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Research paperFree to read

IET Generation, Transmission & Distribution (Institution of Engineering and Technology (IET)) 2026

From Liability to Asset: A Three-Mode Grid-Forming Control Framework for Centralized Data Center UPS Systems

For large or AI facilities, record the UPS's fault ride-through behaviour (momentary cessation versus ride-through with minimum grid draw), the inverter current limit and the post-fault ramp rate, alongside the point-of-interconnection short-circuit ratio.

  • Unserved IT energy was 0.00000 MWh with the proposed controller versus 0.00208 MWh for a momentary-cessation benchmark.
Research paperPDF

arXiv preprint (Stanford University / Microsoft Azure Research) 2026

From Servers to Sites: Compositional Power Trace Generation of LLM Inference for Infrastructure Planning

For an AI inference facility, set interconnection capacity from traces generated from the workload, not nameplate TDP or mean power; TDP sizing gave 1.19 MW against 0.75 MW trace-based (about 60% too much).

  • Generated facility traces show a peak-to-average ratio of 1.19, a load factor of 0.84 and a maximum 15-minute ramp of 0.11 MW.

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Research paperPDF

Energy Advances (Royal Society of Chemistry (RSC)) 2025

Full life cycle assessment of an industrial lead–acid battery based on primary data

For UPS duty with a few cycles a year and minutes of autonomy, compare battery chemistries by environmental impact categories (GWP, ecotoxicity, resource depletion) as well as energy density, because production and EOL dominate.

  • Data centres account for about 37% of the roughly 3.4 billion USD global stationary-battery market, followed by telecom at 25%.
White paperFree to read

Schneider Electric 2014

Fundamental Principles of Air Conditioners for Information Technology

Give CRAC and condenser catalogue entries cooling kW, airflow (m3/min), electrical input kW, footprint, weight and service connections (refrigerant line sizes, condensate drain, humidifier water).

  • The 50 kW CRAC needs two ~25 mm refrigerant lines, a 22.2 mm condensate drain and a 6.4 mm humidifier water line.
Technical guideFree to read

CBRE 2025

Global Data Center Trends 2025

In the site module, store local power and planning caps (for example Amsterdam 70 MW IT) as site-rule warnings.

  • Northern Virginia inventory is 3,046.1 MW with vacancy of 0.76%.
Research paperPDF

IEEE Access (Institute of Electrical and Electronics Engineers (IEEE)) 2026

GRAPE-UPS: Direction-Constrained Peer Anomaly Detection for Weak Batteries in Data-Center UPS Strings

Require block-level (per-unit) voltage and resistance monitoring in UPS battery monitoring rather than string totals, citing that one weak unit in a series string limits the whole string's capacity.

  • On an independent electrochemical simulation benchmark, directed peer scoring achieved AUPRC 0.848 under nominal conditions and 0.850-0.877 under operating shifts.
Research paperPDF

Advances in Applied Energy (Elsevier BV) 2026

Grid Integration of AI Data Centers: A Critical Review of Energy Storage Solutions

Layer storage by timescale: GPU/server supercapacitors for sub-second swings, rack BBUs for minutes, facility GiUPS and BESS for grid services and longer durations; show each layer's duty and coordination separately in the architecture.

  • BESS cost fell from about $7,500/kWh in 1991 to $133/kWh in 2024, with about $80/kWh projected by 2030.
White paperFree to read

Schneider Electric 2025

Guide to Assess a Commercial Product’s Sustainability

Add EPD/PEP fields to each catalogue product: programme operator, PCR/PSR version, validity date, functional unit, reference product weight and rating, per-stage kg CO2e, emission factor used and exclusions such as batteries.

  • Standards allow a +/-5% margin of error on reported values, so indicators within 10% of each other should be treated as equal.
Technical guidePDF

Open Compute Project Foundation 2022

Guidelines for Connection of Liquid Cooled Information Technology Equipment (ITE) to Data Center Facility Systems, Revision 1, Version 1.0 (April 2022)

Place standard tap-off points with isolation valves, vent/drain/flush connections and strainers at every rack or CDU connection in liquid cooling layouts, sized from Q = flow x delta T x cp so future kW per position is explicit.

  • Keeping FWS liquid above dew point avoids condensation; the ASHRAE recommended dew point limit for air-cooled classes A1-A4 is 15 C.
Technical guidePDF

Open Compute Project Foundation 2025

Guidelines for Pre-Commission Preparation of Technology Cooling System (TCS) Row Manifolds in Liquid Cooled Data Centers

Generate a TCS pre-commissioning test script from the piping model: proof pressure at 1.3-1.5 x design working pressure, minimum flushing flow per pipe size at 3-5 ft/s, and sequential leg isolation.

  • Procedure water: conductivity at most 50 uS/cm, pH at least 6, total aerobic bacteria at most 1000 CFU/ml.
Technical guidePDF

Open Compute Project Foundation 2026

Guidelines for Using Dielectric Heat Transfer Fluids in Two-Phase Cold Plate-Based Liquid-Cooled Racks, Revision 1.1 (March 2026)

Apply refrigerant-specific rules to two-phase DLC designs in place of water-loop rules: GWP below 700, A1 safety class, and vapour/liquid line sizing with under 0.2 bar evaporator-to-condenser loss.

  • Minimal filtration is about 100 um; ambient during operation should stay within 5-35 C.

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