Abstract
Hf0.5Zr0.5O2 emerges as a promising candidate for next-generation ferroelectric memories and transistors. However, the intrinsic nature of its ferroelectricity remains a subject of debate, primarily stemming from challenges in the precise characterization of nanoscale polycrystallinity and multiphase coexistence. Here, we investigate substrate-free Hf0.5Zr0.5O2 films using multislice electron ptychography, achieving a resolution of 25 picometers with capabilities for oxygen imaging, depth resolution, and vacancy quantification. Precise measurements reveal that the polarization displacement in ferroelectric phase is ∼56 ± 6 picometers (corresponding to a polarization ∼34 ± 4 μC/cm2). We further identify significant polarization suppression near grain boundaries, while there is negligible change in the 180° neutral domain walls. Furthermore, we demonstrate the existence of the 180° head-to-head charged domain wall in Hf0.5Zr0.5O2, which is confined within a single unit cell layer. At such a charged domain wall, the atomic displacement is reduced to ∼4 picometers, with oxygen vacancies accumulating up to 20%. Notably, the polar layers neighboring the 180º head-to-head charged domain wall remain unchanged. The precise determination of these structural features with ultra-high spatial resolution offers critical information for optimizing and designing new hafnium-based ferroelectric devices.
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Introduction
Hf0.5Zr0.5O2 (HZO) has gained widespread attention due to its robust ferroelectricity at room temperature and excellent compatibility with complementary metal-oxide-semiconductor (CMOS) technology1,2,3. As a continuous solid solution of HfO2 and ZrO2, HZO benefits from Zr-induced stabilization of the ferroelectricity and exhibits the highest remanent polarization in the Hf1-xZrxO2 series4,5,6,7,8. This material is also regarded as a promising candidate for the next generation of ferroelectric random-access memories (FeRAMs) and ferroelectric field-effect transistors (FeFETs)7,9,10. For example, its switchable ferroelectricity in 1 nm-thick films (surpassing traditional perovskites) for high-density FeRAMs and negative capacitance for low-power FeFETs have been demonstrated1,5,7,11. To further optimize core applications like FeRAMs (enhancing storage density and switching speed) and FeFETs (improving power efficiency and operation stability), it is essential to seek and investigate novel polarization structures at the nanoscale in HZO, such as 180° charged domain walls (CDWs)12,13,14. These 180° CDWs enable the opposite polarization (head-to-head or tail-to-tail) at the unit cell scale, where charge accumulation at the walls stabilizes sharp domain boundaries14,15. Such charge-mediated stabilization significantly lowers the switching barrier, thereby offering a solid physical basis for realizing high-density and low-power ferroelectric devices14,15,16,17. However, although theoretical predictions suggest that these 180° CDWs can exist in hafnium-based oxide, experimental observations are still lacking14,16,17.
Besides, the origin of HZO’s ferroelectricity itself remains a topic of ongoing discussion18,19,20,21,22. The mainstream view is that the ferroelectricity in hafnium oxide films arises from the ferroelectric orthorhombic phase (OⅢ phase, space group Pca21) supported by experimental evidence3,21,23,24,25, but other mechanisms (e.g., polar rhombohedral phase) are also proposed2,22,26,27,28,29. Therefore, accurately analyzing the intrinsic atomic structures of HZO, e.g., oxygen configurations and domain walls (DWs), is crucial for understanding the nature of ferroelectricity. However, such analysis is typically challenging due to its substrate effects and polycrystalline nature16,30,31,32. On the one hand, the substrate effects can lead to lattice clamping29,33 and interfacial charge screening2,34 in the hafnium-based oxide films, which hinder the detection of intrinsic ferroelectric nature. They can also introduce structural artifacts affectting the accurate atomic-scale structural analysis. Recent advances in freestanding membranes can mitigate these issues and enable precise atomic characterization in HZO13,21,30. On the other hand, the polycrystalline nature leads to different atomic-scale features present even within a single grain at the nanoscale, including surfaces, grain boundaries (GBs) and DWs, necessitating high spatial resolution characterization. Conventional high-angle annular dark field scanning transmission electron microscopy (HAADF-STEM, with typical resolution ~60 pm) fails to detect low atomic number oxygen, whereas oxygen sensitive transmission electron microscopy (TEM) techniques are highly sensitive to imaging conditions (e.g., specimen mistilt, thickness variation and residual aberrations), which can easily lead to artifacts35,36,37,38. Furthermore, traditional diffraction-based techniques like position-averaged convergent beam electron diffraction (PACBED) and 4D-STEM methods have been widely used for polarization analysis in ferroelectrics23,39,40,41,42. However, these methods are limited by finite spatial resolution, challenges in polarization quantification, and lack of depth information. Fortunately, state-of-the-art multislice electron ptychography (MEP) offers superior resolution ( ~ 20 pm) and uniquely enables simultaneous imaging of cation and oxygen positions, depth information retrieval and specimen mistilt correction, which is ideal for atomic structure quantification43,44,45,46,47,48,49,50,51,52.
