Cited by 10Heat Transfer and OptimizationHeat Transfer and Boiling StudiesEnergy Efficiency in Computing

Performance evaluation of two-phase direct-to-chip liquid cooling combined with air cooling for data centers

Open access
Ahmadi, Vahid Ebrahimpour, Barestrand, Henrik A., Summers, Jon, Yilmaz, Cagatay·2026·Case Studies in Thermal Engineering

Abstract

The increasing power density of modern data centers presents significant cooling challenges, as traditional air cooling methods approach their physical and economic limits for artificial intelligence and high-performance computing applications. Integrating direct liquid cooling with existing air-cooled infrastructures offers a promising solution to enhance thermal management and energy efficiency. This study investigates the performance of a hybrid cooling system employing two-phase direct-to-chip liquid cooling, retrofitted to nine air-cooled Open Compute Project servers equipped with Intel Xeon E5 v3 microprocessors. Experiments were conducted in a controlled server wind tunnel environment to evaluate thermal and power characteristics under inlet air temperatures ranging from 25 to 45 °C and varying IT workloads. Results demonstrate substantial CPU temperature reductions, from 93 °C with air cooling to 56 °C with hybrid cooling at 25 °C inlet under full load. As inlet temperature increases on the air side, the two-phase system captures a greater proportion of the heat load, reaching up to 90% at 45 °C. These findings demonstrate the potential of hybrid cooling to extend the thermal envelope of existing air-cooled data centers beyond conventional ASHRAE A1 class limits, reduce operational costs, and facilitate waste heat recovery for secondary applications. • Two-phase direct-to-chip retrofit extends thermal envelope of air-cooled DCs. • Hybrid cooling enables higher air inlet temps without CPU throttling. • Significantly reduced air cooling demand and enhanced heat recovery with hybrid cooling. • Memory throttling under fixed fan speeds highlights airflow optimization needs with hybrid retrofitting. • Experimental validation of two-phase cooling in controlled wind tunnel setup.

Integrity signals

Registry

Crossref · 10.1016/j.csite.2026.107650

Cites

25 of 25 references verified0 citation errors · 0 not checkable

Statistics

Recomputing p-values needs the paper’s full text.

Claims the paper makes

We couldn’t retrieve this paper’s full text, so its claims and self-check weren’t run. The registry and citation checks still apply.

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Direct-to-chip liquid cooling and two-phase cooling systems were shown to outperform air cooling in both thermal efficiency and energy recovery potential, particularly for high-performance computing and emerging accelerator-based workloads.

    “Direct-to-chip liquid cooling and two-phase cooling systems were shown to outperform air cooling in both thermal efficiency and energy recovery potential, particularly for high-performance computing and emerging accelerator-based workloads [1].”

Cites

Flagged first, then by citations

Research works printed but not linked: 6

  1. Dunlap, 2012, Choosing between room, row, and rack-based cooling for data centers, Vol. 130
  2. Heydari, 2024, Advancing in data centers thermal management: Experimental assessment of two-phase liquid cooling technology, Vol. 88469
  3. Shah, 2024, Effect of aspect ratio and flow rate on the flow regimes and thermal performance of two-phase micro-channel cold plates for direct to chip cooling, Vol. 88469
  4. Shalom Simon, 2022, CFD analysis of heat capture ratio in a hybrid cooled server, Vol. 86557
  5. Davidson, 2024, Liquid cooling: Resiliency guidance for cold plate deployments., ASHRAE J., 66
  6. T. Ashrae, Thermal guidelines for data processing environments, in: American Society of Heating and Refrigerating and Air-Conditioning Engineers, Tech. Rep, Vol. 9, 2004, p. 205.

Cited by

Sorted by citations

Authors
Ahmadi, V. E., Barestrand, H. A., Summers, J., & Yilmaz, C.
Affiliations
RISE Research Institutes of Sweden (SE)
Corresponding author
Barestrand, Henrik A.
Venue
Case Studies in Thermal Engineering
Publisher
Elsevier BV
Published
2026-02
Volume
78
Pages
107650
ISSN
2214-157X (ISSN-L)
OpenAlex
W7118193965
Cited by
10
References
25
Citations by year
2026: 10
FWCI
18.37
Type
journal article
Language
en
Open access
Locations
  • Case Studies in Thermal Engineering (publishedVersion, cc-by-nc-nd)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Funders
  • Spine Education and Research Institute (23.00606)
  • Horizon Europe
  • Staatssekretariat für Bildung, Forschung und Innovation
Topics
  • Physical Sciences › Engineering › Mechanical Engineering › Heat Transfer and Optimization
  • Physical Sciences › Engineering › Mechanical Engineering › Heat Transfer and Boiling Studies
  • Physical Sciences › Computer Science › Hardware and Architecture › Energy Efficiency in Computing
Keywords
data center cooling, waste heat recovery, airflow optimization, power density, energy efficiency

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review