AI FOR SCIENCE · MATERIALS · MANUFACTURING

Understandingmaterialsthroughcomputation.

I combine physics-based simulation, microstructure characterization, and machine learning to explore how materials are made—and how they perform.

Pei SunPhD researcher · CNRS / LRCS / LAMFA
Computational perspectives
on materials manufacturing.
Watercolor concept illustration combining a porous material cross section, particle patterns, and fine scientific construction lines
MICROSTRUCTURE
AI · SIMULATION
MATERIALS
From process
to microstructure
to properties.
PHYSICS
DATA
LEARNING
Watercolor study · conceptual illustration
Microstructure & AI02

Seeing electrode heterogeneity

Deep learning-assisted FIB-SEM characterization of hard carbon electrodes, connecting mesoscale heterogeneity, manufacturing, and electrochemical modeling.

FIB-SEMDeep learningCharacterization
Scientific machine learning03

Calibrating granular models

A study of parameter optimization for granular models of battery manufacturing, linking computational models with the challenge of choosing their parameters.

Granular modelsOptimizationCalibration
01

Manufacturing

Processing conditions
and materials design

02

Microstructure

Structure across
scales and interfaces

03

Properties

Connecting structure
with material response

ExperimentPhysics-based simulationAI / ML

A process–structure–property perspective. Images are conceptual illustrations.

03 / RESEARCH THEMES

Questions that connect scales.

Research overview
04 / SELECTED PUBLICATIONS

Research in print.

All publications
05 / WRITING

A space for
ideas in progress.

Notes on scientific computing, battery manufacturing, AI for Science, and what I learn along the way.

Visit WritingFirst notes coming soon.
06 / ABOUT

Across mathematics,
materials, and computation.

My work connects applied mathematics with the physical challenges of materials and battery manufacturing. I use computational models, experimental context, and data-driven methods to investigate the relationships between processing, microstructure, and properties.

More about me
CONTACT

Let’s connect.

For research conversations and potential collaborations.

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