Herein, we used MEP to achieve ultra-high-resolution imaging ( ~25 pm) of polycrystalline HZO freestanding films. We determined the atomic structures of multiple phases and measured the intrinsic polarization displacement of HZO to be ~56 ± 6 pm, corresponding to a polarization of ~34 ± 4 μC/cm2. At GBs, significant polarization suppression up to the fourth polar layer was observed. Moreover, we observed a 180° head-to-head (H-H) CDW in HZO. Such a CDW is a one-dimensional line, i.e., its width is only about one unit cell, and confined within a single polar layer. The atomic polar displacement at the CDW is reduced to ~4 pm, accompanied with ~20% oxygen vacancies (VO) based on the depth-resolved reconstruction. In contrast, no detectable polarization changes are observed in the neighboring polar layers of the 180° H-H CDW. These findings provided basic insights into the HZO ferroelectricity and related applications.
Results
Various phases in HZO
The 5-nm-thick HZO freestanding film shown in Fig. 1a was studied to eliminate the influence of phenomena such as interface effects, grain overlap, and sample preparation damage33,34, thereby ensuring precise structural analysis. The morphology distribution of grains shown in Fig. 1b, with an average size of ~10 nm, is consistent with previous studies30. The P-E hysteresis measurement (Fig. 1c) shows that polarization of the film is ~16 µC/cm2. Experimental setup for MEP technique is schematically shown in Fig. 1d. The sample was scanned with an overfocused probe and collected diffraction patterns (Figure. S1) via a pixelated detector, and the datasets were then reconstructed using the MEP algorithm with post-alignment method correcting slight mistilt (Figure. S1) to resolve the 5 nm HZO film in three-dimensions (Fig. S2)44,45,46,53. The reconstructed real-space resolution is ~25 pm (Fig. 1e), which is much better than that of HAADF image [~61 pm, Fig. S3 in Supplementary Material (SM)]. The reconstructed probe structures (Figure. S4 in SM) are robust and consistent with those reported in previous studies48,54,55,56. Projected MEP images in Fig. 1f show multiple phases of HZO including the ferroelectric (FE) phase, the antiferroelectric (AFE) phase, the monoclinic-like (M’) phase and the cubic (C) or tetragonal (T) phase, in excellent agreement with the simulated reconstructions and atomic model in Fig. S5. These abundant results as well as the monoclinic (M) phase (Figs. S6 and S7 in SM) unveiled several key discoveries. 1) By combining MEP images with corresponding simulations, we confirmed that the intrinsic FE phase in HZO adopts O phase with space group Pca21. 2) We identified the AFE nature of the M phase along the [100] direction (Figure. S7 in SM), with notable variations in displacements between neighboring layers. 3) We also captured a novel {010}-Hf/Zr antiphase boundary (APB) defect in the M phase, which has not been previously reported. The crystal structure demonstrate its significant influence on the nearby polarization (see Figure. S7 in SM for details).
