arXiv Artificial Intelligence

EnergyBridge: Benchmarking Household Energy Management, User Participation, and Grid Flexibility

EnergyBridge: Benchmarking Household Energy Management, User Participation, and Grid Flexibility

Quick summary

arXiv:2608.08691v1 Announce Type: new Abstract: Residential virtual power plants (VPPs) can provide grid flexibility by shifting household demand, but physical flexibility becomes dependable capacity only when residents authorize a plan and the promised response is delivered. Existing benchmarks evaluate control but omit event-specific authorization. We present EnergyBridge, a benchmark and agent framework connecting capacity reporting, household authorization, and physical execution. It combines region-specific EnergyPlus environments for Tianjin and Berlin with an LLM-based User Participatio

Key takeaways

  • arXiv:2608.08691v1 Announce Type: new Abstract: Residential virtual power plants (VPPs) can provide grid flexibility by shifting household demand, but physical flexibility becomes dependable capacity only when residents authorize a plan and the promised response is delivered.
  • Existing benchmarks evaluate control but omit event-specific authorization.
  • We present EnergyBridge, a benchmark and agent framework connecting capacity reporting, household authorization, and physical execution.

Why it matters

“EnergyBridge: Benchmarking Household Energy Management, User Participation, and Grid Flexibility” highlights the need for repeatable measurement rather than a single impressive demonstration. Independent validation across datasets and clearly stated limitations determine whether a result can guide product decisions.

Kaynak sitede devamını oku: arXiv Artificial Intelligence ↗