Skip to main content
1 min readKnowledge Resource

Knowledge Resource

Research Summary: Energy and CO2 Footprint of Climate Model Intercomparison Projects

Original authors
Attribution requires verification
Original source
arXiv — Computers and Society
Summary & Analysis prepared by
Aziz Shuaib Ausi
Resource type
Research Summary / Knowledge Resource
Resource published on AZIZ OS
31 August 2026
Last updated
22 September 2026
Reading time
1 min
Publication type
Knowledge Resource
Availability
Open access
About this Summary & Analysis

AZIZ OS provides independently prepared summaries and analytical interpretations of externally published research and knowledge sources. The underlying works remain attributable to their original authors and rights holders. This resource is intended to improve accessibility and understanding and does not replace the original publication.

Checking access…

Research indicates that Earth System Models (ESMs), crucial for climate simulation, are experiencing growing computational demands due to factors such as finer spatial resolutions, integration of complex biogeochemical processes, and larger climate ensembles. This growth in computational needs, particularly within Model Intercomparison Projects (MIPs), is leading to increased energy consumption and associated CO2 footprints, as improvements in peak computing performance have historically outpaced energy efficiency gains. The document highlights the unquantified environmental costs of these essential research activities.

Why it matters

The unquantified and growing energy and CO2 footprint of essential climate modeling research presents a strategic challenge. It necessitates a re-evaluation of resource allocation and technological development to ensure that climate research, which aims to address environmental sustainability, does not disproportionately contribute to environmental burden through its operational demands.

Key insights

  • Earth System Models (ESMs) depend heavily on High-Performance Computing (HPC) for global climate simulations.
  • Computational demands for ESMs are increasing due to finer spatial grid resolutions, integration of complex biogeochemical processes, and larger climate ensembles.
  • Growth in peak computing performance (FLOP/s) has outpaced energy efficiency improvements (FLOP/Watt).
  • This imbalance contributes to increasing total HPC power consumption.
  • The computational and environmental costs of Model Intercomparison Projects (MIPs) have not been adequately quantified.
  • MIPs play a central role in climate research.

Source

arXiv — Computers and Society — https://arxiv.org/abs/2608.23509

Citation

Cite the original work (APA 7)

The original source is authoritative for this citation. Cite the source publication directly — this attribution is pending verification. Open the original source.

Verification

This is an authenticated AZIZ OS resource record.

Verification ID
ASA-EXE-2026-00024
Version
v1.0 · r0
Issued
31 August 2026
Resource prepared by
Aziz Shuaib Ausi
Resource status
Research Summary / Knowledge Resource
Underlying work
Energy and CO2 Footprint of Climate Model Intercomparison Projects
Original authors
Attribution requires verification
Original source
arXiv — Computers and Society
Provenance status
Attribution requires verification
Rights
Underlying publication rights remain with the respective copyright holder(s). Refer to the original source for authoritative publication and licensing information.

This verification confirms the AZIZ OS resource record and its documented provenance. It does not establish authorship of the underlying external work.

Verify this resource