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Project Ideas for Master of Science in Materials Science

Atom-to-application MSMatSci blending quantum-informed design, green alloys & AI microscopy.

🏛 Introduction

From ab-initio DFT on silicon qubits to drop-in recycled aluminum alloys, USC’s Materials Science MS engineers matter with mission. Students screen thousands of crystal structures via Materials Project APIs, 3-D print gradient-density Ti lattice implants, and train CNNs to auto-label TEM micrographs. A Sustainability module life-cycle-assesses CO₂e per alloy, while Quantum-Materials electives probe spin-orbit couplings for emergent topological states. Graduates tailor atoms for aerospace, energy and biomedical breakthroughs.

💡 Suggested Project Titles

GAN-generated microstructure phase-segmentation tool

High-entropy alloy property predictor using graph networks

Electro-spark deposition of wear-resistant coatings study

Lifecycle analysis of bio-based epoxy resins

In-situ synchrotron XRD on additive manufacturing melt pools

Quantum chemistry evaluation of solid-state Li-ion conductors

VR atomic-packing visualization for outreach education

Hydrogen embrittlement model in high-strength steels

Dataset of recycling-friendly alloy compositions

Photonic crystal design for IR camouflage textiles

Policy brief on critical minerals circularity incentives

Carbon-negative concrete incorporating biochar fines

Ultrafast laser melting dynamics captured with pump-probe

Edge AI defect detector on rolling-mill line cameras

Compostable polymer electrolytes for transient electronics

USC – MS in Materials Science

Engineer sustainable matter—from quantum lattices to recycled alloys.

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