a Low-magnification plan-view HAADF-STEM of HZO freestanding film. White arrow indicates sample’s edge. b HAADF-STEM image shows the grain distribution of film. c Polarization-electric field (P-E) hysteresis loops at 10 kHz. d Experimental setup of MEP. The inset is a convergent beam electron diffraction (CBED) image from dataset. The crystal figure is generated using VESTA87. e Fourier transform of projected phase image in Fig. S3 of the SM, as dashed circle denotes real space resolution of 25 pm. f Projected phase images from multislice electron ptychographic reconstructions of experiments (left side) overlapped with atomistic structure models, the corresponding simulated reconstructions (middle side), and the experimental histograms of lattice parameters for each phase (right side). From top to bottom are FE phase, AFE phase, M’ phase and C/T phases. Scale bar, 0.2 nm. FE phase (O1 is 41 ± 2 pm, O2 is 60 ± 5 pm, a1 is 235 ± 6 pm, c is 257 ± 3 pm and a2 is 265 ± 6 pm, polarization is 56 ± 6 pm), AFE phase (O1 is 44 ± 3 pm, O2 is 68 ± 6 pm, a1 is 233 ± 5 pm, c is 261 ± 4 pm and a2 is 264 ± 5 pm, polarization is 56 ± 6 pm), M’ phase (O1 is 46 ± 4 pm, O2 is 113 ± 6 pm, a1 is 235 ± 6 pm, c is 261 ± 5 pm and a2 is 282 ± 5 pm), and C/T phase (a1 is 259 ± 5 pm and c is 258 ± 3 pm). O1 is the distance of O1 atom pairs and O2 is the distance of O2 pairs; a1 and a2 are the half-lattice constants of a-axis in the sublattice of O1 and O2, respectively; c is half-lattice constant of c-axis.
Based on the reconstructed atomic images shown in Figs. S8 and S9 of the SM, the lattice structures of various phases were analyzed in detail (Fig. 1f). The FE phase features centrosymmetric non-polar oxygen atoms (O1) and non-centrosymmetric polar oxygen atoms (O2) with measured interatomic distances of 41 ± 2 pm and 60 ± 5 pm, respectively. The corresponding O1 and O2 distances for the AFE and M’ phases are summarized in Fig. 1f representing the statistical distributions obtained from our measurements. The extracted O phase lattice parameters fall within the range reported in previous experimental and computational studies of ferroelectric HZO (Table S1 in SM)57,58,59,60,61. It should be mentioned that the MEP images cannot differentiate whether the metallic sites are occupied by Zr or Hf due to the limitation of depth resolution. In addition, the angle of adjacent metallic atoms is ~75° in M’ phase and 70° in M phase, providing more details of the coexistence of M’ and M phases including strain effects and atomic relaxations (discussed in Fig. S6 of the SM). For the C/T phase, the structural parameters (indistinguishable from c-axis) are consistent with previous studies62. Analysis of nine MEP images totaling 70×70 nm2 (Figure. S9 in SM) revealed that the FE-O phase ( ~50%) dominates over the AFE-O ( ~21%) and M ( ~23%) phases. Minor phases M’ and T/C are rarely observed, typically appearing as single atomic layers within O phase grains.
