Abstract
Dielectric ceramic capacitors with ultrahigh power density have become indispensable in modern power electronics, yet the persistent challenge of achieving superior energy density with high energy efficiency remains a critical bottleneck for practical applications. Herein, we propose an effective non-polar nanocluster confinement strategy through phase-field simulation-guided design of high-entropy (Bi0.2Na0.2Ba0.2Sr0.2Ca0.2)(Ti1-xSnx)O3 lead-free relaxor ferroelectrics. The incorporation of Sn4+ ions with low ionic polarizability leads to the formation of localized non-ferroelectric perovskite units, which constitute robust non-polar nanoclusters, being further stabilized and rendered immobile against electric fields by the substantial local random fields inherent to the high-entropy configuration. Consequently, these engineered non-polar nanoclusters serve as effective pinning centers to impede the merging and growth of polar nanodomains under electric fields, thereby reconciling the inherent conflict between polarization enhancement and hysteresis reduction. The optimized composition (x = 0.06) exhibits a high recoverable energy density of ~18.5 J·cm-3 together with an ultrahigh energy efficiency of ~92.4% in multilayer ceramic capacitors, representing a competitive combination among lead-free counterparts. This approach not only establishes a viable paradigm for next-generation energy storage dielectrics but also provides fundamental insights for designing functional materials with tailored electrical properties.
Subject terms: Ferroelectrics and multiferroics, Electronic devices
The authors reconcile the conflict between polarization and hysteresis by confining polarization response of non-polar nanoclusters in high-entropy relaxors, thus improving the energy storage properties of multilayer ceramic capacitors.
Introduction
High-performance dielectric energy-storage capacitors are critical components for next-generation high/pulsed power electronic systems, driven by escalating demands for advanced energy conversion and management technologies1–3. Distinguished by their unique electrostatic energy-storage mechanism, dielectric capacitors offer unparalleled advantages, including the highest power density (~107–108 W/kg) among energy-storage devices, ultra-fast charge/discharge rates on nanosecond timescales, and exceptional operational longevity exceeding 105 cycles4–8. These characteristics make them indispensable in mission-critical applications, such as medical defibrillators, electromagnetic armor systems, and hybrid electric vehicle powertrains.
Multilayer ceramic capacitors (MLCCs) have attracted considerable attention as promising candidates for next-generation energy storage8–16. In contrast to bulk ceramic capacitors, their layered architecture enhances dielectric breakdown strength (EB) through the thinning of individual ceramic layers and improves volumetric efficiency via compact stacking of alternating dielectric and electrode layers8–16. While thin-film capacitors can attain higher EB and thus larger energy storage density (Wrec) owing to their sub-micron thickness, their limited active volume substantially restricts the total storable energy, making them less suitable for macro‑scale applications compared to MLCCs3,14. Nevertheless, the energy-storage performance of MLCCs remains fundamentally limited by the intrinsic properties of their ceramic dielectrics, particularly the challenge of achieving both high Wrec and high energy efficiency (η) simultaneously.
The energy storage performance of dielectric materials is governed by their polarization response under electric fields, where achieving high maximum polarization (Pmax) with minimal hysteresis is essential for obtaining high Wrec and η4–8. Recent advances have explored various strategies to optimize polarization response, including nanodomain engineering8,11,16, superparaelectric design17,18, defect engineering19, multiphase construction3,13, lattice strain modulation14, relaxor antiferroelectric (AFE) strategy20,21 and composite ceramic design9,22, etc. Especially, high-entropy ferroelectric (FE) materials featuring multi-elemental occupation of equivalent lattice sites have recently demonstrated exceptional potential for energy storage because that the atomic-scale compositional heterogeneity induces substantial local structural disorder and generates large random electric/stress fields3,12,23–26. These features are highly desirable for enhancing energy storage performance. The above advancements have also catalyzed extensive exploration of various lead-free FE and AFE ceramic systems, including BaTiO3 (BT)3,11,13,18,23,26, Bi0.5Na0.5TiO3 (BNT)9,10,14, K0.5Na0.5NbO3 (KNN)27,28, BiFeO3 (BF)16,25, NaNbO3 (NN)20,24, and AgNbO3 (AN)-based materials19,21. Despite these advances, the intrinsic trade-off between Wrec and η remains a critical bottleneck in both relaxor FEs and AFEs. Excessive polarization hysteresis and consequent η degradation under high electric fields continue to impede progress, primarily due to the electric-field-induced growth of nanodomains. Therefore, the synergistic achievement of superior Wrec (>15 J cm−3) and ultrahigh η (>90%) presents a formidable challenge in lead-free ceramics and MLCCs (Table S1, Supplementary Information)4–7,9–16,18–30.
