Inferensys

Glossary

Direct Liquid Cooling

A thermal management method that circulates a coolant directly to heat-generating components like GPUs, enabling higher rack densities and more efficient heat removal than traditional air cooling in AI data centers.
Data scientist building training data pipeline on laptop, data preprocessing visible, technical workspace.
THERMAL MANAGEMENT

What is Direct Liquid Cooling?

Direct Liquid Cooling (DLC) is a thermal management method that circulates a dielectric or water-based coolant directly to heat-generating components like GPUs and CPUs, enabling higher rack densities and more efficient heat removal than traditional air cooling in AI data centers.

Direct Liquid Cooling is a heat rejection system where a coolant is circulated through cold plates mounted directly onto high-TDP components such as GPUs, CPUs, and memory modules. Unlike air cooling, which relies on fans and chillers to remove heat from the ambient environment, DLC captures 60-80% of thermal output at the source using a liquid loop connected to a facility water system or a coolant distribution unit (CDU).

This technology is essential for modern AI factories deploying 700W+ GPUs, where air cooling cannot sustain the required rack densities. By eliminating the need for high-velocity fans and reducing the thermal resistance between the silicon die and the facility's heat rejection system, DLC enables Power Usage Effectiveness (PUE) ratings approaching 1.03, dramatically lowering operational energy costs for sovereign AI infrastructure.

THERMAL MANAGEMENT

Key Characteristics of Direct Liquid Cooling

Direct Liquid Cooling (DLC) circulates a dielectric or water-based coolant directly to heat-generating components like GPUs and CPUs, enabling higher rack densities and more efficient heat removal than traditional air cooling in AI data centers.

01

Cold Plate Technology

A cold plate is a thermally conductive metal block (usually copper or aluminum) mounted directly onto a chip's lid. Coolant flows through internal micro-channels or fins, absorbing heat via conduction. This is the most common DLC method for GPUs.

  • Micro-channel design: Channels as narrow as 50-100 microns maximize surface area for heat transfer
  • Thermal interface material (TIM): A high-conductivity paste or indium foil fills microscopic air gaps between the chip and cold plate
  • Single-phase vs. two-phase: Single-phase systems keep coolant liquid throughout; two-phase allows coolant to boil, leveraging latent heat of vaporization for higher heat flux removal
>1,500 W
Heat dissipation per socket
0.05°C/W
Typical thermal resistance
02

Coolant Distribution Unit (CDU)

The CDU is the heart of a DLC system, managing coolant flow, pressure, temperature, and filtration between the facility water loop and the secondary loop that feeds the cold plates.

  • Heat exchanger: Transfers thermal energy from the secondary (tech) loop to the primary (facility) loop without mixing fluids
  • Redundant pumps: Variable-speed pumps maintain precise flow rates; N+1 redundancy ensures uptime during pump failure
  • Filtration and deionization: Maintains coolant purity to prevent corrosion, biological growth, and electrical conductivity in the secondary loop
±0.5°C
Supply temperature stability
N+1
Pump redundancy standard
03

Dielectric Immersion Cooling

Unlike cold plates, immersion cooling submerges entire servers or components in a thermally conductive, electrically non-conductive dielectric fluid. This eliminates the need for fans and allows for uniform cooling of all components.

  • Single-phase immersion: Hardware sits in a sealed tank of dielectric fluid; pumps circulate fluid to an external heat exchanger
  • Two-phase immersion: Fluid boils on contact with hot components; vapor rises, condenses on a cooled coil, and drips back down
  • Material compatibility: All components—cables, labels, adhesives—must be certified for long-term dielectric fluid exposure to prevent leaching or degradation
100+ kW
Heat removal per rack
PUE <1.03
Achievable efficiency
04

Leak Detection and Containment

A critical safety subsystem in any DLC deployment. Leak detection uses physical sensors and software monitoring to identify coolant breaches before they damage hardware.

  • Rope sensors: Conductive cables placed along potential leak paths; resistance changes when wetted trigger alerts
  • Pressure decay testing: Automated pressure monitoring detects micro-leaks by measuring pressure drop over time in isolated loop segments
  • Drip trays and containment: Physical barriers channel leaked fluid away from electronics into collection reservoirs, preventing cascading failures
05

Facility Water Integration

DLC systems must interface with the building's facility water loop, which rejects heat to the outside environment via cooling towers, dry coolers, or chillers.

  • Warm water cooling: Modern DLC operates with supply temperatures up to 40-45°C (104-113°F), enabling free cooling via ambient air in most climates without mechanical chillers
  • Water quality management: Corrosion inhibitors, biocides, and filtration prevent scaling and biological fouling in the primary loop
  • Heat reuse potential: High-grade waste heat (40-60°C) can be repurposed for district heating, greenhouses, or absorption chillers, improving overall energy efficiency
40-45°C
Warm water supply temp
90%+
Free cooling hours/year
06

Coolant Chemistry and Maintenance

The secondary loop coolant is typically deionized water with corrosion inhibitors and biocides, or a propylene glycol/water mix for freeze protection. Maintaining proper chemistry is essential for long-term reliability.

  • Conductivity monitoring: Maintains electrical resistivity above 1 MΩ-cm to prevent short circuits if leaks occur
  • pH control: Targets a slightly alkaline range (8.0-8.5) to minimize corrosion of copper and stainless steel components
  • Regular sampling: Quarterly lab analysis checks for dissolved metals, biological growth, and inhibitor depletion to schedule proactive fluid replacement
THERMAL MANAGEMENT

Frequently Asked Questions

Direct answers to the most common engineering and procurement questions regarding direct liquid cooling for high-density AI infrastructure.

Direct Liquid Cooling (DLC) is a thermal management method that circulates a dielectric or water-based coolant directly to heat-generating components, such as GPUs and CPUs, to remove thermal energy. Unlike traditional air cooling, which uses fans and heatsinks to dissipate heat into a data center's ambient environment, DLC captures heat at the source via a cold plate mounted directly on the silicon die. The heated coolant is then pumped to a Coolant Distribution Unit (CDU) , where it exchanges its thermal load with a facility water loop before recirculating. This closed-loop process eliminates the thermal bottleneck of air's low heat capacity, enabling reliable operation of chips with Thermal Design Power (TDP) exceeding 1000W, which is common in modern AI accelerators.

Prasad Kumkar

About the author

Prasad Kumkar

CEO & MD, Inference Systems

Prasad Kumkar is the CEO & MD of Inference Systems and writes about AI systems architecture, LLM infrastructure, model serving, evaluation, and production deployment. Over 5+ years, he has worked across computer vision models, L5 autonomous vehicle systems, and LLM research, with a focus on taking complex AI ideas into real-world engineering systems.

His work and writing cover AI systems, large language models, AI agents, multimodal systems, autonomous systems, inference optimization, RAG, evaluation, and production AI engineering.