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Duke University
Pratt School of Engineering
Brinson Research Group
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Materials Genome Prediction (MaterialsMine)
Polymers and Nanostructured Polymers
Education Research (NRT)
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Io Saito
Welcome
Research
Overview
Materials Genome Prediction (MaterialsMine)
NanoMine: Online MGI Prediction Platform
FEA Curation Extension to NanoMine
NLP-Driven Curation
Predicting Polymer Nanocomposite Properties
ChemProps
MetaMine
Polymers and Nanostructured Polymers
Atomic Force Microscopy
Interfacial Mechanics near Nanopatterned Surfaces
Optimal Experimentation
Stress Deconvolution
Dynamic Scanning Indentation (DSI)
AFM Characterization of 3D printed materials
Forward prediction of Nanocomposite Properties
Simulations
Interphase Aware NN Surrogate Model
ML Surrogate Model
Machine Learning-Assisted Polymer Nanocomposite Microstructure Design
Agglomeration DoE
3D Printed Materials
Education Research (NRT)
Previous Projects
Shape Memory Alloys
Microstructural Characterization
1-D SMA Modeling
3-D SMA Constitutive Modeling
SMA Modeling: Multivariant Model
SMA Composites
Porous SMAs
Porous Ti
Processing-Structure Correlation
Physics-Based Modeling
Local Characterization of Interphase (Visco)Elastic Properties
Multi-Scale Simulations
Indentation Mechanics for Polymers
Aging of Polymer Nanocomposites
Impedance Response of Polymers
Multi-Scale Hybrid Composites
Interphase and Free Surface
Synthesis and Characterization of Nanoreinforced Polymers
Nanocomposite Modeling
Percolation Effects
Fracture and Toughness
Bioinspired Nanocomposites
Quantifying Dispersion
People
Current Members
Alumni
Publications
Funding
News
Contact
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