Herein, we propose a novel strategy of nonpolar nanocluster confinement to inhibit the electric-field-induced growth of polar nanodomains in high-entropy relaxor FEs, thereby enabling concurrent enhancement of polarization and reduction of hysteresis, as schematically illustrated in Fig. 1. We selected a representative high-entropy relaxor composition, (Bi0.2Na0.2Ba0.2Sr0.2Ca0.2)TiO3, which exhibits significant A-site cationic disorder, as the matrix31–33. Sn4+, which possesses extremely low ionic polarizability compared to other commonly used B-site cations, was introduced at the B-site34,35. Given that SrSnO3, CaSnO3, and BaSnO3 are all non-FE perovskites36,37, the Sn-rich regions that form at the atomic scale are expected to behave as non-polar clusters, exhibiting limited responsiveness to electric fields and thus not contributing to polarization growth. Furthermore, the incorporation of Sn4+ coupled with different A-site cations introduces varied lattice distortions, which enhances local random fields. This effect not only reduces the size of the polar domains but also further confines the Sn-rich nonpolar nanoclusters. Under increasing electric fields, these confined non-polar regions effectively impede the merging and growth of adjacent polar nanodomains, as depicted in Fig. 1a. This design concept is corroborated by our phase-field simulations of the domain structure evolution in (Bi0.2Na0.2Ba0.2Sr0.2Ca0.2)(Ti1-xSnx)O3 (BNBSCT1-xSx) ceramics (Fig. 1b). The simulated P-E loops demonstrate an improved polarization-field response along with significantly reduced hysteresis (Fig. 1c). Experimentally, we realized a desirable polarization-field response characterized by an extremely low hysteresis and a high Pmax in BNBSCT1-xSx bulk ceramics with x = 0.06. This yields a superior Wrec of ~18.5 J cm−3 and an ultrahigh η of ~92.4% under ~108 kV mm−1, representing a notable advancement in the comprehensive energy-storage properties of lead-free MLCCs.
Fig. 1. Strategy for nonpolar nanocluster confinement engineering in energy-storage relaxor FEs.
a Schematic ground state and high-field state of relaxor FEs with/without confined non-polar nanoclusters. b Phase-field simulation of domain structure evolution during loading/unloading electric fields of BNBSCT1-xSx compositions. c Simulation results of P-E loops of BNBSCT1-xSx compositions (R rhombohedral; O orthorhombic; T tetragonal; C cubic).
Results and discussion
Guided by the phase-field simulation predictions, we designed and synthesized a series of BNBSCT1-xSx high-entropy ceramics. X-ray diffraction patterns (Fig. S1) confirms the formation of single-phase perovskite structures across all compositions. Microstructural analysis reveals dense ceramic packing with well-defined grain boundaries (Fig. S2), where the refined grain morphology significantly enhances EB7,29. To experimentally validate the phase-field predictions regarding domain confinement, we investigated the electric-field-induced domain evolution using in situ piezoresponse force microscopy (PFM), as shown in Fig. 2a. At low voltage (10 V), featureless amplitude images indicative of polar nanoregions are observed across all compositions, confirming their relaxor FE nature38,39. This behavior is further evidenced by temperature-dependent dielectric spectroscopy (Fig. S3), revealing typical relaxor characteristics40,41. These characteristics likely originate from strong A-site ion disorder, which induces large local random electric/stress fields40,41. Under higher voltages (20–30 V), the PFM amplitude responses diverge significantly. The x = 0 sample develops micron-scale FE domains exhibiting strong piezoelectric activity, indicating an electric-field-induced transition from short-range to long-range polar order. In contrast, Sn-doped specimens maintain significantly finer domain configurations, demonstrating that this transition is progressively inhibited with increasing Sn content, which is consisted with our phase-field simulation results. This suppressed domain evolution is directly reflected in the field-dependent polarization responses. As displayed in Figs. 2b and S4, increasing Sn content induces remarkable slimming of P-E loops, coupled with broadening and suppression of current density peaks in current density-field (J–E) curves. It is noted that the current density does not return to zero when the electric field is withdrawn. This is a common feature observed in dielectric and FE materials, which can be understood from the fundamental relationship J ∝ dP/dt = (dP/dE) × (dE/dt)42. Under a triangular voltage waveform, dE/dt value is constant, and dP/dE is proportional to the differential dielectric constant of the material42,43. Thus, a finite background current is a natural manifestation of the material’s intrinsic dielectric polarizability rather than an artifact or a significant loss mechanism42,43. This physical interpretation confirms that the observed non‑zero current does not contradict the low‑energy‑loss characteristics of our ceramics. The optimized x = 0.06 composition achieves significantly improved energy storage performance in bulk ceramic form with Wrec = 8.1 J cm−3 and η = 95.0%, representing 40% and 22% improvements respectively compared to the undoped counterpart. While Wrec decreases slightly with further Sn addition, η remains around 95.0%, likely due to a gradual reduction in Pmax associated with increased non-polar phase content17.
