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Node 01 · Online
An Exnode.AI sealed outdoor node installed on a Dubai terrace, with rooftop solar and the Burj Khalifa beyond
EXETON CORP · DUBAI, UAE

Data-centercompute,engineeredfortheoutdoors.

A sealed, IP55, 20U outdoor node carrying eight NVIDIA Blackwell GPUs through a 50 °C Gulf summer — with its own cooling, power, fire protection and control on board.

8×
Blackwell GPUs

baseline · scalable 4× to 16×

50°C
Design ambient

peaks to 55 °C

7.5kW
Peak IT load

in one sealed cabinet

IP55
Sealed envelope

zero air exchange

IP55 SEALED ENVELOPEZERO AIR EXCHANGE50 °C DESIGN AMBIENTNET SENSIBLE @ 50 °CSOLAR-FIRST POWERCLEAN-AGENT SUPPRESSION7-INCH HMI / DCIMMODBUS TCP · SNMP V3 · MQTTDUBAI, UAE

What is different about this design

A GPU compute node that lives outdoors.

No data hall. No raised floor. No white space. The node brings its own environment with it.

01

The enclosure is genuinely sealed

No air exchange with ambient at all. Internal air circulates in a closed loop; heat leaves through a refrigerant circuit, not a vent. Dust, sand, salt and humidity never reach the electronics, and there are no filters to service.

02

Capacity is specified at the temperature of use

Every thermal component is quoted on net sensible capacity at 50 °C ambient. Nominal 35 °C ratings are treated as marketing figures and are not accepted as design inputs.

03

Power continuity is architected, not assumed

Solar and grid feed an automatic transfer switch; a rack-mount online UPS in double-conversion topology sits between that switch and the node, so the transfer itself is invisible to the load.

04

Protection is internal to the rack

A self-contained clean-agent fire suppression unit detects, isolates and extinguishes inside the sealed volume — with no room-level system, external panel or pipework.

05

The configuration is scalable

Four to sixteen accelerators in one architecture. Cooling capacity, UPS rating and rack height scale with GPU count, and the node is not tied to a single accelerator part number.

06

The node is observable

A 7-inch door-mounted HMI acts as a local DCIM head-end for every subsystem, and integrates northbound to a central platform over Modbus TCP, SNMP v3 and MQTT.

The governing design rule

Every thermal component is specified on net sensible capacity at 50 °C ambient — never on the nominal 35 °C figure.

The same discipline governs the condenser rating, the UPS derating curve and the enclosure coating class.

The problem

Compute is constrained by facilities, not by silicon.

An organisation that can obtain GPUs today may still wait years for somewhere qualified to put them. That delay is the real cost.

01

The facilities bottleneck

Demand for accelerated compute has outrun the rate at which conventional data-hall capacity can be built. The constraint is rarely the accelerator — it is power delivery, land, cooling plant, construction schedule and interconnection queues.

02

The ambient problem

Remove the building and the environment becomes a design input. In the Gulf that means sustained summer ambient in the high forties, peaks above 55 °C in direct sun, airborne dust and sand, coastal salt aerosol and wide humidity swings.

03

Why outdoor cabinets fail here

Telecom enclosures are dimensioned for a few hundred watts to two kilowatts, often with filtered ventilation. Against a 7.5 kW GPU node they fail on three counts at once: sensible capacity at temperature, ingress protection once penetrations are cut, and any credible fire strategy.

Design consequence

The enclosure, the cooling circuit, the power chain and the fire system cannot be selected independently and assembled. They are a single coupled system, and the sealed-envelope requirement is the constraint that drives all four.

The engineering challenge

Cooling is quoted at 35 °C. We deploy at 50 °C. Everything in the design follows from that single gap.

Every thermal component is specified on net sensible capacity at 50 °C ambient — never on the nominal 35 °C figure. The same discipline governs the condenser rating, the UPS derating curve and the enclosure coating class.

Ambient temperature°C
+15 °C gap

35 °C

Nominal rating

where plant is quoted

50 °C

Design ambient

where we deploy

55 °C

Peak

direct sun excursion

A unit advertised at 10 kW at 35 °C may deliver substantially less at 50 °C. Sizing on the nominal figure produces a system that works in March and fails in July.