Polarization in bulk and grain boundaries
In Fig. 2a, we show a FE grain image along the [010] axis and mapped the distribution of displacements between cation and oxygen. Statistical analysis of O phase grains (Fig. 2b) suggests that the polarization displacement is ~56 ± 6 pm with corresponding spontaneous polarization (Ps) of 34 ± 4 μC/cm2, consistent with the reported theoretical values19,20. The distribution near the zero point in the histogram originates from the non-polarized layers, and in-plane displacement (0.8 ± 3 pm, see Fig. S10 in SM) along the a-axis indicates that the polarization direction is along the c-axis. Our extensive measurements show that even in the pristine films, grains with uniform polarization direction (Fig. 2a) are very rare. Most O phase grains exhibit a mixture of FE and AFE phases, as shown in Fig. 2c. This is reasonable due to the similar energies of the FE and AFE phases, along with the independently switchable characteristics of polar layers20. The polarization magnitude mapping in Fig. 2d shows no detectable polarization variation across the opposite polarization directions (Fig. 2e), i.e., 180° DWs. But there is significant polarization suppression near GBs as shown in Fig. 2f. Partial oxygen ions in polarized layers near the GBs are relaxed towards the center position but still non-overlapping to each other, whereas the lattice along the c-axis with no obvious decrease (Fig. S10 in SM), resulting in polarization suppression throughout the entire relaxed polar layer. This typical polarization suppression extended beyond the outermost three polar layers (Fig. 2f), the underlying mechanism of suppression is usually very complicated at GBs, but our observation provides critical clues that reconstructed region near GBs clearly reveals the presence of VO. Electron energy loss spectroscopy (EELS) measurements (Fig. S11 in SM) further confirm significant and widespread VO accumulation at these boundaries. Specifically, the blurring of O-K edge doublets in EELS spectra indicates a higher concentration of VO at GBs63,64,65, suggesting their potential role in modulating local polarization behavior.
a Projected MEP phase image of a FE grain along [010] direction with displacement arrows overlapped. b Statistical histogram of polarization displacements in O phase HZO grains. The fit curves represent Gaussian fitting. c Projected MEP phase image from a FE-AFE mixed grain with displacement arrows overlapped. Inset represents enlarged region of polarization mapping. The blue and red arrows in (a) and (c) indicate the direction of polarization in each polar layer. d The displacement magnitude map corresponding to (c). e The mean polarization of every polar layer extracted from yellow dashed-line region in (c). f Displacement distributions from the edge (red, three outermost layers of the grain) and interior (blue, the rest center part of the grain excluding the edge) of grain shown in c. The red arrow indicates the polarization suppression near the grain boundaries.
180° head-to-head charged domain wall
As common intrinsic defects in FE materials, VO play a crucial role in influencing the FE properties of materials and device performance66,67,68. Notably, computational studies have investigated the formation and structures of the 180° CDW in hafnium-based oxides and proposed the VO as a key contributing factor14,16,17, but experimental evidence has remained lacking until now. Inspired by the above observations, we further report an experimental observation of a localized 180° H-H CDW near the GBs in HZO (Fig. 3a). The corresponding HAADF image (Figure. S12 in SM) with a larger field of view confirms that the CDW exists near the GB. The atomic structure of the 180° H-H CDW indicated that there are two oxygen columns (i.e., col. 5 and 5’) within the CDW’s unit cell. The depth profile of these oxygen columns (Fig. 3b) revealed the presence of VO and the distortion of the columns, especially for the columns 5 and 5’. We further analyzed the polarization, VO, and the lattice constants of the 180° H-H CDW structure based on the MEP result. Specifically, we observed single-unit-cell layers with head-to-head polarization (highlighted by the red box in Fig. 3a). As shown in Figs. 3c and S13 in SM, there are a non-polar unit cell at the center of the CDW with almost equal but opposite polarization on either side (Layer_2) along depth. The polarization suppression observed in the right-hand region primarily arises from the proximity to GBs, as discussed above. The polar layers (i.e., Layer_1 and Layer_3, black and yellow boxes in Fig. 3a) adjacent to the 180° H-H CDW retain bulk-like polarization. They are not affected by the CDW itself. The coexistence of FE and AFE phases within a single grain further supports the scale-free ferroelectric nature of hafnium oxide20. The phase intensity of the O columns in Fig. 3d clearly reveals pronounced reduction at both the 180° H-H CDW and GBs. Quantitative analysis (Fig. 3d) shows that the concentration of VO within the cell at the CDW reaches up to 20%, whereas the concentration near the GBs is approximately 7-12%. Notably, we found that VO are not only confined to the DW (the non-polar unit cell) but also exist in at least one polar unit cell on both sides of the CDW. Furthermore, the extracted lattice constants around the CDW with no significant changes (Figs. 3e and S12 in SM) indicate no notable structural alterations. These experimental results reveal a clear spatial correlation between oxygen vacancy accumulation and local ferroelectric polarization behavior in HZO, particularly at grain boundaries and the 180° H-H CDW, directly demonstrating their coexistence at the atomic scale. Detailed understanding of how the vacancies exactly influence polarization stabilization and domain-wall formation requires further in-depth investigation.
