LEVIATHAN SYSTEMS

Liquid Cooling_

Warm-Water Cooling for GPU Clusters: Why Hotter Water Wins

Sergey Evstigneev·Field Engineering, Leviathan Systems, GPU rack assembly, structured cabling & commissioning for AI data centers·

Details the engineering steps for deploying warm-water liquid cooling loops on H100-GB300 racks, including manifold routing, CDU setpoints, and verification that raise facility water supply temperature to enable cooling-tower free cooling and heat recovery while eliminating condensation risk.

Key facts

  • ASHRAE TC 9.9 defines liquid cooling classes W3 and W4 that permit higher inlet temperatures than W1/W2, shifting the balance from compressor-based chillers to cooling towers or dry coolers.
  • GPU cold-plate loops operate with facility water that must remain above the dew point of the data-hall air to prevent condensation on manifolds or hoses.
  • Factory-terminated MPO trunks carry the InfiniBand or Ethernet scale-out fabric between racks; these remain entirely separate from the liquid cooling distribution inside the rack.
  • CDU secondary loops must maintain flow and pressure setpoints specified by the GPU OEM before any rack is powered, with leak detection sensors placed at the lowest point of each manifold.
  • Heat exchangers sized for elevated return-water temperatures allow capture of GPU waste heat for adjacent building loads without intermediate chillers.
  • TIA-942-B requires separation of liquid and electrical pathways with drip containment and labeled shut-off valves at each rack row.
  • Field crews verify loop integrity with calibrated pressure decay tests and MPO continuity testers on the parallel network fabric before introducing water.

Raising Supply-Water Temperature for Free Cooling

Facility water supplied at the upper end of the OEM-allowed range reduces or eliminates the need for mechanical chillers. Cooling towers or dry coolers can then reject heat directly whenever ambient wet-bulb conditions permit, cutting compressor runtime and power draw.

The decision criterion is the rack inlet temperature reported by the CDU sensors versus the current wet-bulb reading plus approach margin. When the margin is sufficient, the primary loop bypasses the chiller plant and routes through the free-cooling heat exchanger.

Leviathan Systems crews confirm the set-point change with the BMS operator and log the new CDU leaving-water temperature before releasing the rack row for compute load.

Capturing Waste Heat for Facility Reuse

Elevated return-water temperatures improve the thermodynamic quality of the heat stream leaving the CDU. This allows plate-and-frame exchangers to transfer GPU heat directly into hot-water loops serving adjacent office or manufacturing spaces.

Piping design must place the heat-recovery exchanger upstream of any dry coolers so that the highest delta-T is available to the secondary load. Flow balancing valves on the recovery side are adjusted to keep CDU return temperature within the band required by the GPU cold plates.

Commissioning includes a heat-balance test that compares measured kW rejected at the CDU against building-side flow and temperature rise to verify the recovery loop is actually carrying the expected load.

Condensation-Free Operation at Higher Water Temperatures

When supply water stays above the measured dew point of the data-hall air, surface temperatures on manifolds, hoses, and cold plates remain above saturation. This removes the requirement for insulation on secondary piping inside the rack row.

Operators record dew-point sensors at multiple elevations and confirm that the lowest allowable water temperature from the CDU meets the separation required by the relevant standard before filling the loops.

If a humidity excursion occurs, the control system must automatically raise the CDU setpoint or isolate the affected row; crews rehearse this sequence during integrated systems testing.

Manifold and Hose Installation Inside the Rack

Supply and return manifolds mount on the rear door or side panel with quick-disconnect couplings aligned to each GPU tray. Hoses are routed with minimum bend radius maintained and secured so that vibration from fans or pumps cannot abrade the outer jacket against sharp edges.

Each connection is torqued to the fitting manufacturer specification and then leak-checked at the pressure specified by the manufacturer before the rack is slid into the row. Color-coded labels and RFID tags on every hose match the corresponding CDU port for future service traceability.

Because NVLink traffic stays on the internal copper backplane, liquid lines never share pathways with MPO trunks; this physical separation is verified during rack assembly before the rack leaves the staging area.

CDU Configuration and Secondary-Loop Control

The CDU secondary pump speed is set to deliver the OEM-specified flow rate per rack while keeping differential pressure within the allowable window across the cold-plate network. Inlet temperature is raised incrementally while monitoring GPU die temperatures and power draw to confirm thermal margins remain intact.

Redundant pumps and heat exchangers are tested by forcing failover and verifying that flow and temperature transients stay inside the GPU thermal throttling limits. All alarm thresholds for pressure, temperature, and leak detection are entered into the BMS and acknowledged by the operations team.

Final sign-off requires an extended burn-in period at target water temperature with continuous logging of CDU and GPU telemetry.

Common Field Failures and How to Catch Them

Air trapped in high points of the secondary loop causes flow starvation and hot spots on individual GPUs; crews eliminate it by sequential venting at each manifold highest point while monitoring differential pressure across the rack.

Corrosion or particulates from improper water chemistry foul cold-plate passages and raise GPU temperatures; a particle count and conductivity check of the loop water is performed before every new rack is connected.

Cross-connection of supply and return hoses during installation reverses flow through the cold plates and trips thermal limits; visual verification against the labeled manifold ports plus a brief low-flow test before full pump speed prevents this error.

Leaking quick-disconnects under vibration are caught by a post-install pressure-decay hold test for the duration specified in the test procedure with acoustic and visual inspection of every joint.

Standards referenced: ASHRAE TC 9.9 · TIA-942-B

Frequently asked_

What water temperature should the CDU be set to for a new GB300 NVL72 row?

Start at the upper limit of the GPU OEM specification and verify that all cold-plate outlet temperatures remain within the published envelope. Raise the setpoint only after confirming the facility wet-bulb allows free cooling and that measured dew point stays safely below the new supply temperature. Re-run the extended thermal test at the new value before declaring the row production-ready.

How do we confirm the liquid loop will not condense on the manifolds?

Place calibrated dew-point sensors at the top and bottom of each rack row and record the highest value over the monitoring period. Set the CDU minimum leaving-water temperature at the separation required by the relevant standard. Re-check after any change in CRAC/CRAH setpoints or outside air economization mode.

Can the same MPO trunks be used for both NVLink and the cooling control network?

No. NVLink between GPUs stays on the copper backplane inside the rack. MPO trunks carry only the scale-out InfiniBand or Ethernet fabric between switches and racks. Liquid cooling lines are routed separately and labeled to prevent accidental cross-connection during service.

What is the first check when a rack shows rising GPU temperatures after a CDU temperature increase?

Verify secondary-loop flow rate and differential pressure at the CDU against the OEM curve. If flow is correct, inspect the highest manifold points for trapped air and vent if needed. Only after flow and air checks pass should you consider lowering the water temperature setpoint.

Who performs the final leak test before a warm-water row is released to production?

Leviathan Systems performs the pressure-decay test and joint inspection, then coordinates with the facility controls team to enable the BMS leak-detection interlocks. Both parties sign the commissioning checklist before the row is powered for compute workloads.

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