Author

Yu Liu

3 papers indexed here

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Open access 2026

Dual Digital Twins for Experimental Planning: From Imaging and Characterization to Self-Driving Laboratories and Manufacturing

Automated laboratories increasingly combine automated and cloudified instruments, robotic operation, sample provenance and data infrastructures, and autonomous agents. Yet these capabilities primarily address execution, while planning remain limited to myopic...

Sergei V. Kalinin, Yu Liu, Ioannis Sgouralis et al. · Digital Discovery · 0 citations

Aug 2026

Automated scanning probe microscopy of combinatorial ferroelectric libraries: Gaussian-process-guided exploration and noise-aware experiment planning

Combinatorial materials libraries provide an efficient route for mapping composition–property relationships, but their broader impact depends on rapid, quantitative, and functionally relevant characterization. Scanning Probe Microscopy (SPM), including piezoresponse force microscopy (PFM), offers significant potential...

Yu Liu, Rohit K. Pant, Ichiro Takeuchi et al. · Journal of Applied Physics · 0 citations

#artificial intelligence Preprint Sep 2026

Human-agent discovery of reconfigurable in-plane ferroelectric superdomain control

The Scanning Probe Agentic Research Cycle (SPARC) framework is introduced, in which a coding agent and a human operator share one microscope, one notebook, and two persistent memory files, and it is shown that spatial polarity alternation, instead of the exact matching between the lattice and lamellar periods, determin...

Yu Liu, B. Slautin, Ching-Che Lin et al. · 0 citations