Welcome to the Optimization and Estimation (ONE) Lab website!

We specialize in resilient estimation for cyber-physical systems (CPS) using advanced optimization tools from control theory and machine learning. We aim to address the security and safety challenges in CPS, ensuring their safe operations under diverse perturbations.

Our research is motivated by real-world applications, including autonomous vehicles, robotics, and intelligent systems. We aim to develop algorithms that are both theoretically sound and practically implementable in complex, uncertain environments.

We welcome your interest in our lab as well as collaboration requests. For more information, please see our FAQ.

Wenbin Wan
Director, ONE Lab

Wenbin Wan

What we work on

Projects Page

Six threads tie our work together.

Reservoir Computing

Distributionally Robust Optimization

Human-Robot Interaction in VR

Connected Smart Cars

Safe Planning under Large Uncertainties

Cyber-Physical Systems Security

Recent papers, awards, and talks from the lab.

Sep. 2026

Congratulations to two members from our lab, Abel Molinar and Kumar Anurag, on receiving the MECC 2026 DSCD & AACC Student Travel Awards!

Sep. 2026

“LoRA-RC: Reservoir Computing with Low-Rank Adaptation” has been accepted at IEEE Control Systems Letters!

Aug. 2026

Congratulations to Haasika! She’s been selected as a 2026–2027 Society of Women Engineers (SWE) scholarship recipient and has been awarded the Motorola Solutions Foundation Scholarship!