF-700 and CNF-700 electrodes. As presented in Figure 3A, the dQ/dV-V profile of N/S-CNF-700 obtained from the 3rd charge-discharge cycle shows a couple of reversible peaks at 0.86/1.69 V, which belongs to the redox reaction between S-based functional group and K+, corresponding to the redox peaks at 0.78/1.76 V in CV curves. While the CNF-700 electrode demonstrates no obvious redox peak, and the capacity contributed by each stage is much smaller than that of N/S-CNF-700. From the GCD plots of N/S-CNF-700 at 0.1 A g-1 [Figure 3B], the initial discharge/charge capacities of S-CNF-700 are 711.9/366.7 mAh g-1, representing a high ICE of 51.5%, which is significantly higher than that of CNF-700 (27.1%, Supplementary Figure 11A) and previous reported carbon-based anodes [Supplementary Table 1]. This is reasonably attributed to the low SSA of N/S-CNF-700 and the significant role of the S groups in slowing down the SEI formation, which plays a critical role in the K+ storage properties including ICE and cycling stability[47-49]. Thin and burly SEI could allow K+ to pass through rapidly and block the transmission of electrons, while over-thick SEI will lead to high impedance of an electrode, affecting the transfer of K+ ions[49]. Besides, N/S-CNF-600, N/S-CNF-800 and N/S-CNF-900 exhibit ICE values of 49.1%, 45.7% and 35.0%, respectively [Supplementary Figure 11B-D]. With the decrease in S content and SSA, the ICE values of N/S-CNFs show an impressive downward trend. More encouragingly, after the pre-potassiation treatment, the ICE of N/S-CNF-700 even can be increased to 93%, which is crucial for practical applications [Figure 3B].
Figure 3. (A) Typical dQ/dV plots of N/S-CNF-700 and CNF-700 obtained from the 3rd charge-discharge cycle; (B) GCD plots before (the upper) and after pre-potassium (the lower) of N/S-CNF-700 at 0.1 A g-1; (C) Rate capacities; (D) Rate capability of N/S-CNF-700 and comparison with latest reported carbon-based anodes[3,20,50-56]; (E) Cycling properties of N/S-CNFs anodes at 1.0 A g-1; (F) CV curve (1.7 mV s-1) with pseudo-capacitive contribution (red region) of N/S-CNF-700; (G) GITT profiles and corresponding DK+ values of N/S-CNF anodes over charge-discharge processes. N/S-CNFs: N/S co-doped carbon nanofibers; GCD: galvanostatic charge-discharge tests; CV: cyclic voltammetry; GITT: galvanostatic intermittent titration technique.
The rate capability of N/S-CNFs was investigated at different current densities [Figure 3C]. Strikingly, the specific capacities of N/S-CNF-700 are 328.1 mAh g-1, 296.1 mAh g-1, 253.1 mAh g-1, 209.5 mAh g-1,
For an in-depth understanding of the kinetic behaviors of N/S-CNF-700 anodes, the capacitive effect was qualitatively calculated from CV curves [Supplementary Figure 15A] using i = avb, where a and b are constants[31]. A b value of 0.5 is typically characteristic of a diffusion-controlled process, while a b value of 1.0 stands for a characteristic surface-controlled process[31]. As derived from the log(i) versus log(v) curves, the b values of 0.98 and 0.86 were obtained for the oxidation and reduction peaks [Supplementary Figure 15B], revealing that the K+ storage of N/S-CNF-700 anode comes from synergistic effect of diffusion- and surface-controlled processes[31]. The capacitive contributions at various scanning rates are distinguished based on i = k1v + k2v1/2, where k1v and k2v1/2 represent the current fractions from pseudocapacitive effect and diffusion-controlled part, respectively[57]. The pseudocapacitive contribution of N/S-CNF-700 at 1.7 mV s-1, as profiled in Figure 3F, is calculated as high as 87.2%. Besides, the capacitive contribution increases with scan rates accordingly from 68.7% (0.2 mV s-1) to an impressive value of 95.1% (2.2 mV s-1), further manifesting that surface-controlled capacitive processes play a critical role in the charge storage of
DFT calculations were managed to validate the advantages of introducing N/S into the carbon structure from the theoretical perspective. The geometries of the carbon, N-doped carbon, and N/S-co-doped carbon structures are optimized [Supplementary Figure 17]. The adsorption energy (ΔEads) of K+ on the carbon was calculated by placing a single K at diverse sites in each model, and the most stable geometry structures can be obtained [Figure 4A-C]. The calculated ΔEads of N/S-co-doped carbon is -1.26 eV, remarkably lower than those of pure-phase carbon (0.05 eV) and N-doped carbon (-0.17 eV). The enhanced interfacial interaction between N/S-co-doped carbon and K+ results in the most stable adsorption of K+ ascribing to the synergistic doping of both N and S. The charge density difference plots [Figure 4D-F] show that there is stronger charge transfer between K and N/S co-doped carbon than others. Consumption of electronic charge around K ions and the accumulation of electronic charge around C atoms can be observed. The obvious charge transfer between the adsorbed K and N/S co-doped carbon can accelerate the diffusion and nucleation of K+, which is consistent with the above experimental results. Careful examination of the total density of states [Figure 4G] of carbon, N-doped carbon, and N/S co-doped carbon reveals that the density of states of
Figure 4. (A-C) Stable configurations and (D-F) charge density difference analysis of K+ adsorbed on phase-pure carbon, N-doped carbon, and N/S co-doped carbon surface. K, C, S, and N are purple, brown, yellow and gray, respectively. And yellow and cyan contours with isosurface value of 0.001 e Å-3 in panels indicate the accelerated and decreased charge density, respectively; (G) Density of states. Fermi level is set to 0 eV; (H) Voltage plots of N/S-CNF-700 during the first charging and discharging processes (0.1 A g-1) and corresponding contour image of in-situ XRD peak intensities. N/S-CNFs: N/S co-doped carbon nanofibers; XRD: X-ray diffraction.
