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Projects

01

Selected work

2026—

Autonomous instability detection and mitigation

Learning precursors of propulsion and thermoacoustic instability, with the goal of enabling timely and reliable intervention.

Extreme eventsDeep learningCombustion
2025—

Invariant-measure-informed forecasting

Forecasting chaotic systems through conservation principles and statistically accurate long-time behavior.

Dynamical systemsForecastingScientific ML
2023—

Adaptive decisions in high dimensions

Low-rank surrogates and adaptive data acquisition for decision making in expensive engineering systems.

Experimental designSurrogatesOptimization
2023—

Hydrogen combustion

Statistical modeling, instability detection, and data-driven control for next-generation methane/hydrogen power systems.

EnergyUncertaintyData
02

Open-source software

Julia

Core-language contributor

Approximately 200 commits as of August 2026.

Repository

SLEEF.jl

Author

A pure-Julia port of a high-performance vectorized elementary-function library.

Repository

MATLAB.jl

Maintainer and major contributor

The Julia interface for MATLAB.

Repository

HDF5.jl

Maintainer and contributor

The Julia interface to the HDF5 data format.

Repository