Fig. 2. Polarization-field response characteristics and energy-storage performances of BNBSCT1-xSx bulk ceramics.
a In situ PFM results of the BNBSCT1-xSx ceramics measured under different voltages. b The P-E loops of BNBSCT1-xSx ceramics measured under the maximum testable electric fields and 10 Hz, and c corresponding Wrec and η values. P-E loops of the d x = 0 and e x = 0.06 ceramics measured at different electric fields and 10 Hz. f Energy-storage properties and g curves of ln<A> as a function of lnE for the x = 0 and x = 0.06 ceramics.
Comparative analysis of field-dependent polarization behavior for two representative compositions (Fig. 2d–g) reveals fundamentally different energy loss mechanisms. The undoped ceramic (x = 0) exhibits pronounced polarization hysteresis under increasing fields, manifested by the rapidly enlarging difference between the total energy storage density Wtotal and Wrec and a dramatic η decrease from 96% to 78% as the field intensifies from 5 to 40 kV mm−1. In striking contrast, the x = 0.06 composition maintains significantly suppressed polarization hysteresis and ultrahigh efficiency (η ≥ 95%) even at 55 kV mm−1, demonstrating superior field stability. Analysis of the dynamic scaling behavior further supports this conclusion: the x = 0.06 ceramic exhibits a relatively small exponent α value in its two linear stages compared to the x = 0 ceramic12,28. Moreover, the turning point between these stages occurs at higher electric fields for x = 0.06. These results confirm that Sn4+ introduction effectively suppresses the electric-field-driven growth process from polar nanodomains to micrometer-scale FE domains, resulting in minimal polarization hysteresis even under high electric fields12,28.
The mechanism behind the suppressed field-induced domain evolution was elucidated through multiscale structural characterization. Atomic-resolution energy-dispersive X-ray spectroscopy (EDS) mapping (Fig. 3a) reveals distinct elemental distribution patterns. Primary elements in the lattice, namely A-site cations (Ba, Bi, Ca, and Sr) and B-site Ti, exhibit well-defined periodic distributions consistent with the atomic lattice, indicating a disordered coexistence of multiple elements occupying equivalent lattice sites. In contrast, Na and Sn display a random arrangement with significant intensity fluctuations. The weak signal from Na is related to its low atomic weight, whereas the sparse distribution of Sn is attributed to its low concentration. Although Sn demonstrates macroscopically uniform distribution similar to other elements (Fig. S5), atomic-scale heterogeneity is evident, suggesting local compositional variation and structural non-uniformity. This observation is further supported by the atomic fraction variation of A-site and B-site elements (Figs. S6 and 3a, respectively), where Sn exhibits relatively disordered changes compared to other elements.
Fig. 3. Hierarchical domain structures of the x = 0.06 ceramic.
a Atomic EDS mapping of element distributions and atomic fraction fluctuation of Ti and Sn at B site. b Bright-field TEM image. c HR-TEM and corresponding SEAD images along [100]c and [110]c directions. Atomic-resolution HAADF images with cation displacement vectors along d [100]c and e [110]c directions. The intensity distribution of fitted B-site atomic columns f [100]c and g [110]c.
