3D atomic-scale metrology of strain relaxation and roughness in Gate-All-Around transistors via electron ptychography

S Shake Karapetyan S Steven E. Zeltmann (Platform for the Accelerated Realization, Analysis, and Discovery of Interface Materials) G Glen Wilk T Ta-Kun Chen V Vincent D.-H. Hou D David A. Muller

Abstract

Abstract Next-generation semiconductor devices are adopting three-dimensional (3D) architectures with feature sizes in the few-nanometer regime, creating a need for atomic-scale metrology to identify and resolve performance-limiting fabrication challenges. X-ray methods provide 3D information but lack atomic resolution, while conventional electron microscopy offers limited depth sensitivity. Here we show how multislice electron ptychography, a computational microscopy technique with sub-Ångström lateral and nanometer-scale depth resolution, enables 3D imaging of buried device structures. We image prototype gate-all-around transistors and directly quantify roughness, strain, and defects at the interface of the 3D gate oxide wrapped around the channel. We find that silicon in the 5-nm-thick channel relaxes away from the interfaces, leaving only ~60% of atoms in a bulk-like structure. From a single dataset, ptychography provides quantitative metrology of atomic-scale interface roughness in 3D, previously accessible only through indirect inference, along with strain and other structural parameters needed for device modeling and process development.

Article Details

Volume / Issue Vol. 17, Issue 1
Published February 23, 2026
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (6)

S

Shake Karapetyan

S

Steven E. Zeltmann

Platform for the Accelerated Realization, Analysis, and Discovery of Interface Materials

G

Glen Wilk

T

Ta-Kun Chen

V

Vincent D.-H. Hou

D

David A. Muller