Sustainability-Aware Workload Shifting Beyond Carbon Intensity
Wed 10 Jun 2026 16:20 - 16:40 at H258 - Hybrid paper presentations 2
Time- and location-shifting of computational workloads is widely proposed to reduce data-centre emissions by exploiting variation in electricity carbon intensity. However, CO2-only optimization can shift burdens to places where impacts are experienced locally, such as water withdrawals in stressed basins, worsened air-pollution exposure, and increased stress on constrained grids. We present Orca, a sustainability-aware workload shifting framework that jointly considers global climate impacts and heterogeneous local criteria. Orca integrates region- and time-dependent signals for carbon, water-stress-weighted water use, air-pollution exposure proxies, and grid-stress indicators, and formulates scheduling as a multi-objective optimization problem. Using Pareto analysis, preference weighting, and optional impact caps, Orca exposes and mitigates trade-offs between emissions reduction and local burdens. A three-region case study shows that CO2-optimal shifting can worsen local outcomes, while Orca produces context-sensitive schedules that better balance global and local sustainability objectives.
Authors: Geerd-Dietger Hoffmann and Verena Majuntke
Tue 9 JunDisplayed time zone: Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna change
Wed 10 JunDisplayed time zone: Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna change
15:45 - 17:45 | |||
15:55 20mResearch paper | Automating Inventory for Life Cycle Assessment of Computing Systems through Machine Vision Research Papers Benjamin Chedotel INSA Rennes | ||
16:20 20mResearch paper | Sustainability-Aware Workload Shifting Beyond Carbon Intensity Research Papers | ||
16:55 20mResearch paper | Design for Digital Sufficiency: Understanding User Preferences for More Sustainable Data Centers Journal First Harshit Gujral University of Toronto Link to publication DOI | ||
17:20 20mResearch paper | Check Energy Profiles to Improve Shifting Techniques Research Papers Nicolas Tirel Universite de Pau et des Pays de l’Adour, E2S UPPA, LIUPPA | ||