Transmission electron microscopy (TEM) analysis of the x = 0.06 ceramic (Fig. 3b) shows no discernible FE domain contrast, indicating the absence of long-range FE order. High-resolution TEM images and corresponding selected-area electron diffraction patterns acquired along the [100]c and [110]c zone axes (Fig. 3c) further confirm the lack of large-scale FE or ferroelastic domains across multiple length scales, supporting the effective disruption of long-range ferroic ordering. To further probe the local polarization configurations, we acquired high-angle annular dark-field (HAADF) images with Z-contrast along the [001]c and [110]c directions (Fig. 3d, e, respectively). Local polarization vectors were mapped by quantifying the displacements of B-site cations relative to their four nearest A-site neighbors, with arrow color and length indicating the direction and magnitude of polarization, respectively. Along the [100]c zone axis (Fig. 3d), the T phase exhibits polarization oriented along [001], while both R and O phases show alignments along [110]. Along the [110]c zone axis (Fig. 3e), the R and O phases are distinguishable by their polarization directions: [111] for R and [110] for O2,15,43. Thus, our analysis reveals localized regions with distinct polar symmetries (R, O, and T). The coexistence of PNRs with multiple FE symmetries reduces polarization anisotropy, implying a low energy barrier for polarization reorientation. This is in favor of realizing a high Pmax. Critically, we identified regions exhibiting near-zero polarization magnitude, which we attribute to nonpolar clusters. These are likely caused by local compositional fluctuations, as supported by intensity variations in the fitted B-site and A-site atomic columns (Figs. 3f, g and S6). Notably, some non-polar nanoclusters (yellow dashed circles in Fig. 3d, e) exhibit enhanced B-site intensity, suggesting Sn-rich regions. The extremely low ionic polarizability of Sn4+ renders these Sn-rich clusters less responsive to electric fields. Furthermore, local unit cells containing Sn4+ coupled with different A-site cations (e.g., CaSnO3, BaSnO3, SrSnO3) are paraelectric with diverse crystal structures. These unit cells not only resist polarization under external fields but also introduce strong random electric and stress fields due to their distinct structural distortions, further suppressing polarization response. Consequently, these confined non-polar nanoclusters effectively inhibit the merging and growth of adjacent PNRs under electric fields, accounting for the extremely low polarization hysteresis observed in our electrical measurements.
MLCCs fabricated with the optimized x = 0.06 composition exhibit exceptional structural and functional integrity. Cross-sectional SEM analysis (Fig. 4a) confirms a well-laminated architecture comprising five highly dense dielectric layers (average thickness ≈16 μm) interfaced with continuous metallic electrodes. EDS mapping demonstrates negligible elemental interdiffusion at electrode-dielectric interfaces, preserving interfacial stability. The thickness of different dielectric layers is precisely controlled within a narrow range of ±0.8 μm, ensuring uniform field distribution. Field-dependent polarization responses (Fig. 4b, c) highlight the material’s superior energy storage dynamics. The slim P-E loops exhibit strongly field-amplified Pmax (49.8 μC cm−2 at 108 kV mm−1) with ultralow remnant polarization (Pr < 0.8 μC cm−2), corresponding to hysteresis losses below 8% of total energy input. This behavior directly manifests the effectiveness of the non-polar nanocluster confinement mechanism in suppressing long-range FE ordering under high electric fields while enabling rapid polarization reversal, which is also consistent with the phase-field simulation results. Consequently, a large Wrec of 18.5 J cm−3 and a high η of 92.4% were obtained under 108 kV mm−1 (Fig. 4d). As summarized in Fig. 4e and Table S1 (Supplementary Information), this performance surpasses most recently reported bulk ceramics and MLCCs, demonstrating the exceptional efficacy of our design strategy3–7,9–16,18–30,44–50.
Fig. 4. Energy-storage performances of the x = 0.06 MLCCs.
a The optical photo, cross-section image and EDS images of representative elemental distributions of the MLCCs. b P-E loops and c Pmax and Pr values of the MLCCs measured at various electric fields and 10 Hz. d Field-dependent Wrec and η values of the MLCCs. e A comparison of energy-storage performances between the x = 0.06 MLCC and other recently-reported MLCCs3–7,9–16,18–30,44–50.
