Research Vision

The Duong Lab develops optimization and decision-making foundations for intelligent, sustainable, and resilient computing systems. We develop mathematical models and scalable algorithms that enable next-generation AI infrastructure, cloud and edge computing, quantum systems, and cyber-physical systems to operate efficiently, reliably, and autonomously under uncertainty. 

🟩 Sustainable AI Infrastructure

LLMs

GPU Systems

AI Data Centers

Grid-aware AI

🟦 Optimization Under Uncertainty

Robust

Stochastic

DRO

Decision-dependent

🟪 Quantum Computing

Optimization

Machine Learning

Networking

Hybrid Algorithms

🟧 Distributed Intelligent Systems

Cloud

Edge

Federated Learning

Multi-agent Systems