Original title: A Control Co-Design Framework to Optimize Sustainability with Application to Microgrid-Driven Data Centers
Tania Rifat Jahan, Donald J. Docimo · September 2026
Data centers consume a nonnegligible share of the world's energy and risk increasing both greenhouse gas emissions and electronic waste. Usually, engineers design the physical hardware and the control software separately, and they rarely make sustainability their main goal. To solve this, researchers built a control co-design framework that optimizes the physical plant and its software controller at the exact same time. The framework tracks sustainability across three whole lifecycle stages: manufacturing, operation, and disposal. When the researchers tested this setup on a microgrid-driven data center, it produced a family of sustainability metrics linked directly to system parameters. Crucially, they found that greenhouse-gas-equivalent emissions from manufacturing parts can dwarf the emissions created during the system's actual operation. Ultimately, the designs chosen by this framework achieved substantial improvements in environmental sustainability categories when compared to standard baseline design procedures.
Imagine you are designing a backpack for a long hike. You first pick the backpack size and then decide what to pack, but you might find that a bigger backpack lets you bring more gear, which makes it heavier and harder to carry. In this paper, the physical design of a data center (like the backpack) and its control software (like how you pack) are optimized together, because decisions about one affect the other. The framework also considers the environmental cost of making the backpack, using it, and disposing of it, not just the hike itself.
Data centers consume huge amounts of energy and produce greenhouse gases and electronic waste. This work shows that the pollution from manufacturing their components can be worse than from running them, so designing for sustainability must consider the entire lifecycle. The framework helps engineers optimize both the physical design and control systems to reduce overall environmental impact.
The framework is demonstrated on a single case study of a microgrid-driven data center. Its generalizability to other energy systems is not established. The sustainability metrics are categorized into three lifecycle stages, but the analysis may not capture all environmental impacts. The baseline procedures for comparison are not specified in detail.
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A Control Co-Design Framework to Optimize Sustainability with Application to Microgrid-Driven Data Centers — Tania Rifat Jahan, Donald J. Docimo
Abstract licence: CC0
Explanation generated by Synthesis from the abstract — it is not the original paper. This is a preprint, so it hasn't necessarily been peer reviewed.