The temperature stability of energy-storage performance is crucial for practical applications7,51,52. Temperature-dependent in-situ Raman spectra (Fig. 5a) reveal minimal changes in peak shape and intensity between 25 and 175 °C, indicating temperature-insensitive local structural features49,52. The distinctive broadening and smoothing of Raman peaks at 200 °C correlate with reduced unit cell polarity. This remarkable thermal stability is attributed to the complex lattice stress conditions induced by the heterogeneous nanodomains within the material53,54. The variation of capacitance (ΔC/C) at 0.1–10 kHz is less than 15% over a wide temperature between 0 and 250 °C (Fig. 5b), further confirming the temperature-insensitive structural features49. Furthermore, the material exhibits suppressed defect mobility at high temperatures. This is evidenced by effectively suppressed high-temperature dielectric loss (tan δ; Fig. 5b), indicating inhibited defect mobility that significantly reduces high-temperature energy losses7,51. Consequently, temperature-dependent P-E loops measured over a broad temperature range (20–170 °C) demonstrate exceptional thermal stability, maintaining low hysteresis and high Pmax (Fig. 5c). This results in minimal variations in energy storage parameters (ΔWrec < 2%, Δη < 2%; Fig.5e). Moreover, across a wide frequency range (1–100 Hz), the MLCCs exhibit outstanding frequency stability (Fig. 5d), characterized by Wrec = 8.9 ± 0.1 J cm−3 and η = 93.4% with variations less than 2% (Fig. 5f).
Fig. 5. Stability and charge/discharge performances of the x = 0.06 MLCCs.
Temperature dependent a Raman spectra and b tan δ. c P-E loops under different temperatures at 60 kV mm−1 and 10 Hz. d Room-temperature P-E loops under different frequencies at 60 kV mm−1. e Wrec and η as a function of temperature at 60 kV mm−1. f Wrec and η as a function of frequency at 60 kV mm−1. g Overdamped discharge waveforms and field-dependent PD values. h WD as a function of electric fields.
The charge/discharge performance further confirms the application potential of our MLCCs. Regular underdamped discharge waveforms are observed under electric fields from 20 to 60 kV mm−1 (Fig. 5g). The inset of Fig. 5g shows that the power density (PD) increases with electric field, reaching an ultrahigh value of ≈169.9 MW cm−3 at 60 kV mm−1. For overdamped discharge processes, the x = 0.06 MLCC exhibits stable oscillating waveforms from 20 to 60 kV mm−1 with a fixed load resistance (Fig. S8). As shown in Fig. 5h, an ultrahigh discharge energy density (WD) of ≈7.4 J cm−3 is achieved at 60 kV mm−1, with 90% of this energy released within ≈52.0 ns. This rapid discharge speed is attributed to the fast polarization-field response, as evidenced by the frequency-insensitive P-E loops in Fig. 5d. These comprehensive results demonstrate that the x = 0.06 MLCCs exhibit outstanding overall properties with excellent stability, showing promising application prospects for advanced pulse-power capacitors.
In summary, we have demonstrated an effective strategy of nonpolar nanocluster confinement engineering to mitigate the long-standing trade-off between Wrec and η in dielectric ceramics via a rationally designed high-entropy BNBSCT1-xSx system. By leveraging phase-field simulations and analyzing multiscale structure evolution, we found that the Sn-riched non-polar nanoclusters within a high-entropy relaxor FE matrix are hardly responsive to external electric fields owing to the weakly FE-active Sn4+ ions and large random fields. These confined nanostructures act as nonpolar pinning centers to inhibit the polar nanodomain mergence during high electric field loading, achieving a collaborative optimization of polarization and hysteresis. The optimized composition yields an excellent energy-storage performance in MLCCs, achieving a Wrec of ~18.5 J cm−3 together with an ultrahigh η of ~92.4%. This represents a competitive combination of properties among state‑of‑the‑art lead‑free counterparts. Our work not only provides a viable design pathway toward high‑efficiency, high‑energy‑density dielectrics for next‑generation power electronics but also offers broader insights into the control of nanoscale polarization behavior in functional materials through local compositional engineering.