a Experimental projected MEP phase image of the 180° H-H CDW (as noted by red box region). The colored arrows indicate the polarization directions across the CDW. b, Depth profile of the oxygen columns marked in (a). c Polarization of the layers that marked with the corresponding colored dashed-boxes in (a) (see Methods). The blue and red arrows indicate the polarization directions of (a). d The depth-averaged phases of the O columns in the three layers. The error bars present the standard deviations along the depth. e The corresponding half-lattice constants of the three layers. The shadow regions present the standard deviations along the depth. The unit cell indexes represent the direction of unit cells in (a) plotted from left bottom to right up.
Discussion
Precise atomic structure measurements of the freestanding HZO films revealed the FE phase, DWs, and polarization suppression at GBs, which significantly enhances our understanding on the FE properties of HZO. By accurately fitting the atomic position with custom-trained models (Fig. S14) and measuring the polarizations, we confirmed that the intrinsic FE phase of HZO originates from the orthorhombic structure (space group Pca21), characterized by alternating polar and non-polar layers, which is in contrast with the traditional perovskite-type ferroelectrics. The polarization of the FE phase, obtained from polarization displacement measurement (56 ± 6 pm), is ~34 ± 4 µC/cm2, which aligns well with previous theoretical values19,20. However, most reported experimental values are below 30 µC/cm225,69, and our P-E hysteresis measurement also reflects this trend (16 µC/cm2), which could be attributed to the coexistence of non-polar and anti-polar structures in the films. Due to the negligible energy difference between the FE-O and AFE-O phases20, they always coexist within a single grain, but a higher presence of the FE-O phase in the pristine film is reasonable, as the phase distribution is strongly influenced by factors, like dopants, strain, and defect chemistry, preferentially stabilize the FE-O phase in HZO thin films5,6,8. In contrast with perovskite ferroelectrics, no significant changes in lattice constant or polarization were observed between the two phases. Our precise measurements show that the polarization suppression, commonly observed at GBs (with displacements reduced up to 13 pm, ~77%), extends across multiple polar layers (Fig. S10 in SM), with both the magnitude and range exceeding those reported previously21. Our EELS and imaging results suggest this is directly attributed to the widespread Vo at GBs, which play a potential role in modulating local polarization behavior by disrupting the local electrostatic environment and bonding states. Although the [111] direction is one of the most commonly dominant orientation in films, direct imaging of oxygen atoms from this direction is challenging due to the closest projected distance between oxygen and cation is less than 75 pm30,70. Benefiting from the ultra-resolution of MEP, we also successfully image the oxygen atoms (Figs. S15 and S16 in SM) from the O-[111] orientation. Due to the continuous solid-solution nature5 of Hf0.5Zr0.5O2, the contrast of metallic sites in MEP images does not allow direct discrimination between Hf and Zr atoms. Atomic-resolution EDS mapping (Fig. S17) confirms a uniform Hf/Zr distribution with an approximately 1:1 ratio across the film, consistent with random cation occupancy feature.
