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Research paperFree to read

Proceedings of the ACM Symposium on Cloud Computing (ACM) 2024

The Sunk Carbon Fallacy: Rethinking Carbon Footprint Metrics for Effective Carbon-Aware Scheduling

Keep embodied-carbon amortisation (TE x T/EL) in procurement, refresh and design-option comparisons, and use operational carbon only for runtime placement and scheduling recommendations.

  • Scheduling by SCI raised datacenter carbon by nearly 30%; the penalty was over 15% at 40-80% utilisation.
White paperFree to read

Schneider Electric 2017

The Use of Ceiling-Ducted Air Containment in Data Centers

Add passive and active ducted racks and ducted HACS to the containment selector, with density limits tied to a ceiling plenum vacuum input (default 0.03 inH2O / 7.5 Pa, warning above 0.06 inH2O / 15 Pa).

  • Cooling-to-IT airflow ratio: 1 for HACS, 1.2 or higher for ducted racks.
Research paperPDF

Sustainability (MDPI AG) 2015

The Water Footprint of Data Centers

Compare HVAC options not only by on-site water use but by total water footprint including the grid's water intensity (WUEsource); the ranking can flip with the grid.

  • Outbound data traffic carries a water footprint of 1-205 litres per gigabyte; the high end is close to the 214 L footprint of 1 kg of tomatoes.
Research paperPDF

Buildings (MDPI AG) 2026

Thermal Environment Assessment for Energy-Efficient Cooling in Air-Cooled Data Centers: Measurement, CFD, and Predictive Models

In a design tool, set CFD accuracy expectations from this review's ranges (0.1-4 °C absolute, relative mostly below 20%) and do not limit validation scope to temperature; ask for velocity and pressure too.

  • Of the 58 CFD studies, Fluent was used in 24 (41.4%) and 6SigmaDC in 12; standard k-epsilon in 41 (about 70.7%).
Research paperPDF

Energies (MDPI AG) 2017

Thermal Impact Analysis of Circulating Current in High Power Modular Online Uninterruptible Power Supplies Application

For paralleled modules in a modular UPS, do not look only at the N+1 redundancy count; add to the design check that module-to-module filter and control parameter differences cause circulating current and thermal imbalance.

  • The authors recommend keeping overshoot or sag on module switching within 10% of nominal critical-bus voltage.
Research paperPDF

Energies (MDPI AG) 2025

Thermo-Economic Potential of Carnot Batteries for the Waste Heat Recovery of Liquid-Cooled Data Centers with Different Combinations of Heat Pumps and Organic Rankine Cycles

When evaluating turning liquid-cooled data-centre waste heat into electricity, weigh RTE (76-83%) against specific cost (767-1125 USD/kWh); higher RTE can come with a cost increase.

  • System cost is about 767-796 USD/kWh depending on the cycle combination.
Research paperPDF

arXiv preprint (University of Alberta) 2026

To Defer or To Shift? The Role of AI Data Center Flexibility on Grid Interconnection

In large-load interconnection negotiation, present AI load flexibility (a deferral window of up to about 3 hours) as a lever for interconnection capacity and timing; returns diminish beyond 3 hours.

  • In the IEEE 14-bus study, data centres on buses connected to congested lines benefit most from geographic load shifting.

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