Anatomy of the node

20U, IP55, sealed.

A 20U primary rack plus a coupled 3U power-distribution rack, with a top-mounted outdoor condenser. Every subsystem the node needs to survive alone is inside the envelope.

Top-mounted condenser+55 °C rated

Coupled 3U rack · 3U

2 × 3φ 32 A horizontal RPDU-B + 1U spare

Total 20U + 3U coupledIP55

Spare U-space

1U

Reserved for future expansion

One rack unit held back so a field change — an extra switch, a second DPU, additional instrumentation — does not require re-cutting the enclosure.

Fire suppression

1U

Rack-mount clean-agent detection & discharge

Detection, control and agent in a single rack-mount unit. Optical smoke and heat sensors sample the internal return-air path, where all circulating air passes.

AI compute node

4U

8 × NVIDIA Blackwell GPUs · dual AMD EPYC

MSI CG480-S6053 chassis. Eight RTX PRO 6000 Blackwell Server Edition at 600 W each — roughly 4.8 kW of GPU power in 4U, front-to-rear airflow inside the sealed loop.

Online UPS

6U

Double conversion · ~3:45 autonomy at load

The node is always fed from the UPS inverter, so the ATS break — tens of milliseconds — is never seen by the load. Output stays a regulated sine wave through sags, surges and frequency drift.

Precision DX cooling

8U

Closed-loop evaporator · 7.5 kW net sensible @ 50 °C

An inverter-driven compressor with EC fans modulates to load rather than cycling, holding 18–25 °C at the equipment intake as GPU utilisation swings.

Coupled 3U rack

2 × 3φ 32 A horizontal RPDU-B + 1U spare

Power distribution is carried in its own coupled enclosure so that a distribution change never breaks the seal on the compute cabinet.

Compute platform

Eight Blackwell GPUs on an MSI CG480-S6053.

AMD EPYC selected for memory topology and PCIe lane budget at this GPU count — 128 lanes per socket feed eight accelerators, the DPU and the NVMe pool without contention.

Cutaway of the 20U sealed cabinet showing the fire suppression unit, the 4U eight-GPU MSI server, the 10 kW online UPS, the rack-mount DX cooling unit and the coupled 3U distribution rack

Coupled rack module · UAE Dubai · render for illustration only

~5.8 kW

Typical AC draw

~7.3 kW

Peak AC draw

~5.2 kW

GPUs capped to 400 W

Platform specification

GPU

8 × NVIDIA RTX PRO 6000 Blackwell Server Edition

600 W per GPU · ~4.8 kW total

CPU

2 × AMD EPYC 9575F

64 cores @ 3.3 GHz per socket

Memory

1.5 TB DDR5-6400

24 × 64 GB · one DIMM per channel

Storage

8 × 7.68 TB U.2 NVMe SED

+ 2 × 960 GB RAID-1 boot

Network board

NVIDIA BlueField-3 DPU B3220

on-board

On-board network

2 × 10GbE RJ45 LAN

I/O budget

128 PCIe lanes per socket

feeds 8 GPUs, DPU and NVMe

Security

On-board TPM · self-encrypting drives

Form factor

4U rack-mount

front-to-rear airflow

Note · 600 W per GPU — roughly 4.8 kW of GPU power in a single 4U chassis, cooled by a sealed closed-loop DX system with no air exchanged with ambient.

Thermal design

A closed-loop cycle. The air inside never leaves.

Precision DX, not comfort AC — a tight setpoint held against a 50 °C exterior. Internal air circulates in a sealed loop; heat leaves through a refrigerant circuit, not through a vent.

Sealed closed-loop airflowInternal circuit only
CONDENSERRATED +55 °CIP55 · ZERO AIR EXCHANGESEALED RETURN PLENUMGPU · CPUPOWER STAGES~7.5 kW ABSORBEDEVAPORATOREC FANS · DX COILCOLD SUPPLY 18–25 °CHOT RETURNREFRIGERANT
Cold supplyHot returnRefrigerant
  1. 01

    Supply

    18–25 °C

    Conditioned air is delivered upward across the equipment intake face by EC fans in the rack-mount evaporator.

