INJ-00034 — compressor_vibration
Status: EXPIRED · Category: A · Source: auto Fired at: 129.48 h · Duration: 4.0 h · Target: NE-01 Economic impact: $-2,800 /h
Parameters
{
"vib_mm_s": 4.7,
"plant_id": "NE-01",
"product": "LOX",
"customer_id": "C-13",
"truck_id": "T-E03",
"driver_id": "D-E06"
}Cascade — 11 agent steps
| # | step | agent | detail |
|---|---|---|---|
| 1 | INJECTION | Injection Engine | compressor_vibration: MAC vibration 4.7mm/s (HIGH), ISO 10816-3 zone C (unsatisfactory). Zone thresholds: A≤2.3, B≤4.5, C≤7.1, D>7.1. Duration ~0.5h. |
| 2 | MPC_SOLVE | MPC Optimizer | 🧠 qwen3.5:9b (conf 75%): Current plant physics are stable with MAC operating at 68% load, resulting in a healthy surge margin of 36% and HP flood at 54%. The critical factor is the driver sickness (Driver D-E04) rende… |
| 3 | PHYSICS | Physics Kernel | 📐 MPC: Optimal load 71% (4h horizon) | Priority: 3 | Expected margin: $0/h | Reason: All constraints healthy → optimize revenue (+load) |
| 4 | PRODUCTION | Production Agent | Vibration at 4.7mm/s indicates early-stage bearing wear or minor imbalance. MAC health=75%, surge margin 36% — healthy. Lundberg bearing L10 life ≈ 8457 h (baseline 40,000 h at 2.8 mm/s; life ∝ amplitude⁻³). At curren… |
| 5 | TANKS | Tank Inventory Agent | Already at 60% floor — cannot cut further. Shifting to maintenance-first response: isolate MAC, bypass to backup air if available, accelerate millwright dispatch. Power draw held at 16.1MW. |
| 6 | DISPATCH | Dispatch Agent | LOX at 60%, LIN at 62%. At reduced load, tank fill rates drop ~12%. Tanks adequate for maintenance window. |
| 7 | CUSTOMERS | Customer Impact Agent | Normal dispatch continues. If maintenance extends beyond 2h, HUB agent accelerates dispatch. Drivers available: 4. |
| 8 | LOSS_MITIGATION | Loss Ledger | During load reduction, 12% less product. Customers with <2d inventory at risk of delayed delivery. Monitor SLA impact. |
| 9 | ECONOMICS | Economics Agent | 📉 L1: Primary Production Physical Balance — PROC reduces load to maintain production continuity |
| 10 | RECOVERY | Recovery Planner | Cost of acting: revenue impact -57k/h total loss + 24h restart. Maintenance cost pays for itself vs trip risk. maintenance(mac) dispatched — ETA 60 min. |
| 11 | STEP_10 | STEP_10 | 1) Maintenance crew dispatched (1 millwright + 1 vibration analyst, ETA 60 min) for MAC bearing inspection. 2) At 60% load, vibration should drop to ~3.7mm/s (amplitude ∝ ω²). 3) After maintenance: health→100%, ramp b… |
Raw effects
- MAC vib 4.7mm/s, health→86%, all tanks venting
- compressor_vibration: MAC vibration 4.7mm/s (HIGH), ISO 10816-3 zone C (unsatisfactory). Zone thresholds: A≤2.3, B≤4.5, C≤7.1, D>7.1. Duration ~0.5h.