More importantly, we directly observed the 180° H-H CDW, which was extensively investigated in theoretical studies14,16,17. Our comprehensive and precise measurements, especially the capability of quantifying Vo with three dimensions, highlight a defect-driven mechanism distinct from traditional ferroelectrics68. In traditional systems (e.g., PbTiO3), DWs are typically stabilized by long-range lattice strain or dipolar interactions that differs from that of the CDW in the HZO system71,72. However, in our multislice experiments in HZO, firstly, we reveal that there are localized Vo (~20%) near the 180° H-H CDW. This observation is consistent with previous theoretical predictions, which suggests that the presence of Vo alters the conduction band structure, thereby enhancing the stability of H-H CDW configuration16,17. The Vo act as active structural mediators by suppressing polarization near GBs (Figs. 2c and S11 in SM) and modifying the polarization configuration (e.g., the 180° H-H CDW), rather than passive pinning centers. Secondly, the unaltered lattice constants around the CDW (Figs. 3e and S12 in SM) indicate the decoupling of CDW stability from long-range lattice distortion, reinforcing that sub-unit cell scale dipoles are individually switchable in hafnium oxides20. Lastly, the width of the H-H CDW is merely one unit-cell, whereas the CDWs in conventional perovskite oxides are typically much wider (spanning several unit cells or nanometers)72,73. Polar layers flanking the CDW retain bulk-like polarization, demonstrating that HZO sustains ferroelectricity at sub-nanoscale where traditional ferroelectrics fail74,75. In essence, the experimental observation of 180° H-H CDW in HZO identifies a defect-mediated stabilization pathway that diverges from traditional ferroelectric paradigms68, offering both mechanistic insights and a roadmap for device design. Furthermore, MEP enables us to successfully identify the 180° H-H CDW in HZO freestanding films and provides a solid basis for further domain-wall studies. Future work could focus on other domain structures, specifically 90° DWs that have been previously observed in TiN/HZO/TiN capacitors76,77, to advance HZO domain engineering.
In summary, we investigate the intrinsic atomic structures and defects in HZO freestanding films with MEP, determining that the intrinsic polarization magnitude of HZO is ~56 ± 6 pm. We find substantial polarization suppression occurring around GBs and extending across multiple polar layers. Furthermore, we report the experimental observation of the 180° H-H CDW with a one-dimensional configuration, i.e., one unit cell in width, and is confined within a single polar layer. Depth-resolved reconstruction further demonstrates that such a H-H CDW is associated with a considerable amount of VO ( ~20%) accumulating at the DW. These results highlight the structural complexity of HZO and provide valuable insights into optimizing hafnium-based materials.
Methods
Sample preparation
The HZO films with 5 nm thickness were synthesized as HZO/La0.8Sr0.2MnO3 (LSMO) heterostructures on single crystal SrTiO3 (STO) through pulsed laser deposition (PLD) method using a XeCl laser (λ = 308 nm) and the deposition temperatures was 780 °C. The laser energy fluence was 1.75 J/cm2, and the repetition rates used for both films were the same (2 Hz). The deposition rate of films was calibrated by X-ray Reflection. After growth, the HZO films were released from the STO substrate by selective etching of the sacrificial LSMO layer. The unclamped thin films were removed from the substrate by slowly dipping it into deionized water. A homemade copper wire loop was used to catch the freestanding HZO membranes from the water surface, held in place by a thin water layer inside the loop. The films were then transferred to target substrates on a 95 °C hot plate. The freestanding HZO films remained on the copper TEM grids (with holey carbon supporting layer) after water evaporated.
Experimental 4D-STEM datasets acquisition
The 4D-STEM experiments and HAADF imaging were operated at 300 kV on a double-aberration-corrected JEOL JEM-ARM300F2 microscope. Considering the thickness of film, convergence semi-angle (\(\alpha\)) of 32.8 mrad was selected for all datasets78. We adopted an overfocus probe ~10 nm above the sample surface to collect the datasets. The electron probe current used was approximately 20 pA. The 4D-STEM datasets were recorded with 0.819 mrad/pixel by using a Medipix3 Merlin1R direct electron pixelated detector with 256×256 pixels. The datasets were acquired using a dynamic range of 12-bit in electron-counting mode with 0.617 ms dwell time per diffraction pattern with scan step size about 0.304 Å. The first two rows of raw datasets were deleted to avoid scan noise.