Moreover, to further understand the charge storage mechanism of K+ in N/S-CNF-700, its structure evolution during the initial (de)potassiation process was monitored by an in-situ XRD test, as depicted in Figure 4H. The contour image shows that the (002) peak in the range of 20 - 25° of carbon material just changes in peak intensity, and no new peak and/or peak position shift can be found. According to the peak intensity change of (002), the discharge curve can be divided into three segments. In the interval (I), the peak intensity does not change greatly, which corresponds to the adsorption and storage of K+ ions on the edge or surface defects of the carbon layer. The interval (II) is the redox reaction process of S-containing functional groups and K+, in which the (002) peak is abated and carbon structure becomes chaotic. In the interval (III), as the reaction deepens, a large amount of K+ is inserted into the carbon layer to form potassiation compounds (KCx), and thus (002) peak disappears completely. Charging process can be identified as the inverse process of discharging. The disappeared (002) peak is gradually restored. Notably, the peak intensity is relatively weak compared with the initial state, which is due to the destruction of the carbon layer by insertion/de-insertion of potassium ions and the partially disordered transition of the carbon layer. This disordered transition adapts to the volume expansion results from K+ ion insertion and de-insertion, consequently providing a stable structure for the following cycles[39].
Electrochemical performance of the N/S-CNF-700//aPCNF PIHCs
The attractive K+ storage performance of N/S-CNF-700 including the high capacity, superior rate performance and excellent stability, as discussed above, makes it a great promising anode for PIHCs. Herein, aPCNF was used as the cathode to match with N/S-CNF-700 to construct the all-carbon PIHCs. The aPCNF possesses a stable capacity of 53.4 mAh g-1 at 1.0 A g-1 [Supplementary Figure 18]. Before assembling the full device, the N/S-CNF-700 electrode was pre-potassiated. To meet the charge balance of the two electrodes, the mass ratio of N/S-CNF-700 to aPCNF was fixed at 1.0:3.5. Considering the potential window of the involved N/S-CNF-700 and aPCNF electrodes and the S-value (i.e., Faraday fraction)[62], the upper and lower potential limits of the N/S-CNF-700//aPCNF cells are optimized as 4.0 V and
Figure 5. (A) CV curves of N/S-CNF-700, aPCNF, and N/S-CNF-700//aPCNF at 2 mV s-1; Electrochemical properties of N/S-CNF-700//aPCNF device: (B) CV curves; (C) GCD profiles from 0.1 to 5.0 A g-1; (D) Ragone plots compared with reported PIHCs[6,64-68]; (E) self-discharge; (F) leakage current; and (G) cycling stability at 1.0 A g-1. CV: Cyclic voltammetry; N/S-CNFs: N/S co-doped carbon nanofibers; aPCNF: synthesize activated porous carbon nanofibers; GCD: galvanostatic charge-discharge tests; PIHCs: potassium ion hybrid capacitors.
Figure 5B shows the CV results of the assembled PIHCs at different sweep rates from 5.0 mV s-1 to
CONCLUSIONS
In conclusion, a heteroatom co-doping strategy was smartly explored in this work to achieve
DECLARATIONS
Authors’ contributions
Methodology, formal analysis, investigation, manuscript writing: Sun, J.; Wang, G.
Validation, resources, formal analysis: Wang, G.; Jia, M.; Chen, M.
Methodology, visualization, investigation: Sun, J.; Wang, G.; Yue, P.; Ren, Y.
Project administration, conceptualization, funding acquisition, supervision, manuscript writing: Sun, J.; Ren, Y.; Jiang, H.; Liu, Y.
Project administration, funding acquisition: Hou, L.; Yuan, C.
Project administration, conceptualization, funding acquisition, supervision: Hou, L.; Yuan, C.
Availability of data and materials
The data supporting our work can be found in the Supplementary Materials.
Financial support and sponsorship
This work is supported by the National Natural Science Foundation of China (Nos. U22A20145, 52072151, 52171211, 52271218), Jinan Independent Innovative Team (2020GXRC015), Major Program of Shandong Province Natural Science Foundation (ZR2023ZD43, ZR2021ZD05), and Science and Technology Program of University of Jinan (XKY2119).
Conflicts of interest
All authors declare that there are no conflicts of interest.
Ethical approval and consent to participate
Not applicable.
Consent for publication
Not applicable.
Copyright
© The Author(s) 2025.
Supplementary Materials
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Sun, J.; Wang, G.; Jia, M.; Yue, P.; Ren, Y.; Jiang, H.; Liu, Y.; Hou, L.; Chen, M.; Yuan, C. N/S co-doping design promising coal pitch derived carbon nanofibers toward advanced all-carbon potassium ion hybrid capacitors. Energy Mater. 2025, 5, 500067. http://dx.doi.org/10.20517/energymater.2024.228
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