THE UNIVERSITY OF OSAKA

Graduate School of Engineering
Department of Applied Physics
Ono Laboratory

About

Ono Lab. focuses on developing advanced measurement and analysis techniques using quantum beams such as X-rays and neutrons, in combination with informatics technology. Our projects include X-ray microscopy for multi-scale characterization, machine learning-aided data analysis, laboratory automation, and AI optimization of experimental parameters.

Join us! Ono Lab. accepts students of School / Graduate School of Engineering.

Research

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Autonomous Laboratory

Autonomous Laboratory

We robotize and automate challenging materials science processes — powder handling, mixing, coating — combining robotic precision with expert tacit knowledge to build fully autonomous experimental systems.

Mathematical Modeling for Autonomous Experimentation

Mathematical Modeling for Autonomous Experimentation

We build the theoretical foundations for autonomous experimentation — Bayesian experimental design, optimal design, and optimal stopping — alongside physics-based models for optimal measurement and process control.

Materials Informatics

Materials Informatics

We apply AI and machine learning to large-scale quantum-beam datasets to map material space and uncover hidden properties, and develop inverse design models to discover new materials from desired specifications.