Residential Battery Pooling Under Backup Commitments

TL;DR

This paper compares standalone and pooled control strategies for residential batteries providing backup during outages and market services, analyzing their economic benefits under various backup duration constraints.

Contribution

It introduces a model predictive control framework to evaluate the economic tradeoffs of pooling residential batteries with household backup guarantees.

Findings

Pooling remains beneficial but its value declines as backup duration requirements increase.

Standalone control yields higher weekly margins than pooling, especially at shorter backup durations.

Pooling offers about 11.8% to 13.5% additional benefit over standalone control depending on backup cap.

Abstract

Residential batteries increasingly serve two roles: they can earn money by arbitraging wholesale prices and providing grid services, and they provide backup power during outages. This dual use creates a basic tradeoff between earning market value and preserving outage readiness. Coordination across many batteries can help, but a provider cannot treat the fleet as a single virtual battery when each household is promised its own backup protection. We compare standalone control, in which each home is dispatched independently, with pooling, in which homes are coordinated while each battery retains its own state of charge and household-specific backup requirement. Both regimes are implemented as model predictive control problems with 15-minute decision intervals and evaluated using household telemetry together with ERCOT market inputs. The empirical design focuses on the 543 homes in our sample that can support at least one backup product in standalone operation and studies backup caps ranging from 2 to 24 hours. Lower caps relax backup obligations, while the 24-hour cap coincides with assigning each home its own longest feasible backup tier. Pooling remains beneficial in this service-constrained setting, but its value declines smoothly as backup obligations tighten. Standalone firm margin ranges from \$11.06 per home per week at the 2-hour cap to \$10.79 at the 24-hour cap, while pooling benefit falls from \$1.49 to \$1.27 per home per week. Relative to standalone firm margin, pooling is worth about 13.5% at the 2-hour cap and about 11.8% at the 24-hour cap. Coordination therefore still helps after preserving household-level backup guarantees, but its value declines as backup obligations tighten.