  2. 02

    Load

    ~7.5 kW absorbed

    The air passes through the GPU, CPU and power stages, absorbing roughly 7.5 kW of heat on a single pass.

  3. 03

    Return

    sealed plenum

    Heated air leaves the top of the equipment stack into a sealed internal plenum — it never touches outside air.

  4. 04

    Reject

    to +55 °C ambient

    The plenum returns air to the evaporator, where heat transfers to refrigerant and is rejected outside by a high-ambient condenser rated to +55 °C.

Why the loop stays closed

The cooling unit is described by function only — component selection is finalised at build.

Zero air exchange

No outside air enters the cabinet, so dust, sand, salt and humidity never reach the electronics. Filter maintenance in the field is eliminated.

Precision DX

An inverter-driven compressor with EC fans modulates to load rather than cycling, holding a tight setpoint as GPU utilisation swings.

High-ambient condenser

The outdoor unit is rated to +55 °C and roof-mounted with vertical upward discharge, so rejected heat is not re-ingested.

Insulated, reflective shell

PIR sandwich panel over mineral insulation — low conductivity, closed-cell, no moisture uptake, under a UV-stable C4+ coating.

Sealed penetrations

Every cooling, power and data cut-out is gasketed and sealed so the IP55 rating survives integration, not just the empty cabinet.

Fail-safe on cooling loss

High-temperature alarm, staged GPU power capping, automatic graceful shutdown and emergency door release if the setpoint cannot be held.

Power architecture

Solar first, grid behind it, UPS across the gap.

Two independent sources, one automatic transfer switch, and an online UPS that hides the transfer from the node.

Drawing EXN-EL-001 Rev A
SOLAR PVROOFTOP ARRAYSOURCE A · PRIORITYINVERTER15 kWATSAUTOMATIC TRANSFERONLINE UPS10 kW · DOUBLE CONV.EXNODE.AI20U NODEGRID / EBBACKUP SOURCESOURCE B · BACKUPCOOLING ~2.5–3.5 kWUTILITY FED · NOT ON UPSUPS-BACKED · TRANSFER INVISIBLE TO LOAD
Solar pathUtility pathUPS-backed

Automatic transfer switch

Continuously monitors both sources and holds the load on the solar-fed inverter while it stays in tolerance. On undervoltage, frequency excursion or source loss it transfers to grid, and back again once solar recovers — automatically, with no attendance.

Rack-mount online UPS, 10 kW

True double conversion: the node is always fed from the UPS inverter, so the ATS break — typically tens of milliseconds — is never seen by the load. Transfer time is effectively zero.

Ride-through and ordered shutdown

Battery autonomy covers cloud transients, inverter restarts and grid events. If both sources stay down, the UPS signals the HMI, which triggers a graceful GPU and OS shutdown before the batteries are exhausted.

Two sources, one transfer switch, five protected circuits.

Distribution board outgoing ways
WayProtectionLoadSupply
W132 A 3POnline UPS 10 kW → RPDUs → AI compute nodeUPS-backed
W220 A 3PPrecision DX cooling unitUtility fed
W36 A 1PFire suppression unitUtility fed
W46 A 1PHMI / DCIM panelUtility fed
W516 A 3POutdoor condenser (ODU)Utility fed

Single line diagram EXN-EL-001 Rev A · 400 V 3φ+N 50 Hz · TN-S earthing · 63 A main. Cooling load (~2.5–3.5 kW) sits downstream of the ATS on utility power — deliberately not on the UPS, to preserve UPS autonomy for the compute node. Aggregate design load ~11 kW. Ratings indicative, subject to a licensed electrical engineer review before issue for construction.

Monitoring & control

A 7-inch HMI is the node’s DCIM.

A standalone outdoor node has no building management system, so it provides its own. Every subsystem reports to one door-mounted touchscreen — and to your central platform.

Exnode.AI · Node 01Live

21.4°C

Supply

38.7°C

Return

6.42kW

Node load

Load trendΔ-T 17.3 °C

Solar

Source

Online

UPS mode

Armed

Fire system

Representative screen layout

Thermal

Supply and return temperature, delta-T across the load, internal humidity, setpoint and deviation, compressor and EC fan state, condenser status, and derived cooling capacity margin.