- 🧠 qwen3.5:9b (conf 75%): Current plant physics are stable with MAC operating at 68% load, resulting in a healthy surge margin of 36% and HP flood at 54%. The critical factor is the driver sickness (Driver D-E04) rendering one delivery unit unavailable for 8 hours. This reduces outbound logistics capacity, which threatens to cause inventory accumulation as production continues. However, tank levels are currently well within safe operational limits (LOX 60%, LIN 62%, LAR 45%), with no immediate overflow risk despite the drain rates. The economic impact is a loss of roughly $200/hour in potential revenue due to the inabi
- 📐 MPC: Optimal load 71% (4h horizon) | Priority: 3 | Expected margin: $0/h | Reason: All constraints healthy → optimize revenue (+load)
- Vibration at 4.7mm/s indicates early-stage bearing wear or minor imbalance. MAC health=75%, surge margin 36% — healthy. Lundberg bearing L10 life ≈ 8457 h (baseline 40,000 h at 2.8 mm/s; life ∝ amplitude⁻³). At current load 68%, centrifugal force amplifies the defect. Reducing rotor speed lowers vibration amplitude.
- Already at 60% floor — cannot cut further. Shifting to maintenance-first response: isolate MAC, bypass to backup air if available, accelerate millwright dispatch. Power draw held at 16.1MW.
- LOX at 60%, LIN at 62%. At reduced load, tank fill rates drop ~12%. Tanks adequate for maintenance window.
- Normal dispatch continues. If maintenance extends beyond 2h, HUB agent accelerates dispatch. Drivers available: 4.
- During load reduction, 12% less product. Customers with <2d inventory at risk of delayed delivery. Monitor SLA impact.
- 📉 L1: Primary Production Physical Balance — PROC reduces load to maintain production continuity
- Cost of acting: revenue impact -57k/h total loss + 24h restart. Maintenance cost pays for itself vs trip risk. maintenance(mac) dispatched — ETA 60 min.
-
- Maintenance crew dispatched (1 millwright + 1 vibration analyst, ETA 60 min) for MAC bearing inspection. 2) At 60% load, vibration should drop to ~3.7mm/s (amplitude ∝ ω²). 3) After maintenance: health→100%, ramp back to 68% over 30 min. 4) Vibration analyst signs off at <2.5 mm/s. Expected total recovery: 1-2h.
Deep RCA — agentic investigation
Investigation: INV-30f685caa2 · Status: running · Model: qwen3.5:27b
Hypotheses (ACH-scored)
| # | Status | Confidence | Category | TEMP | PHYS | SUPP | CONTRA | BASE | COMP | Hypothesis |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | residual | 50% | Process/Utility | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | Primary cause: compressor vibration directly degraded Main Air Compressor |
| 2 | residual | 50% | Procedural | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | Contributing factor: leading indicators in the window were available but not acted on by the swarm agents |
| 3 | residual | 50% | Instrumentation | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | 0.50 | Alternative: sensor / instrumentation drift may have delayed detection |
Swarm action trace
| Agent | Trigger | Decision | Outcome | Reasoning |
|---|---|---|---|---|
| FLEET-CFO | read_fleet | PENDING | FLEET: 1,087,249/d margin (98%) | OFF-PEAK $38/MWh | |
| HUB-EAST | read_customers | PENDING | Eastern Distribution Hub: 20 cust, 10 urgent, 0 CRITICAL, 0 dispatched this cycle, 3 total | |
