We’re piloting adaptive restraint verification on a mid-size launch coaster using triple-redundant Hall sensors and a 200 ms sampling window, targeting ASTM F2291 compliance while cutting nuisance faults by about 40%. If you’ve ridden a train with smoother, quicker checks this summer, did it feel any different at the seat, or was the station flow the only thing you noticed?
Rode two trains with similar logic this summer and the lap bar felt the same — only dispatch cadence sped up. If you keep the “200 ms window”, a per-row rolling baseline plus a 3-of-5 vote on samples filtered out back-row flex spikes on our launch and cut the last stray faults. Are you logging closure time by seat to catch sticky pivots before ops start double‑yanking (TSA PreCheck for restraints)?