A power plant doesn't run on one AI server — it runs on dozens of edge boxes scattered across the boiler hall, the turbine deck, the coal mill bay, the cooling tower fans, and the switchgear yard, each making sub-50-millisecond decisions on every cycle. iFactory's NVIDIA Jetson Orin AGX 64GB edge boxes ship in IP65/IP66 enclosures rated for the heat radiation, steam, coal dust, and vibration of an operating power plant. 275 TOPS at the edge. Sub-50ms vibration FFT and thermal inference. Industrial-grade -40°C to +85°C operation. Power-over-Ethernet. OTA model updates without unit trips. Your plant copilot LLM lives upstream on the GB300 plant brain — at the cells, it's pure CV/ML compute on YOLO, MobileNet, EfficientNet, and LSTM-tiny. Power and a network drop are the only things you provide. Our network engineers handle cabling, FLIR/GMSL camera mounting, vibration sensor wiring, PLC integration, and OTA configuration. One-time CapEx — no recurring license, no per-inference billing, no kill switch. You own the boxes, the weights, the data. To scope a multi-hall rollout, get a turnkey quote.
Upcoming iFactory AI Live Webinar:
Jetson Orin Edge AI for Boiler Halls, Turbine Decks & Coal Mill Bays
Ruggedized NVIDIA Jetson Orin AGX 64GB boxes — IP65 sealed, MIL-STD-810 shock-rated, -40°C to +85°C industrial — with YOLO + MobileNet + EfficientNet + LSTM-tiny pre-flashed for boiler tube vision, turbine vibration FFT, mill roller monitoring, and switchgear thermal. Shipped to your plant, deployed by our engineers, owned by you. No cloud. No subscription. OTA updates without unit trips.
Three Halls. Three Hostile Environments. One Box for All Three.
Cloud AI cannot run a boiler. Round-trip latency to a remote data center is 80–150 ms — a turbine bearing FFT samples every 10 ms, and you've already missed the cycle. The only way to do real-time monitoring on a 660 MW unit is at the cell. iFactory's Jetson Orin AGX boxes are engineered for the three hall environments that destroy consumer-grade hardware. Schedule a 30-minute walkthrough to see deployment patterns for your unit.
- Furnace shell radiates at 300–450 °C
- Saturated steam blowdown plumes
- Coal-fired ash and SO₂ atmosphere
- EMI from soot blowers and ESPs
- Cabinet ambient: -10 °C to +60 °C
- Rotating shafts at 3,000 / 3,600 RPM
- Sub-millimeter shaft alignment tolerance
- Lube oil mist and hydrogen seal leaks
- ~95 dB ambient noise, structural vibration
- Bearing temps 60–95 °C, oil at 45–55 °C
- Pulverized coal atmosphere (ATEX zone)
- Bowl roller vibration at 25–40 RPM
- Hot air drying (~250 °C inlet)
- Continuous abrasive coal dust ingress
- IECEx / ATEX zone 22 cabinet placement
The Latency Budget Is Not Optional
Most monitoring deployments stop at the historian — minute-resolution data, polled every few seconds, sent to a cloud dashboard nobody opens. That works for trends. It does not work for cavitation precursors, bearing fault frequencies, or flame instability — phenomena that live in the 1–50 ms window. Here's the latency reality.
What's Actually Inside the Box
A purpose-engineered IP65/IP66 enclosure built around the NVIDIA Jetson Orin AGX 64GB Industrial module. Fanless on the standard SKU. Sealed against coal dust and steam mist. Pre-flashed with iFactory's power-plant model stack. Mounts on a DIN rail or wall bracket near the asset.
The "Industrial" SKU is the default for power plant deployment — extended -40 °C to +85 °C operation, 100,000-hour MTBF, ECC memory. Higher-rated IP66 / NEMA 4X enclosure available for cooling tower fans and outdoor switchgear placements. Talk to support if you need ATEX zone 22 certification for coal mill bay cabinets.
When to Use Which Jetson at the Asset
Not every cell needs an AGX. A simple thermal monitor on a transformer fits comfortably on Jetson Orin NX. A turbine bearing FFT pipeline with 8 accelerometers + multi-camera vision needs AGX. Here's the rule of thumb our engineers apply during plant survey.
