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

97–120 / 212

Research paperPDF

IEEE Transactions on Sustainable Computing (Institute of Electrical and Electronics Engineers (IEEE)) 2017

Metrics for Sustainable Data Centers

In data-centre comparisons, do not use PUE as a cross-facility metric; normalise for IT load, weather and location, or state the same conditions.

  • Tier availability figures quoted: Tier I 99.671%, Tier II 99.741%, Tier III 99.982%, Tier IV 99.995%.
Research paperPDF

Journal of Thermal Analysis and Calorimetry (Springer Science and Business Media LLC) 2025

Performance improvement of high-density data center via two-phase liquid immersion cooling

Verify two-phase immersion PUE claims so they include the external heat-rejection loop (exchangers, pumps, pipes) and not just tank-level power; the 1.01 figure excludes it.

  • The study considers high-density data centres with a capacity of up to 1168 kW.
Research paperPDF

Sensors (MDPI AG) 2022

Prediction of Overall Energy Consumption of Data Centers in Different Locations

In siting, do not use PUE as the only criterion; evaluate it together with electricity cost (tariff) and carbon (CUE, grid mix) estimates derived from PUE, since a low-PUE site may have a high tariff or carbon-intensive grid.

  • For an assumed 100 million kWh/yr of IT energy, estimated annual electricity cost ranged from $8.1376M (Delinha) to $9.6742M (Yinchuan) among five regions.
Technical guidePDF

European Commission 2026

Report from the Commission to the European Parliament and the Council on the energy efficiency of data centres in the EU - COM(2026) 500 final

Set the PUE target for new designs against the bands in the report (below 1.2 excellent, above 1.5 needs improvement) and possible future minimum-standard thresholds, noting that the 500-1000 kW class averaged 1.64.

  • EU data centres consumed 68 TWh of electricity in 2024, expected to reach 114 TWh by 2030 (3.2% of EU electricity).
RegulationPDF

European Commission, DG ENER (Viegand Maagoe and COWI) 2023

Reporting requirements on the energy performance and sustainability of data centres for the Energy Efficiency Directive - Task A report: Options for a reporting scheme for data centres

Add an "in scope of EED Article 12" check that computes installed IT power from nominal IT equipment power and compares it with the final-text 500 kW threshold, not the 100 kW proposed in this report.

  • Average PUE of 4-5 for small data centres is quoted from the EURECA project.
RegulationPDF

European Commission, DG ENER (Viegand Maagoe and COWI) 2023

Reporting requirements on the energy performance and sustainability of data centres for the Energy Efficiency Directive - Task B report: Labelling and minimum performance standards

Add local design limits (Noord-Holland design PUE of at most 1.16, German 27 degree inlet temperature) as configurable warnings rather than hard rules, since some are drafts or local.

  • The example roll-out is metrics in year 1, voluntary pass-or-fail in year 3, rating in year 5 and mandatory requirements in year 6.
RegulationPDF

European Commission, DG ENER (Viegand Maagoe and COWI) 2023

Reporting requirements on the energy performance and sustainability of data centres for the Energy Efficiency Directive - Task C report: EU repository for the reporting obligation of data centres

Plan an "EED report export" in the design and operations model that can pre-fill the EU database template: rated IT kW, floor areas, energy, water, heat reuse and renewable fields.

  • Incoming and outgoing data traffic (PB) must be less than the corresponding bandwidth (Gbps) x 3.942.
Research paperPDF

Mitigation and Adaptation Strategies for Global Change (Springer Science and Business Media LLC) 2022

Techno-economic analysis of a PV/T waste heat–driven compound ejector-heat pump for simultaneous data centre cooling and district heating using low global warming potential refrigerants

When combining data-centre cooling and heat recovery for district heating in one heat-pump system, select the refrigerant among low-GWP alternatives with COP, PUE, ERF and payback together.

  • R290 gave the highest ERF of the refrigerants examined.
Research paperFree to read

Swiss Federal Office of Energy SFOE (Energy Research and Cleantech); preprint on arXiv 2025

Temperature Optimisation in Data Centres (TODC) - Final report

Add an IT-side penalty of about 0.3-0.6% of IT power per C of inlet rise above about 23 C (a configurable default) to the setpoint optimiser and energy calculator, and model fan power with the cube of speed.

  • Reported hyperscale inlet temperatures: Google 26.6 C, Microsoft 27 C, Meta 29.4 C.

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.

Monthly newsletter · free

Keep your reading list current

Once a month: new library sources, changes to Turkish regulations and upcoming data centre events.