Alternating-probe electron ptychography
BIO Web of Conferences 129, 04002 (2024)
EMC 2024
https://doi.org/10.1051/bioconf/202412904002
Alternating-probe electron ptychography
Meng Zhao1, Mr. Anton Gladyshev1, Prof. Christoph Koch1
1Humboldt University of Berlin & Center for the Science of Materials Berlin,,
Berlin, Germany
Background:
Ptychography has recently become a very powerful phase retrieval method
and has been investigated by a number of groups in recent years. While
applying a higher dose and a perfect electron microscope seems intuitively
advantageous for maximizing the precision with which the unknown
parameters can be determined in this process, the reality is constrained by
various limitations. Different applications are required to push their limits in
different aspects; there is still quite some potential for further optimization.
Much effort has been directed towards refining physical models to
incorporate more prior knowledge into reconstruction algorithms, such as
adding different constraints [1], using multi-probe illumination to model
partial coherence [2], and using mixed objects to model lattice vibrations [3].
Recent advances in the development of a low-noise, fast-response phase
plate [4] present novel opportunities for adopting a different approach to
increasing the number of known parameters in the reconstruction. Probediverse ptychography has been proven to be capable of overcoming the
problem of converging to local minima inherent in the standard single probe
scheme [5]. Initial tests in X-ray ptychography came to the conclusion that
two different probes would be sufficient. In this abstract, we demonstrate,
using simulated data, the use of a phase plate that adds different phase shifts
to the probe at different scan positions. During reconstructions, we initialize
and reconstruct a single probe, but incorporate an additional step within the
algorithm to introduce phase changes to the wavefront that are induced by
the phase plate.
Methods:
As a proof of principle for probe-diverse ptychography, we simulated 4DSTEM data of two hexagonal boron nitride (h-BN) crystals stacked with a 10°
rotation between them (see Figure, (a)-(c))). (a) represents the projected
potential of the complete sample, (b) shows the projected potential of the top
half of the sample with no rotation, (c) depicts the projected potential of the
second half of the sample with a rotation of 10°. For different electron doses,
we simulated three distinct sets of data, each generated independently.
These sets include data obtained from a probe without phase shift, a vortex
beam, and a beam with phase shift of π applied to half of the elements of the
phase plate [4]. The simulations were all conducted with a defocus of 9 nm, a
scan step of 1 Å, and partial coherence implemented by convolving the 4DSTEM data set by a Gaussian with a full-width at half maximum (FWHM) of 0.7
Å. Subsequently, we generated two additional data sets. The first combined
© The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons
Attribution License 4.0 (https://creativecommons.org/licenses/by/4.0/).
BIO Web of Conferences 129, 04002 (2024)
EMC 2024
https://doi.org/10.1051/bioconf/202412904002
subsets of data were obtained from the normal probe and the vortex probe.
The second data set combined data from all three previously mentioned sets.
These simulations aimed to evaluate the effectiveness of probe-diverse
ptychography in reconstructing the sample's structure with enhanced
accuracy and resolution.
We performed reconstructions of all six simulated data sets using a multiprobe approach [2]. To estimate the quality of the reconstructions, we
employed the Structural Similarity Index (SSIM) between the reconstructed
phase object and the original potential utilized to generate the data.
Results:
In Figure(d)-(f), SSIM versus dose for different probe configurations is
presented. (d) shows the sum of the SSIM of all reconstructed slices, reflecting
the fidelity of the reconstruction for the entire structure. This plot indicates
that reconstructions in extremely low-dose scenarios are not entirely
successful, with relatively low SSIM values. In these cases, the benefit derived
from applying diverse probes is overshadowed by noise. Upon reaching a
moderate dose range (from 1×10⁴ e/Ų), despite the larger probe size
associated with the vortex and pi beams, probe-diverse ptychography still
yields superior reconstructions. Additionally, the dataset comprising three
distinct probe configurations exhibits further enhancement. (e) shows the
sum of the SSIM for the first half of the potential slices, and similarly, (f)
shows the sum of the SSIM for its second half. These results reveal that the
reconstruction from the dataset containing three different probes captures
more detailed information along the z-axis, especially at high doses.
Conclusions:
In this abstract, we have demonstrated a novel approach to diverse-probe
ptychography and provided a proof of principle for its effectiveness in
electron ptychography. Our findings suggest that applying more than two
probes in ptychography leads to further enhancements in reconstruction
quality. Additionally, the modification of the probe is not limited to phase
plate adjustments. It's worth mentioning that the aberration corrector can
also achieve similar outcomes, albeit with a limited number of configurable
parameters.
2
BIO Web of Conferences 129, 04002 (2024)
EMC 2024
https://doi.org/10.1051/bioconf/202412904002
Graphic:
Keywords:
divers-probe ptychography, phase plate
Reference:
[1] M. Schloz et al., doi: 10.1364/OE.396925
[2] C. Zhen et al., doi: 10.1038/s41467-020-16688-6
[3] A Gladyshev et al., doi: arXiv:2309.12017
[4] Yu, C. P., et al., doi: 10.21468/SciPostPhys.15.6.223
[5] I. Peterson, et al., doi:10.1016/j.ultramic.2016.08.003
3
(...truncated)