| Spec | Jetson Orin NX 16GB | Jetson Orin AGX 64GB Industrial | Where it fits in the plant |
|---|---|---|---|
| AI compute | 100 TOPS | 275 TOPS | 2.75× more headroom on AGX |
| Power envelope | 10–25 W | 15–75 W | NX for tight cabinets |
| Memory | 16 GB LPDDR5 | 64 GB LPDDR5 ECC | FFT + thermal fusion needs AGX |
| Sensor lanes | 4 accel · 8 RTD | 8 accel · 16 RTD | AGX for full bearing housings |
| Concurrent models | 1–2 networks | 4–6 networks | AGX for vibration + thermal + vision fusion |
| Typical use | Switchgear thermal · transformer · CT thermography | Turbine bearing · BFP cavitation · boiler tube · mill roller | Match TOPS to model count |
| Cost band | Lower | Higher | NX where it's enough |
A typical 660 MW unit rollout mixes both: NX boxes at switchgear bays, transformers, and cooling tower fans (often 60–70% of cells), AGX boxes at turbine bearing housings, BFP suction, boiler tube monitoring, and coal mill rollers. Send your asset list — we'll come back with a sized BOM in 5 business days.
Six Plant Use Cases. Six Edge Boxes. Sub-50ms Each.
Each use case has a different sensor mix, model stack, and latency budget. Here's how a typical 660 MW unit deploys our Jetson edge boxes — with the model family and sensor count per use case.
FLIR thermal imaging on furnace zones detects hot spots, scale buildup, refractory degradation. AI compares against baseline thermal map per zone.
UV + visible spectrum cameras at burner level classify flame stability, color shift, swirl pattern. Detects unburnt fuel, slag formation precursors.
8-channel IEPE accelerometers stream to on-box FFT. LSTM-tiny classifies bearing fault frequencies, compares against historical fingerprint per bearing.
FLIR thermal on bearing housings, lube oil lines, hydrogen seals. Detects abnormal heat signatures linked to imbalance, mis-alignment, oil starvation.
3-axis accelerometers on each bowl roller. LSTM detects outer-race spalling, ball-pass faults, mill bearing degradation 7–14 days ahead.
FLIR fixed thermography on bus bars, breakers, CT/PT panels. MobileNet detects hot spots above baseline, IR signature anomalies before failure.
Four Model Families. Pre-Flashed. Tuned to Your Plant.
Every Jetson box ships with our power-plant model stack pre-flashed and TensorRT-optimized for the AGX or NX target. Re-tunes on your asset data in < 48 hours during shadow phase.
Flame stability classification, leak detection, gauge / sight-glass reading, PPE compliance, fire/smoke detection in galleries.
Switchgear hot-spot pass/fail, transformer bushing thermal, busbar IR signature classification. Sub-20ms latency on Jetson NX.
Boiler tube wall thermal, turbine bearing housing IR, lube oil line scans. Captures global thermal context that MobileNet misses on natural variation.
Bearing fault frequency classification from FFT spectra. Detects inner/outer race, ball-pass, cage fault signatures. Time-series fault progression tracking.
Push New Models to 80 Cells. Without Tripping a Unit.
A retrain happens on the H200. The new model gets validated in shadow mode against live cells. Then it rolls out — atomically, with rollback — to every Jetson box on the affected assets. Zero unit-trip risk, full audit log compliant with NERC CIP and IEC 62443.
New fault samples, operator confirmations, and CMMS outcomes feed an overnight retrain on the plant H200 node. Versioned, signed, archived.
New model runs alongside production model on one designated asset for 24–72 hrs. Decision agreement and false-positive rate validated automatically.
Push to all matching cells during planned outage or low-load window. A/B atomic switch with instant rollback if false-alarm rate spikes.
Every model version tied to operator confirmations and CMMS outcomes. Full audit trail for NERC CIP, IEC 62443, and reliability committee reviews.
How 60–80 Boxes Mesh Across One 660 MW Unit
A single edge box at one bearing housing is interesting. Sixty boxes meshed across the boiler hall, turbine deck, mill bay, switchgear yard, and cooling tower deliver a unified plant-wide insight feed. Here's the mesh architecture that turns scattered edge boxes into one nervous system.
Boxes mesh through a private OT-segment over MQTT Sparkplug B. Defect events stream to the plant H200 for cross-asset correlation. The plant copilot LLM on the GB300 then explains "why is BFP-2A trending critical?" pulling from FFT traces, thermal scans, and historian context — all on-site, all on-prem. Book a session to walk through the topology with your IT/OT team.
Six Reasons Plant Operators Pick Us Over Cloud AI & DIY Builds
Most "edge AI" vendors hand you a developer kit and walk away. Most cloud platforms keep your turbine vibration data on their servers. iFactory is different on every axis that matters — built for power plant scale, deployed by our engineers, owned outright by you. Schedule a working session for your unit.
Built for boiler radiation, turbine vibration, and coal dust from day one. IP65, MIL-STD-810, ATEX zone 22-ready, NERC CIP-compliant. Generic dev kits don't survive a third week on the deck.
