Topic guide

Sustainability

Browse publications on environmental impacts, carbon, resource use and life cycles. Compare assessment methods while reviewing their scope, data periods and reporting boundaries alongside the original sources.

Sources
201
Downloadable PDFs
66
Years
2007–2026

All sources

97–120 / 201

Technical guidePDF

Open Compute Project Foundation 2026

Report: Field Pilot of Low Carbon Concrete

Write the slab embodied-carbon target into the specification together with an EPD requirement and tie it to national or regional benchmarks as a percentage; a 30% reduction against the control is a low-risk starting point.

  • Heat of hydration is lower in Mixes 3 and 4, which matters little for this indoor project but helps mass concrete.
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.
Research paperFree to read

arXiv preprint (cs.DC) 2024

SCARIF: Towards Carbon Modeling of Cloud Servers with Accelerators

Add an embodied-carbon estimator per server SKU using the SCARIF linear model (5.01 kg per CPU core, 0.16 kg/GB SSD, 0.04 kg/GB HDD, 0.95 kg/GB DRAM, 83.08 kg x (year-2000), intercept -1100), and tag the result as an approximate, vendor-calibrated value.

  • Total embodied carbon of the highest/lowest servers: Dell 1782/1133, HP 3880/423, Lenovo 15593/585 kgCO2e.
Research paperPDF

Building Simulation (Springer Science and Business Media LLC) 2020

Simulation-based assessment of data center waste heat utilization using aquifer thermal energy storage of a university campus

When considering connecting a data centre to an ATES, make the yearly heat balance (imported versus exported heat) the first feasibility check; a continuously cooling data centre can shift it toward heat rejection.

  • Cooperation with ATES improves average PUE from 1.78 to 1.45.
Research paperFree to read

arXiv (UC Riverside / RIT / Caltech preprint) 2026

Small Bottle, Big Pipe: Quantifying and Addressing the Impact of Data Centers on Public Water Systems

Add a peak-day water demand output (annual average times peaking factor, default at least 2.2 for cooling towers, configurable up to about 6-10 for evaporative assist used only on hot days), and compare it with utility supply capacity in site screening.

  • With a 10% compound annual WUE reduction, the need drops to 227-604 MGD.
Research paperPDF

Energies (MDPI AG) 2026

Smart Reuse of Waste Heat from Data Centres: Energy and Exergy Analysis for a District-Heating Network in Bulgaria

Set data-centre setpoints (air temperature, free-cooling threshold) together with waste-heat sales: warmer setpoints and more free cooling cut cooling electricity by about 45% but also cut recoverable heat to about 45%.

  • Centralised DH heat pumps are cited as giving COP 3-5 for supply temperatures up to 70-80 °C.
Research paperPDF

Sustainability (MDPI AG) 2021

Strategies for Improving the Sustainability of Data Centers via Energy Mix, Energy Conservation, and Circular Energy

Calculate UPS load ratio (80% for 800 kW in a modular arrangement, 53% in parallel-redundant) and losses at design stage; consider specifying UPS efficiency at 30% load and compare a SiC-based power stage (above 98%).

  • CUE is defined as total CO2 emissions over ICT energy, or equivalently the CO2 emission factor × PUE.
Research paperPDF

Journal of Cleaner Production (Elsevier BV) 2025

Sustainable AI infrastructure: A scenario-based forecast of water footprint under uncertainty

In water-footprint planning, calculate on-site (WUE), off-site electricity (PUE × EWIF) and embodied hardware water as separate items.

  • Under BAU, water demand rises nearly sevenfold between 2030 and 2050; improvements in WUE, EWIF and embodied water could cut 2050 use by up to 95% against BAU.
Research paperPDF

Sustainability (MDPI AG) 2026

Sustainable Grid Integration of AI Data Centers: Carbon-Aware Co-Optimization of Training Workloads and Battery Storage Under Renewable Uncertainty

Do not size behind-the-meter battery storage on an emission-reduction case; round-trip losses mean storage alone adds nothing and can raise emissions. Justify it with a concrete duty such as masking checkpoint dips.

  • The modelled AI fleet drew about 627 MWh/day (about 152 t/day CO2); flexibility abated 39 t/day, about 26% of the fleet's own emissions.
Technical guidePDF

European Commission, DG CNECT (EY, Borderstep Institute, AIT, RP legalitax) 2025

Synergies between Data Centres and Energy Systems - Final Report (European Commission, DG CNECT)

When choosing cooling architecture assess waste heat temperature early: liquid cooling gives higher temperatures, even air cooling can give about 30-35 C as a heat-pump source; position the heat pump for the receiving network temperature (60-80 C or 4th/5th generation).

  • In the stakeholder survey, over 60% rated heat reuse technically viable today but only about 20% economically viable.
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

ACM SIGEnergy Energy Informatics Review (Association for Computing Machinery (ACM)) 2023

The Dirty Secret of SSDs: Embodied Carbon

In the storage catalogue, store embodied carbon per drive SKU: a default of 0.16 kgCO2e/GB for SSD (Tannu and Nair SEF) and a much lower HDD default.

  • Server emissions are concentrated in the operational phase, whereas about 80% of an iPhone's emissions come from manufacturing.
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.
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.

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