Abstract

Server processors are commonly designed with conservative aging margins for worst-case lifetimes (7–10 years) and junction temperatures (up to 105° C). In practice, however, most servers operate at lower temperatures and are retired well before their nominal lifetime, leaving substantial aging margins unused. This work identifies such over-provisioning as a source of energy inefficiency and proposes elastic lifetime processors (ELPs), a design paradigm that dynamically reclaims excess aging margins to improve server energy efficiency. We develop a first-order aging-aware model that estimates the timing margin required for a target lifetime and mission profile, and quantifies the remaining reclaimable margin. The reclaimed margin can be reallocated to voltage reduction, frequency scaling, or both, improving energy–performance trade-offs without compromising reliability. Evaluated using a 16nm FinFET technology node and representative datacenter workloads, ELP achieves up to 20% higher queries per joule than a baseline operating with conservative margins. This demonstrates that aging-margin reclamation effectively reduces the energy cost of conservative lifetime provisioning in modern server processors.