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Accelerated Stress Testing (AST)
Thermo Gravametric Analysis (TGA-MS)
ITC Calorimetry for ink interactions
Scanning electron microscopy (SEM)
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Machine Learning
Transmission electron microscopy (TEM)
Data-driven modeling for ionomer membranes
Focused ion beam (FIB)
Multiphysics, multiscale cell models
Membrane performance-durability modeling
Microelectrode system: electro-osmotic coefficient, gas permeability and solubility testing, kinetics
Spectrocopic Ellipsometry for Thin Film Expansion and Swelling with RH
Fourier-transform infrared spectroscopy and ATR-FTIR
Small/Wide-Angle X-ray scattering (SAXS/WAXS) in-situ for nanostructure and crystallinity
Grazing incidence X-ray scattering (GIXS) and X-ray Reflectometry for thin films and interfaces
Dynamic Light Scattering (DLS) and UV-Vis
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Quartz-Crystal Microbalance with Dissipation
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