Methods
Fabrication of bulk ceramics and MLCCs
The BNBSCT1-xSx perovskite powders were synthesized via a conventional solid-state reaction route employing high-purity precursors (>99%), including BaCO3, CaCO3, SrCO3, Na2CO3, Bi2O3, TiO2, and SnO2. The powders were weighed, thoroughly mixed, and then ball-milled in ethanol using zirconia grinding media for 6 h. The dried mixture was subsequently calcined at 900 °C for 8 h in covered alumina crucibles. For bulk ceramic samples, the calcined powders were compacted into pellets and sintered at 1180–1220 °C for 2 h within sealed crucibles. For MLCC fabrication, the calcined powder with composition x = 0.06 was dispersed in a solvent along with a dispersant and ball-milled for 12 h. Binders and plasticizers were then introduced, followed by additional milling for another 12 h. The resulting slurry was filtered, de-aired, and tape-cast to form green sheets. Ag/Pd electrode paste was screen-printed onto these sheets, which were then stacked, laminated (50 °C, 5 min), and subjected to warm isostatic pressing (50 MPa, 55 °C) to improve green density. Binder removal was conducted via thermal debinding at 600 °C for 2 h with a heating rate of 0.5 °C/min. The MLCCs were finally sintered at 1210 °C for 2 h.
Structure characterizations
The XRD data were collected on an X-ray diffractometer (D/Max-RB, Rigaku, Japan). The grain morphology of the ceramics was took by a field-emission scanning electron microscope (FE-SEM, SU8020, JEOL, Japan). The domain morphology evolution with bias voltage was performed by using a PFM (AsylumResearch MFP‑3D Origin+, Oxford Instruments, UK). Raman spectra was collected on well-polished samples through a Raman spectrometer (LabRam HR Evolution, HORIBA JOBIN YVON, Longjumeau Cedex, France). The atomic-scale STEM HAADF images were performed on a probe-corrected Hitachi HF5000 at 200 kV, while the domain morphology observations and SEAD measurements were carried out on a JEOL JEM-F200 microscope at 200 kV. Specimens for STEM and TEM measurements were prepared by a conventional approach combining mechanical thinning and finally Ar+ ion-milling in a Gatan PIPS II.
Electric property measurements
Temperature/frequency-dependent dielectric properties were measured by an LCR meter (E4980A, Agilent Technologies, Inc., USA) connected with a high/low-temperature probing stage (HCT1821, Tongguo Technology, China). The P-E loops were obtained through an FE measurement system (TF Analyzer 2000E, aixACCT Systems GmbH, Germany). The energy release properties were studied via a charge-discharge platform (CFD-003, Tongguo Technology, China).
Grain size distribution
Grain size distribution was analyzed using Nano Measurer software. To ensure statistical representativeness, the average grain size was determined from a sample of 200 grains, with a relative deviation of less than 5%.
Phase-field simulations
The details of the phase-field simulation about domain structure and polarization configuration are elaborated in the Supplementary Information.
Supplementary information
Acknowledgements
This work was supported by the National Key Research and Development Program of China (2022YFB3807403), the National Natural Science Foundation of China (52302131, 52302136), the Natural Science Foundation of Anhui Province (2308085QE140), and the Key Research and Development Program of Anhui Province (202304a05020044).
Author contributions
This work was conceived and designed by A.X. and R.Z. Bulk ceramics and MLCCs were fabricated by A.X., Z.L., X.W., A.T., and Y.Z., who also performed the measurements of energy storage, charge-discharge, and dielectric properties. XRD and PFM characterizations were conducted by A.X., Y.Z., X.G., and X.X. TEM and STEM characterizations were carried out by H.T. and N.L. Raman spectra were collected by X.J. and X.E. Phase-field simulations were performed by L.H. Funding and laboratory equipment support were provided by A.X., T.H., and R.Z. The manuscript was drafted by A.X. and revised by R.Z. All authors contributed to data analysis and discussions.
Peer review
Peer review information
Nature Communications thanks Ampattu Jayakrishnan and the other anonymous reviewer(s) for their contribution to the peer review of this work. A peer review file is available.
Data availability
All data supporting this study and its findings are available within the article and its Supplementary Information. Any data deemed relevant is available from the corresponding author upon request.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Contributor Information
Tengfei Hu, Email: hutengfei@mail.sic.ac.cn.
Liqiang He, Email: heliqiang0818@xjtu.edu.cn.
Ning Liu, Email: liun@wuzhenlab.com.
Ruzhong Zuo, Email: zuoruzhong@hnnu.edu.cn.
Supplementary information
The online version contains supplementary material available at 10.1038/s41467-026-68301-x.
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Data Availability Statement
All data supporting this study and its findings are available within the article and its Supplementary Information. Any data deemed relevant is available from the corresponding author upon request.





