Examples
Three end-to-end worked models, each exercising a different slice of the library on a real decision problem.
Pipeline-leak health risk
A Gaussian plume with the leak location a reparameterized draw anywhere along the route; expected-and-tail exposure, calibration, and abatement by gradient.
Runway crosswind operability
A coupled wind process — mean-reverting speed and a circular direction with a bimodal step — driving crosswind exceedance and wind-shift risk.
Distribution-grid reinforcement
A radial network where faults cascade along lines; discrete reinforcement and continuous substation siting optimized in one gradient pass.