Boxes, FLIR + GMSL cameras, IEPE accelerometers, models, OTA infrastructure, plant H200, GB300 LLM — all from us. No integration tax across six vendors. Single throat to call.
Boxes arrive with YOLO + MobileNet + EfficientNet + LSTM-tiny, pre-trained on real boiler / turbine / mill datasets and TensorRT-optimized. Re-tunes on your assets in < 48 hours.
Every byte of bearing FFT, every thermal scan, every operator decision stays inside your fence. The plant copilot LLM runs on your GB300 — no API calls to vendor cloud. NERC CIP / IEC 62443 audit-ready.
Network engineers and field technicians dispatched from regional hubs in the US, EU, India, and APAC. Spare parts pre-positioned. Same response time in Frankfurt as Singapore.
One-time CapEx. You own the boxes, the GPUs, the model weights, and every byte of plant data. Year-one support included; after that, renew, run in-house, or mix. Talk to support for terms.
All You Provide. Seriously.
Most plant rollouts stall because the customer is expected to do the cabinet work — IEPE accelerometer routing, FLIR mounting, IP65 cable glands, NERC CIP segmentation. iFactory inverts that. Talk to deployment support for a remote site walkthrough first.
- Power — 24 VDC or PoE++ at the cell location
- Network drop — single Gigabit uplink to plant DC (firewalled, NERC CIP audit-logged)
- Edge box build, burn-in, ship, install
- FLIR thermal + GMSL camera mounting & lensing
- IEPE accelerometer wiring & calibration
- IP65 cable glands and routing
- PLC trigger + Modbus TCP integration
- NERC CIP / IEC 62443 segmentation
- OTA infrastructure on plant H200
- Model pre-flashing per asset type
- Operator + reliability engineer training
From PO to First Asset Live
A typical 660 MW unit rollout is in production within 6–12 weeks of PO — anywhere in the US, EU, India, LATAM, or APAC. Boxes ship pre-flashed, our engineers handle the floor work.
Remote walkthrough. Asset list, sensor count per asset, AGX vs NX sizing. Sample data capture. Fixed-price BOM back in 5 business days.
Boxes assembled, IP65-tested, models pre-flashed and TensorRT-optimized per asset type. Crate ships with serial numbers tied to asset IDs.
Engineers fly in. Cabinet mounting, FLIR + GMSL camera install, accelerometer wiring, OT segmentation. First assets go to shadow.
One-week shadow per asset. Tune false alarm. Switch to live insights feed. OTA infrastructure activated. Train operators & reliability team.
Buy Them Once. Own Them Forever.
No SaaS subscriptions. No per-inference billing. No "your turbine FFT data trains our next model" clauses. Year-one support is included; everything after that is optional and at your discretion.
Boxes, sensors, software, deployment, training, year-one support — single PO. Sits on your balance sheet as a depreciable asset, not a cloud line item.
You own every box, every GPU, every trained weight, every byte of plant data. Full audit rights. No vendor lock on data export.
After year one, renew remote support & OTA model retraining annually, run it in-house with our handover docs, or mix. Boxes keep running either way.
What Plant & Reliability Buyers Ask Before Issuing a PO
Yes — the Industrial SKU is rated -40 °C to +85 °C with ECC memory, 100,000-hour MTBF, IP65 sealing, and MIL-STD-810 shock/vibration. ATEX zone 22 cabinet placement is standard for coal mill bay deployments. Higher IP66 / NEMA 4X variants available for outdoor cooling tower fans.
New models go through 24–72 hr shadow validation on one asset, then atomic A/B-style rollout during a planned outage or low-load window. Rollback is instant if false-alarm rate spikes. Zero unit-trip risk across hundreds of measured deployments. Talk to support for the validation methodology.
Usually not. Switchgear, transformers, and CT/PT panels run comfortably on Jetson Orin NX 16GB at lower cost. AGX 64GB is sized for turbine bearing housings, BFP suction with cavitation acoustics, boiler tube wall thermal, and coal mill bowl rollers. Our site survey produces a mixed-AGX/NX BOM — you only pay AGX prices where AGX compute is needed.
Standard. NERC CIP-005 / IEC 62443 zoning, audit-logged firewalls, and signed model deployment are all in the deployment scope. Every model version is traceable to operator decisions and CMMS outcomes for regulator review. Get a quote — written proposal back in 5 business days.
Join the Webinar. Or Get a Quote on Your Unit.
Watch the Jetson edge stack run live on a turbine bearing housing on May 13. Or send us your asset list, defect priorities, and 200–500 sample FFT/thermal traces per asset type — we come back with a fixed-price BOM within 5 business days. Hardware, sensors, software, on-site deployment, training, and year-one support all included. No recurring fees. You own every box outright the day it goes live.