Ptychographic reconstructions and data analysis
Ptychographic reconstructions were performed based on the mixed-state multislice algorithm available in the fold-slice package44,45,79, using 5 slices with slice thickness of 1 nm. For the reconstruction in Fig. 3, we used 0.5 nm/slice for depth analysis. For each dataset, multiple reconstructions were iterated to improve the resolution with each undergoing more than 600 iterations. We corrected the mistilt in experiment by performing post-alignment of all slices46. As illustrated in Supplementary Fig. 13, based on the position averaged convergent beam electron diffraction (PACBED), we chose grains with tiny mistilt for further reconstruction. For our ultrathin samples, Kikuchi patterns were difficult to distinguish, where mistilt was quantified via analysis of center shift between the zero-order Laue zone (ZOLZ) and the first-order Laue zone (FOLZ)39,80. The mistilt of FOLZ is estimated ~ 6 mrad (Fig. S1 in SM) and corresponding offset for sample ~ 6 pm/nm. The corrected shift (Fig. S1 in SM) proves that the mistilt was considered and corrected effectively. The probe positions were updated with relaxed constraint applied about every 50 iterations79. The moderate regularization parameters ranging from 1 to 0.5 were applied for high-quality reconstructions44,46. The step of least square in least square maximum likelihood (LSQ-ML) algorithm was set 0.1 for initial convergence and decrease to 0.05 for final refine44. We considered the point spread function (PSF) effects of the detector we used.
Based on the complex structures of HZO, AtomAI81 and Atomap82 were used to fit and analyze the atomic positions, intensities and structures. The atomic positions were predicted using the custom-trained model in AtomAI and then Atomap was used for 2D-Gaussian fitting to refine the positions ensuring precision. First, we trained custom models with a ResHedNet-like network for semantic segmentation of atomic images in AtomAI with simulated and experimental HZO images. To enhance the robustness especially for blurred atoms, we applied various image “distortions” (e.g., noise, blurring, and zoom) to the cropped images, as illustrated in Fig. S16. The network was trained to process these input images and produce outputs of clean, circular-shaped “blobs” on a uniform background, from which the (x, y) centers of atoms could be identified. The training process involved 1000 epochs to achieve convergence, as shown in Fig. S14. We further refined the cation atomic positions using Atomap in two steps: 1. Center of Mass Calculation: Preliminary refinement of atom positions; 2. 2D-Gaussian Fitting: Every atomic column was further refined with an elliptical 2D-Gaussian function: \(f\left(x,y\right)=\frac{A}{2\pi {\sigma }_{x}{\sigma }_{y}}\exp \left(-\frac{{\left(x-{\mu }_{x}\right)}^{2}}{2{\sigma }_{x}^{2}}-\frac{{\left(y-{\mu }_{y}\right)}^{2}}{2{\sigma }_{y}^{2}}\right)\) where the A is the magnitude, \(({\mu }_{x},{\mu }_{y})\) is the position, \({{{\rm{\sigma }}}}_{{{\rm{x}}}}\) and \({{{\rm{\sigma }}}}_{{{\rm{y}}}}\) are the standard deviation in x and y direction respectively. For light elements, we accounted for the lower intensity by subtracting the Gaussian of cations from the images. The positions of light elements were then refined in same way as the cation positions. All functions used for refinement are built-in features of Atomap with additional details available in reference82.The O1 distances were accurately determined by fitting columns with Gaussian functions. For polarization analysis, the obtained relative displacement \(\delta\) of cations and anions was used to calculate polarization by \( {P}_{s}=\frac{e}{V}\Sigma {\delta }_{i}{Z}_{i}\), where e is the electronic charge, V is the volume of unit cell and Zi is Born charge values, δ is displacement/shift of atom (i) from their centrosymmetric position83. The Born charge value for the A site is 5.15, which is derived as the mean value of 5.0 for Hf and 5.3 for Zr84,85. The polarization of the CDW was determined by calculating the center position of the two pairs of O columns as the mean anion position in the cell of the CDW. We choose the smallest polarization in the outermost polar layer to obtain the suppression maximum of 13 pm indicated by blue arrow in Fig. 2d. The normalization in the study is normalized based on the corresponding mean value.
