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Applications

Real-Time Plasma Control

A fusion plasma changes on millisecond timescales, so control loops must sense, decide, and act faster than the instabilities they suppress.

The control problem

A confined plasma is a nonlinear system with many coupled states: position, shape, current profile, density, temperature, and impurity content. Left alone it drifts, and some drifts run away into events that end the discharge. Control keeps the plasma inside a safe operating envelope by continuously adjusting magnetic coils, heating, and fueling.

Sense, estimate, act

Why computing changed this

Classical controllers use fixed gains tuned around one operating point. Modern control uses reduced-order models and learned policies that adapt across the whole scenario, handling the nonlinear coupling that fixed gains miss. Training happens offline against a digital twin; the deployed controller runs deterministically within its latency budget.

Both machines

The Hyperion breeder needs shape and current-profile control for a spherical tokamak with negative triangularity. The Aegis and MetroVolt burner is a tandem mirror, where control centers on the end-plug potentials that confine the central cell rather than on a toroidal current. The control philosophy is shared; the plant models differ.

The goal

Good control is not just stability; it is repeatable, high-performance operation and the foundation for disruption-free operation. Every controller is verified in simulation before it touches hardware, and its decisions are logged for later audit.