Power

Active source, input and output voltage, current, kW and kWh, power factor, UPS mode, battery state of charge and remaining runtime.

Safety

Fire system armed / alarm / discharged, door position, smoke and heat sensor state, leak detection, intrusion.

Compute

Node power draw and GPU telemetry surfaced from the platform’s own management interfaces.

Northbound integration

Modbus TCP, SNMP v3 and MQTT to a central DCIM or NOC, with local trending, event logging and remote alerting. Operators can adjust setpoints, acknowledge alarms and trigger a graceful shutdown from the panel or remotely.

Modbus TCPSNMP v3MQTT

Configuration range

Four to sixteen GPUs, in one architecture.

GPU count is not an isolated choice — cooling capacity, UPS rating and rack height scale with it.

Peak node AC draw~7.3 kW
Cooling, net sensible @ 50 °C7.5 kW
Online UPS rating10 kW

20U + 3U coupled

Rack height

At sixteen accelerators the condenser and the incoming three-phase feed become the binding constraints rather than the compute. 8× is the proof-of-concept baseline; the 4× and 16× figures are indicative, pending design freeze.

Accelerator options

Not tied to one GPU.

The enclosure, cooling circuit and power chain are specified against watts and form factor — not a part number.

Accelerator classes and their effect on the node
Accelerator classBoard powerEffect on the nodeStatus
RTX PRO 6000 Blackwell SE~600 WBaseline — eight fit within the 7.5 kW sealed air-cooled envelope.Baseline
H200 — PCIe / NVL class~600 WComparable envelope to baseline; count and plant ratings broadly unchanged.Within envelope
H200 — SXM class~700 WReduced count at baseline cooling, or an uprated cooling and UPS package.Plant up / count down
B200 class~1,000 WEight parts alone exceed the baseline cooling duty. Count down, or plant up.Plant up / count down
B300 / Blackwell Ultra class~1,200–1,400 WBeyond sealed air cooling at 50 °C in this footprint — direct liquid becomes the path.Liquid required

The binding constraint is heat rejection, not compatibility. Above roughly one kilowatt per part the cooling envelope — not the chassis or the slot count — decides how many the node carries. Board power is indicative, confirmed against current datasheets at design freeze.

Where it goes

Compute placed where the workload is.

Anywhere a three-phase supply and a small slab exist — a terrace, a compound, a rooftop or a remote site — without building or leasing a data hall.

01

Banking & financial services

Institutions that will not export data to a shared facility can place inference capacity inside their own perimeter, on a rooftop or in a compound, without commissioning a data hall.

02

Government & sovereign AI

Data-residency requirements are satisfied by physical location rather than contract. A node is a discrete, auditable, relocatable unit of national compute capacity.

03

Defence

Self-contained power, cooling, fire protection and monitoring in a sealed IP55 envelope — deployable to compounds and remote sites where no facility exists and none will be built.

04

Latency-sensitive inference

Compute placed next to the workload rather than in a distant region. The node runs where the users and the data already are.

05

Industrial & remote sites

Anywhere a three-phase supply and a small slab exist. Solar-first power means grid quality at the site is a tolerance, not a prerequisite.

06

Silicon & platform partners

A reference deployment validating Blackwell-class GPUs and dual-socket EPYC in one of the harshest ambient environments on earth — instrumented end to end across a full Gulf summer.

Proof of concept

One node proven in a Gulf summer, then fifty.

The PoC is scoped at a single fully instrumented node subjected to a complete summer thermal soak at real ambient. A 50-unit rollout is contingent on validated results.

  1. 01Complete

    Design & select

    Platform, cooling and enclosure specification locked.

  2. 02In progress

    Procure

    Quotations, vendor selection and long-lead ordering.

  3. 03Planned

    PoC build

    Single node integrated, sealed and instrumented.

  4. 04Planned

    Field validation

    Full-summer thermal soak at real ambient.

  5. 05Planned

    Scale

    50-unit rollout on the validated design.

Current position: Phase 02 — platform selected, quotations in hand or pending across compute, thermal and enclosure.

50-unit rollout on validation