Materials Science Domains

Optimize membranes for contaminant rejection, permeability, and fouling resistance. Uses Donnan-steric pore models and Hagen-Poiseuille equations.

Example: Nanofiltration membrane for PFAS removal

Design electrode and electrolyte materials for energy density, cycle life, and rate capability. Supports NMC cathodes, solid-state electrolytes, and anode materials.

Example: NMC cathode composition optimization

Engineer photovoltaic absorbers for maximum efficiency and stability. Supports perovskite, organic, and tandem architectures.

Example: Perovskite composition for 25%+ efficiency

Create sorbents and membranes for direct air capture and flue gas separation. Optimize capacity, selectivity, and regeneration energy.

Example: MOF-based sorbent for DAC

Discover catalysts with optimal activity, selectivity, and durability for chemical reactions. Supports heterogeneous and homogeneous systems.

Example: Fischer-Tropsch catalyst design

Design metal hydrides and porous materials for high-capacity hydrogen storage with fast kinetics and low desorption temperatures.

Example: Mg-Ni alloy for 7 wt% H2

Optimize concrete, composites, and coatings for strength, durability, and sustainability. Balance mechanical properties with environmental impact.

Example: Low-carbon concrete mix design

Engineer biocompatible materials for implants, tissue scaffolds, and drug delivery. Optimize biocompatibility, degradation rate, and mechanical properties.

Example: Biodegradable polymer scaffold

Design controlled-release fertilizers, soil amendments, and crop protection materials with optimized nutrient delivery and environmental safety.

Example: Controlled-release nitrogen fertilizer

Optimize semiconductor, dielectric, and thermal management materials for next-generation electronics with improved performance and reliability.

Example: High-k dielectric for transistors

Create functional fabrics with sensing, actuation, and adaptive properties. Balance technical performance with comfort and wearability.

Example: Piezoelectric fiber for wearable sensors

Optimize thermoelectric materials for efficient heat-to-electricity conversion. Maximize the figure of merit ZT by balancing Seebeck coefficient, electrical conductivity, and thermal conductivity.

Example: Bi2Te3-based alloy for waste heat recovery

Discover high-temperature superconducting materials with elevated critical temperatures, high current densities, and practical magnetic field tolerances.

Example: YBCO-based high-Tc superconductor

Design sustainable polymers and plastics with optimized mechanical strength, biodegradability, and processability for packaging, structural, and biomedical applications.

Example: PLA-blend for biodegradable packaging

Engineer protective and functional coatings with optimized hardness, adhesion, corrosion resistance, and optical properties for industrial and consumer applications.

Example: TiN-based wear-resistant coating

Optimize advanced ceramics for extreme environments with high fracture toughness, thermal shock resistance, and chemical stability for aerospace, energy, and biomedical uses.

Example: Zirconia-toughened alumina for implants