Topic guide

Performance metrics

Explore publications on PUE and other data centre performance indicators. Before using a metric for comparison or design decisions, check its measurement boundaries, calculation method and required inputs against the original reference.

Sources
212
Downloadable PDFs
60
Years
2007–2026

All sources

49–72 / 212

Technical guidePDF

Open Compute Project Foundation 2025

Embodied Carbon Disclosure Base Specification v1 (OCP/iCA Carbon Disclosure Workstream), effective July 2025

Give catalogue items (UPS, generators, switchgear, cable, CDUs, racks, concrete) an embodied-carbon block: A1-A3 kg CO2e, functional unit, method (EPD/LCA/TM65/EEIO), verification status and emission factor source, matching this disclosure template.

  • The value is normalised to a functional unit; examples are 5.1 kg CO2e per metre of cable and 700 kg CO2e per 500 kW UPS.
Research paperPDF

Sustainability (MDPI AG) 2023

Energy Consumption and Energy Saving Analysis of Air-Conditioning Systems of Data Centers in Typical Cities in China

Show evaporative free-cooling feasibility with a potential-hours study that bins the city's hourly wet-bulb distribution against mode thresholds (13 and 15 °C); in a humid climate direct evaporative mode ran only 262 h a year.

  • The air-system retrofit gave PUE below 1.39 everywhere; the best case was Xinjiang, 1.62 to 1.18 (69.26%).
Technical guidePDF

European Commission JRC 2024

Energy Consumption in Data Centres and Broadband Communication Networks in the EU (JRC135926, EUR 31841 EN)

In grid connection and permitting discussions account for regional concentration (data centres are 18% of national electricity in Ireland); in dense markets grid capacity and permitting can be a critical risk.

  • EU data centres used an estimated 45-65 TWh of electricity in 2022, 1.8-2.6% of total EU electricity use.
Research paperPDF

Scientific Reports (Springer Science and Business Media LLC) 2025

Energy efficiency enhancement in two European data centers through CFD modeling

Set up the retrofit workflow as KPI-guided: with a validated CFD model compute RCI, RHI, RTI and the recirculation index, then test rack repositioning, separators, sealing unused bays and removing badly placed ventilation units in sequence.

  • KPI limits: ASHRAE recommended 18-27 °C and allowable 15-32 °C inlet temperatures.
Research paperPDF

Energies (MDPI AG) 2025

Energy Efficiency Measurement Method and Thermal Environment in Data Centers—A Literature Review

In PUE comparisons state the facility type (edge, SMB, enterprise, colocation, hyperscale) and assign IT/facility power categories per The Green Grid definitions in detail; PUE across types is not directly comparable.

  • No study of staff thermal comfort in data centres was found; in one computer lab PMV was 1.1-1.4, outside the ISO ±0.5 band.
Research paperPDF

Applied Sciences (MDPI AG) 2025

Energy Efficiency Through Waste-Heat Recovery: Hybrid Data-Centre Cooling in District Heating Applications

When connecting waste heat to DH, fix the DH generation early: for 5G and 4G direct heat-exchanger connection suffices (PUE below 1.6, ERF above 0.85), while 3G needs a high-temperature heat pump (PUE about 2.1, payback about 14 years).

  • The hybrid cooling system has a DLC loop at 25-30 °C and a CRCC (chilled-water rack cooler) loop at 10-15 °C.
Technical guidePDF

U.S. Environmental Protection Agency (ENERGY STAR) 2020

ENERGY STAR Product Specification for Data Center Storage: Test Method (Rev. April 2020)

Record the test-condition envelope (18-28 C inlet, supply voltage) alongside certified storage power values so users know published watts correspond to a cool inlet; apply a temperature-uplift caveat when the design inlet setpoint is higher.

  • Ambient temperature during testing must stay between 18 C and 28 C, relative humidity between 15% and 80%.
Technical guideFree to read

European Union Agency for the Operational Management of Large-Scale IT Systems in the Area of Freedom, Security and Justice (eu-LISA) 2026

Energy-efficient data centres: a high-level overview - eu-LISA Research and Technology Monitoring Report 2026

For novice users, show the band labels (very efficient, efficient, average, inefficient) as plain-language feedback next to the computed PUE.

  • PUE bands: <= 1.2 very efficient, <= 1.3 efficient, <= 1.5 average, <= 2.0 inefficient.
White paperFree to read

Schneider Electric 2022

Environmental Sustainability Management (ESM) Software for Colocation Data Centers

In the metering plan generator, confirm meters exist to produce the chosen maturity tier's metric set: total facility kWh, IT kWh for PUE, renewable kWh, site water m3 for WUE, reused energy for ERF.

  • Over 40 countries require GHG reporting; a provider's Scope 1 and 2 emissions are a significant source of tenants' Scope 3.

All content and rights belong to the respective authors and publishers. SoSo CAD provides only the citation, its own summary and a link to the source, and is not responsible for the sources' content.

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