Problem

Navigation becomes unreliable when GPS is denied or unavailable.

Approach

A navigation engine combining magnetic-field measurements, platform state and mechanistic estimation, with position, confidence and availability outputs.

Problem

Capacity and degradation estimates drift when based on usage statistics alone.

Approach

Mechanistic battery health, degradation and capability estimation from cell behaviour rather than fitted curves.

Problem

Exposure and interaction risk is difficult to predict across combined therapies.

Approach

Mechanistic drug interaction and exposure modelling grounded in pharmacokinetic structure.

Problem

Security and safety alarms generate high false-positive rates from single-sensor triggers.

Approach

Multi-sensor verification that reconciles independent signals before escalating an alarm.

Problem

Physical fields must be estimated from far fewer sensors than the field has degrees of freedom.

Approach

Reconstruction of physical fields from sparse measurement, with calibration under limited data.

Problem

Oil-water composition must be known in real time without interrupting flow.

Approach

Real-time estimation of oil-water composition from in-line measurement.