Estimation, Control & Learning Lab

Adaptive and data‑driven control for complex dynamical systems—ramjets, aeroelastic structures, autonomous aircraft, and quantum systems.

About

We design learning‑based, model‑free, and adaptive controllers with guarantees. Our work blends theory, computation, and experiment, spanning propulsion (solid‑fuel ramjets), aeroelasticity and vibration suppression, multicopter flight control, and safety‑critical control.

The lab is led by Prof. Ankit Goel in the Mechanical Engineering Department at UMBC.

Research Themes

Adaptive Control Control Barrier Functions RCAC / DMAC Aeroelastic Flutter SFRJ Thrust Regulation Quantum Control

News

Jhon Portella to defend PhD (Dec 19, 2025)

Committee: Zhu, Shen, Lee, Goel. Congrats, Jhon!

ONR project on learning‑based SFRJ control

Award No. N00014‑23‑1‑2468; paper accepted to AIAA SciTech.

RIVS prototype for wind‑turbine blades

In collaboration with industry partners; seeking MII support.

People

Prof. Ankit Goel

Director

Adaptive & learning‑based control; safety‑critical systems; propulsion.

Parham Oveissi

PhD Student

DMAC/RCAC; vibration suppression; beam experiments.

Jhon Portella

PhD Candidate

Adaptive control with constraints; dissertation defense Dec 2025.

Alex Dorsey

BS‑MS Student

Quadcopter adaptive control; SMART applications.

Projects

Learning‑Based Adaptive Control of Solid‑Fuel Ramjets

ONR Award N00014‑23‑1‑2468

Data‑driven thrust regulation with experimental validation and mixed‑fidelity modeling.

SFRJThrust ControlMixed Fidelity

Real‑Time In‑Situ Vibration Suppression (RIVS)

Active damping of wind‑turbine blades using learning‑based controllers and embedded sensing.

AeroelasticityExperimental

Safety‑Critical Control with CBFs

Predictive barrier functions for unknown relative degree systems with input delay.

CBFSafetyTheory

Publications (selected)

Auto‑generated from a JSON file. Replace publications.json or click “Copy BibTeX → JSON” below to update.

    Update publications

    Paste Google Scholar BibTeX export below and click Convert to JSON to regenerate publications.json.

    Download JSON

    Google Scholar

    Google Scholar Photo

    Prof. Ankit Goel

    Assistant Professor, Mechanical Engineering, UMBC

    View my research profile on Google Scholar.

    Citation metrics are updated automatically by Google Scholar.

    Open Positions

    We are recruiting PhD and MS students with strong background in control (linear/nonlinear), optimization, and coding (MATLAB/Python/C++). Please send a CV, transcript, and a brief note on your research interests.

    UMBC values diversity and an inclusive environment. International applicants are welcome.

    Contact

    Email: ankit.goel@umbc.edu

    Address: Estimation, Control & Learning Lab, Dept. of Mechanical Engineering, UMBC, Baltimore, MD