Shunyaya Symbolic Mathematical Hardware – Operational Playbooks: Telecom, Manufacturing & PV/Wind (4.7–4.9)

4.7 — Telecom & networking (false ticket reduction)

  • Scenario. KPIs near zero denominators create chaos and truck rolls.
  • Inputs. Error/throughput ratios with alignment from metering quality.
  • Behavior. KPI value stays visible; bands tier alerts, cutting false positives.
  • Week-1 pilot. Add bands to alert logic; keep KPI visibility unchanged.
  • KPIs & acceptance. Fewer false tickets/rollbacks, stable incident resolution times.
  • Calculator-fast example.
    Given a_f = +0.4, a_g = +0.1
    u_f = 0.42364893019360184, u_g = 0.10033534773107562
    u_div = u_f - u_g = 0.3233135824625262
    a_div = tanh(u_div) = 0.3125

4.8 — Manufacturing (scrap and rework)

  • Scenario. Overreaction to noisy quality ratios causes scrap/rework.
  • Inputs. Scrap/units, yield indices with alignments from metrology health.
  • Behavior. Ratios stop oscillating; bands show when to wait for stronger evidence.
  • Week-1 pilot. Band SPC dashboards; forbid actuator changes; log the lane with lots.
  • KPIs & acceptance. Scrap reduction at equal throughput; fewer out-of-control false flags.
  • Calculator-fast example.
    Given a = {0.2, 0.5, -0.3}, equal weights
    U = 0.4425190941850252, W = 3
    a_out = tanh(U/W) = tanh(0.14750636472834175) = 0.14644577359353203

4.9 — PV & wind (MPPT and gust edges)

  • Scenario. Dithering under clouds/gusts wastes energy and stresses hardware.
  • Inputs. Irradiance, voltage, current cues with alignments.
  • Behavior. When combined confidence falls, probing softens; yield preserved without churning.
  • Week-1 pilot. Publish lane on MPPT surfaces; add advisory dampers by bands.
  • KPIs & acceptance. Reduced MPPT chatter, equal or higher daily kWh.
  • Calculator-fast example.
    Given a_irrad = +0.5, a_volt = +0.5
    u_sum = atanh(0.5) + atanh(0.5) = 1.0986122886681098
    a_mul = tanh(u_sum) = 0.8

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