| FLEET-RT | read_distribution | PENDING | Routes: 2 active (12 new) | 0 delivered (+0) | Fleet: 30% util | GCN: TRAINING (routes live) loss=0.0000 | LLM: | |
| FLEET-FORECAST | read_forecast | PENDING | FORECAST: 33 tracked, 0 CRIT, 0 URG | proactive: 0 | LLM targets: none | top: Philadelphia St:LOX 3.4d, Philadelphia | |
| FLEET-OPS | read_fleet | PENDING | OPS [GREEN]: 1on 0starting | 0alm 0crit | OFF-PEAK | |
| NE01-SENS | read_plant | PENDING | NE-01 [NORMAL] 402 tags | 20MW surge=39% | PHX=78K HP=94K LP=81K | O2=99.5% flood=61% | health MAC=98.5% PHX=100.0% | |
| FLEET-RT | read_distribution | PENDING | Routes: 3 active (12 new) | 0 delivered (+0) | Fleet: 30% util | GCN: TRAINING (routes live) loss=0.0000 | |
| HUB-EAST | read_customers | PENDING | Eastern Distribution Hub: 20 cust, 10 urgent, 0 CRITICAL, 0 dispatched this cycle, 3 total | |
| NE01-ECON | read_economics | PENDING | NE-01 [NORMAL] 837/h cost = $+44,228/h margin | GOX=1.4 GAN=83.0 LOX=26.3 LIN=2.4 LAR=0.0 kg/s | 20MW | |
| FLEET-FC | read_fleet | PENDING | FLEET: 837/h cost, 38/MWh] | fleet 30% util (3del+0ret/10) | fuel | |
| FLEET-FORECAST | read_forecast | PENDING | FORECAST: 33 tracked, 0 CRIT, 0 URG | proactive: 0 | LLM targets: none | top: Philadelphia St:LOX 3.4d, Philadelphia | |
| FLEET-CFO | read_fleet | PENDING | FLEET: 1,061,465/d margin (98%) | OFF-PEAK $38/MWh | |
| FLEET-OPS | read_fleet | PENDING | OPS [GREEN]: 1on 0starting | 0alm 0crit | OFF-PEAK | |
| NE01-SENS | read_plant | PENDING | NE-01 [NORMAL] 402 tags | 20MW surge=34% | PHX=78K HP=93K LP=82K | O2=99.6% flood=56% | health MAC=98.4% PHX=100.0% | |
| NE01-ECON | read_economics | PENDING | NE-01 [NORMAL] 843/h cost = $+41,492/h margin | GOX=1.3 GAN=78.1 LOX=24.6 LIN=2.3 LAR=0.0 kg/s | 20MW | |
| FLEET-FC | read_fleet | PENDING | FLEET: 842/h cost, 38/MWh] | fleet 30% util (3del+0ret/10) | fuel | |
| FLEET-CFO | read_fleet | PENDING | FLEET: 1,007,443/d margin (98%) | OFF-PEAK 1,012,987 los | |
| HUB-EAST | read_customers | PENDING | Eastern Distribution Hub: 20 cust, 10 urgent, 0 CRITICAL, 0 dispatched this cycle, 3 total | |
| FLEET-RT | read_distribution | PENDING | Routes: 3 active (12 new) | 0 delivered (+0) | Fleet: 30% util | GCN: TRAINING (routes live) loss=0.0000 | LLM: | |
| FLEET-FORECAST | read_forecast | PENDING | FORECAST: 33 tracked, 0 CRIT, 0 URG | proactive: 0 | LLM targets: none | top: Philadelphia St:LOX 3.4d, Philadelphia |
Value attribution
Saved: 0 · Net: $0
| Bucket | $ | Method | Confidence | Note |
|---|---|---|---|---|
| neutral | $0 | info_only | 1.00 | FLEET-CFO → read_fleet |
| neutral | $0 | info_only | 1.00 | HUB-EAST → read_customers |
| neutral | $0 | info_only | 1.00 | FLEET-RT → read_distribution |
| neutral | $0 | info_only | 1.00 | FLEET-FORECAST → read_forecast |
| neutral | $0 | info_only | 1.00 | FLEET-OPS → read_fleet |
| neutral | $0 | info_only | 1.00 | NE01-SENS → read_plant |
| neutral | $0 | info_only | 1.00 | FLEET-RT → read_distribution |
| neutral | $0 | info_only | 1.00 | HUB-EAST → read_customers |
| neutral | $0 | info_only | 1.00 | NE01-ECON → read_economics |
| neutral | $0 | info_only | 1.00 | FLEET-FC → read_fleet |
| neutral | $0 | info_only | 1.00 | FLEET-FORECAST → read_forecast |
| neutral | $0 | info_only | 1.00 | FLEET-CFO → read_fleet |
| neutral | $0 | info_only | 1.00 | FLEET-OPS → read_fleet |
| neutral | $0 | info_only | 1.00 | NE01-SENS → read_plant |
| neutral | $0 | info_only | 1.00 | NE01-ECON → read_economics |