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Research paperPDF

Energies (MDPI AG) 2020

A Review of Lithium-Ion Battery Fire Suppression

In Li-ion UPS and BESS areas, set up detection with combined smoke-heat detectors; do not rely on heat detectors alone.

  • In DNV-GL tests, F500, FireIce, PyroCool foam, Stat-X aerosol and sprinklers all extinguished the fires, but the water-based systems cooled better over time.
Research paperPDF

Fluids (MDPI AG) 2026

A Review of Thermal Management in Modern Data Centres: Water Usage Effectiveness and Heat Transfer Coefficients

Set WUE targets from the heat-rejection topology (dry, free-cooling, hybrid, evaporative) and not only the server-side cooling technology; WUE depends on the share of heat rejected by evaporation.

  • Dry facilities with closed-loop liquid cooling need essentially no water, while evaporative systems typically report WUE up to 2.5 L/kWh.
Research paperPDF

Electronics (MDPI AG) 2025

A Systematic Review of Energy Efficiency Metrics for Optimizing Cloud Data Center Operations and Management

In efficiency reporting do not make PUE the only metric; knowing its weaknesses (manipulation, optimal-condition reporting, ignoring IT utilisation), complement it with WUE, CUE and IT-side metrics (SPUE, PpW, ITEE).

  • Google reported a 2023 fleet-average annual PUE of 1.10 against an industry average of 1.58; Microsoft reports PUE and WUE together.

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Schneider Electric 2011

AC vs. DC Power Distribution for Data Centers

In the power-chain efficiency calculator multiply UPS, transformer/PDU, distribution and PSU efficiencies at the actual load fraction rather than nameplate, and offer architecture presets for the five options with Table 1 values as defaults.

  • The paper calls the North American 480 V AC system with PDU transformers inefficient and obsolete for new designs.
Research paperPDF

Technology Review for Carbon Neutrality (Tsinghua University Press) 2025

Accelerating liquid cooling adoption in data centers: necessity, challenges and solutions

For racks where GPU/accelerator thermal design power exceeds 1,200 W, take liquid cooling as a mandatory design input, and weigh the initial cost (about 1.9-2.2 times air cooling) against TCO (up to 20% lower after 4 years, vendor figure).

  • Cooling systems in air-cooled data centres consume around 40% of total data-centre energy.
Research paperPDF

Applied Energy (Elsevier BV) 2025

Accounting carbon emissions from electricity generation: a review and comparison of emission factor-based methods

In data-centre carbon accounting, state the method (Tier 1, 2, 3) and factor source (IPCC or national) when choosing a grid emission factor; simple methods can underestimate generation emissions by about 73%.

  • AEF for the North zone by Method 5 rose from 0.1627 tCO2/MWh in 2016 to 0.4709 in 2022, then fell to 0.3936 in 2023.
Research paperFree to read

arXiv preprint (Cadence Design Systems) 2026

AI-driven Thermal-aware Data Center Capacity Planning

For layout iteration and add-load what-ifs, a surrogate that predicts only cabinet-inlet temperature (the compliance quantity) is cheaper and more accurate than full-field surrogates.

  • As a practical guideline, an initial dataset is about 500 simulation cases with around ten randomised parameters.

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