Simulation of 4D-STEM datasets
All simulated 4D-STEM datasets were implemented with abTEM86 using Kirkland’s parametrization of atomic potentials. Thirty frozen phonon configurations were averaged to account for the thermal diffuse scattering. Parameters such as beam energy, sample thickness, scan step, defocus and convergence semi-angle from the experiments were used in the simulations. The aberrations were set to zero for simplicity. All simulated datasets were generated under the assumption of an infinite electron dose, meaning that Poisson noise was not introduced, aiming to preserve clear structural details in the ptychographic reconstructions. Additionally, the datasets (i.e., the collected diffraction patterns) were Gaussian-blurred to account for source size.
STEM-EELS
The energy loss spectra were acquired at a Nion U-HERMES200 electron microscope equipped with both the monochromator and the aberration corrector operated at 60 kV. The probe convergence semi-angle was 35 mrad, while the collection semi-angle was 25 mrad. The core-level EEL spectrum was recorded as spectrum image with 1.6 nm × 8 nm and 0.08 nm per pixel. EEL spectra were processed using the Gatan Microscopy Suite and custom-written MATLAB code. The spectra were summed along the direction parallel to the interface to obtain the line-scan data with a good signal-to-noise ratio.
P-E hysteresis measurement
The ferroelectric P-E hysteresis loops were measured using a capacitor-like structure comprising a Pt/HZO/LSMO heterostructure. A precision multiferroic analyzer (RADIANT Tec. Inc.) was employed to measure the polarization intensity of the HZO films on a macroscopic scale. A tungsten probe was used for P-E measurements, with a frequency of 10 kHz for the triangular pulses applied to switch the polarization of the ferroelectric layer. The analyzer applied a periodic electric field sweep while measuring the current/charge response, integrating the displacement current to calculate the polarization (P), which was related to the applied electric field (E = V/t), where t is the thickness of the ferroelectric layer. Consequently, the P-E loop was generated, elucidating the ferroelectric properties of the HZO films.
Data availability
The 4D-STEM data presented in this study are available in Zenodo https://doi.org/10.5281/zenodo.18373896.
Code availability
The code for MEP is available Zenodo https://doi.org/10.5281/zenodo.18373896.
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Acknowledgements
This work was supported by the National Natural Science Foundation of China (52125307 to P.G., 12222414 to C.G., 12504198 to J.D.) and the open research fund of Song-shan Lake Materials Laboratory (2022SLABFK03). P.G. acknowledges the support from the New Cornerstone Science Foundation through the XPLORER PRIZE. We acknowledge Electron Microscopy Laboratory of Peking University for the use of electron microscopes and High-performance Computing Platform of Peking University for providing computational resources. We acknowledge the assistance of Prof. Zhen Chen from Beijing National Laboratory for Condensed Matter Physics, Institute of Physics, Chinese Academy of Sciences, Beijing, China; We thank the discussion of Yi Jiang from the Advanced Photon Source, Argonne National Laboratory, USA.
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P.G. conceived the project. X.Y.G. performed the ptychographic experiments, reconstruction and data analyses with the assistance of B.H., R.L.M., R.C.S., R.X.Z., J.B.L., T.W., and J.D.L.; X.W.Z. performed the STEM-EELS experiment and analysis. Z.H.L., K.J.J., and C.G. prepared the HZO sample. X.Y.G. wrote the manuscript under the direction of J.D.L. and P.G.; All the authors contributed to this work through useful discussion and/or comments to the manuscript.
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Gao, X., Liu, Z., Han, B. et al. Precise structure and polarization determination of Hf0.5Zr0.5O2 with electron ptychography. Nat Commun 17, 2765 (2026). https://doi.org/10.1038/s41467-026-69514-w
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DOI: https://doi.org/10.1038/s41467-026-69514-w





