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Interactive Systems Lab Pillar 2 • Megawatts, PUE & SMR Nuclear GB200 NVL72 • B200 • H100 • MI300X

Datacenter Energy & Sovereign AI Infrastructure Lab

Model megawatt cluster sizing, substation interconnect capacity, Power Usage Effectiveness (PUE), Direct-to-Chip (D2C) liquid cooling thermal flows, and baseload levelized power economics. Compare grid tariffs against on-site Small Modular Reactors (SMR Nuclear) and behind-the-meter natural gas turbines for next-generation frontier AI gigawatt campuses.

Total IT Power Load 16.7 MW 10,000 GPUs + switches
Total Facility Load 19.2 MW Includes 1.15 PUE overhead
Annual Power OPEX $12.6M 168.2 GWh / year
Substation Capacity 24.0 MVA 115kV / 230kV Interconnect

Megawatt Power Delivery & Busbar Topology

115kV Utility → 415V PDU → 54V Server Busbar
Step 1: Grid Interconnect HV Substation 115 kV / 24.0 MVA
Step 2: Voltage Stepdown Facility Transformers 13.8 kV / 415V 3-Phase
Step 3: Backup & Conditioning UPS Battery Reserve Lithium-Ion / 10 Min
Step 4: Rack Power Rack Busbars 54V DC / 120 kW/rack
Step 5: Heat Removal CDU Liquid Cooling 16.7 MW Heat Dissipation
Facility Power Utilization Breakdown (MW) 87.0% IT Load • 13.0% Cooling & Infrastructure
IT Hardware (GPUs, CPUs, Switches)
Cooling Overhead (Chillers, CDUs, Pumps)
Electrical Distribution Losses (UPS, Transformers)
Rack Density & Footprint 139 Racks ~120 kW / rack avg
Thermal Heat Load 57.0 M BTU/h 4,750 Tons of Refrigeration
Water / Coolant Flow 2,850 GPM Liquid cooling closed loop
Carbon Footprint (CO₂e) 65,600 Tons/yr National average grid mix

Thermal Architecture Performance Comparison

Thermal Resistance & Density Thresholds

Frontier GPUs exceeding 1,000W TDP render traditional air cooling thermodynamically unviable due to the air-to-silicon thermal resistance bottleneck ($ heta_{ja}$). Direct-to-chip liquid cooling and immersion tanks eliminate air velocity constraints and reduce cooling energy by up to 80%.

Cooling Architecture Max Rack Density Typical PUE Annual Cooling OPEX Thermodynamic Suitability
Direct-to-Chip (D2C) Liquid
Cold plates + CDU loop
100 kW – 140 kW 1.12 – 1.18 $1.89M / yr Optimal for GB200 & B200 SXM; industry standard.
Immersion Cooling
Dielectric hydrocarbon / fluorochemical
150 kW – 250 kW 1.05 – 1.09 $1.13M / yr Highest density; eliminates all fans; fluid warranty overhead.
Rear-Door Heat Exchanger
Hybrid passive/active water coil
40 kW – 60 kW 1.25 – 1.35 $3.78M / yr Retrofit brownfield facilities; insufficient for >1kW chips.
Legacy CRAH Air Cooling
Chilled water air handlers
15 kW – 25 kW 1.45 – 1.65 $6.93M / yr Thermodynamic failure limit exceeded on B200/GB200 chips.

Sovereign Baseload Generation: SMR Nuclear vs Grid PPA

60 MW Modular Units

Frontier gigawatt clusters face multi-year transmission interconnect queues (PJM, ERCOT, SPP). Behind-the-meter generation via Small Modular Reactors (SMRs) and natural gas turbines offers guaranteed 99.999% uptime with zero grid congestion exposure.

Generation Source Levelized Cost (LCOE) Interconnect Lead Time Capacity Factor Annual Cluster Energy Bill
Grid Industrial PPA
Regulated utility supply
$75 – $95 / MWh 4 – 7 Years (Queue bottleneck) 99.9% (Weather dependent) $12.6M
SMR Nuclear (Co-Located)
Small Modular Reactor (e.g. NuScale, Kairos)
$85 – $110 / MWh 5 – 8 Years (NRC licensing) 95.0% (Zero-carbon baseload) $14.3M
Behind-the-Meter Gas Turbine
Natural Gas Combined Cycle (CCGT)
$55 – $70 / MWh 18 – 24 Months (Fast deployment) 92.0% (Carbon emission penalties) $9.2M

Frontier Datacenter Engineering Curriculum

Explore deep-dive technical curricula covering high-voltage substations, direct-to-chip liquid cooling thermodynamics, high-radix InfiniBand fabrics, and sovereign power purchase agreements.