Research

Three thrusts

Three thrusts, one question underneath them: what must a model keep in order to be trusted, and where is it worth spending computation?

Materials That Move

Mechanics and design of field-responsive materials

How electric and magnetic fields interact with microstructure, interfaces and geometry, and how those interactions determine actuation, adhesion and degradation in soft composites.

Two lineages: coarse graining of field–material coupling since 2016, soft-composite design and adhesion since 2025

Projects: 3
Codes: 1
Papers: 5
Funded by: SDBOR
Talks: 4
Working on it: 3

Projects Design of magnetic soft materials · Failure and fatigue in magnetic soft materials · Adhesion of field-responsive materials

Code MatTO

Who Caleb Oien · Henry Anderson · Ian Galloway

The full argument

How Things Break

Fracture and failure in heterogeneous materials

How matrix cracking, interface debonding, particle fracture and contact interactions compete to control strength, toughness, localization and residual load capacity.

Projects: 5
Codes: 2
Papers: 19
Funded by: NSF
Talks: 16
Working on it: 1

Projects Mechanics of granular media · Failure and fatigue in magnetic soft materials · Interface fracture in particle composites · Mathematical foundations of fracture · Scalable solvers for computational mechanics

Code PeriDEM · NLMech

Who Henry Anderson

The full argument

Error You Can Measure

Reliable scientific AI for mechanics, discovery and design

How residuals, error estimates and targeted high-fidelity solves can determine when a reduced or learned model is accurate enough for inference, optimization or design.

Projects: 1
Codes: 2
Papers: 11
Funded by: SDBOR
Talks: 6

Projects Neural operators with error estimation and control

Code Neural operators and residual correction · BayesForSEIRD

The full argument