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Jan-Lucas Uslu

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#machine learning Open access Jul 2025

Deep Learning to Automate Parameter Extraction and Model Fitting of Two-Dimensional Transistors

A deep learning approach to extract physical parameters of two-dimensional transistors from electrical measurements, enabling automated parameter extraction and technology computer-aided design (TCAD) fitting, and applies this approach to reverse-engineer key parameters from experimental monolayer WS2 transistors.

R. K. A. Bennett, Jan-Lucas Uslu, Harmon F. Gault et al. · 2 citations
Open access Aug 2026

Artificial Intelligence for Advanced Functional Materials: Progress and Emerging Frontiers

This Perspective examines how recent advances in data‐driven modeling, high‐performance simulation, and autonomous experimentation are converging to accelerate the discovery of functional materials for next‐generation technologies—from energy storage and biomedicine to nanoelectronics and quantum devices.

Cristiano Malica, Kostya S. Novoselov, Seongmin Kim et al. · 0 citations

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