4.4 — Power electronics (I/V ratios and protection)
- Scenario. Stable division where denominators dip; fewer false trips.
- Inputs. Current and voltage with alignments from sensor health and filtering.
- Behavior. The reported ratio is unchanged; the lane communicates fragility and guides soft derates.
- Week-1 pilot. Display ratio plus bands on the HMI; keep protection thresholds; add advisory soft-derate when bands are low.
- KPIs & acceptance. Fewer nuisance trips, stable output, unchanged safety margins.
- Calculator-fast example.
Givena_f = +0.8,a_g = +0.2u_f = 1.0986122886681098,u_g = 0.2027325540540821u_div = u_f - u_g = 0.8958797346140277a_div = tanh(u_div) = 0.7142857142857144
4.5 — Drones & UAV (GNSS-denied flight)
- Scenario. Graceful navigation through GNSS shadows or vision occlusion.
- Inputs. IMU, vision, magnetometer alignments; navigation value unchanged.
- Behavior. Fusion confidence remains calm across order/rate; aggressiveness scales with confidence.
- Week-1 pilot. Publish navigation confidence; gate only non-critical motion smoothing by bands.
- KPIs & acceptance. Lower path jitter under dropouts, fewer hard corrections, same mission timing.
- Calculator-fast example.
Givena_IMU = +0.7 (w=2),a_vision = +0.4 (w=1),a_mag = -0.3 (w=1)u_IMU = 0.8673005276940532,u_vis = 0.42364893019360184,u_mag = -0.30951960420311175U = 2*u_IMU + u_vis + u_mag = 1.8487303813785965,W = 4a_out = tanh(U/W) = tanh(0.4621825953446491) = 0.43186141570107806
4.6 — Data centers & edge compute (DVFS perf/watt)
- Scenario. Increase clocks only on strong evidence; hold steady when not.
- Inputs. Performance and thermal counters with alignments (counter health, window quality).
- Behavior. Schedulers read confidence next to counters; DVFS acts proportionally to
k := (1 - |a_fused|). - Week-1 pilot. Show lane on top 5 perf KPIs; band auto-scaling thresholds; do not change SLA targets.
- KPIs & acceptance. Higher perf/watt or fewer throttles, unchanged SLA breaches.
- Calculator-fast example (template).
Givena_perf = +0.6,a_therm = +0.5a_fused = tanh( atanh(0.6) + atanh(0.5) ) = 0.8461538461538461k = 1 - |a_fused| = 0.1538461538461539
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