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Author

Heng-Di Wang

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#edge computing Nov 2026

Multi-Tenant Edge AI as a Virtual Power Plant via Online Auction-Driven Energy Scheduling

We innovatively propose that the modern edge computing infrastructure equipped with battery energy storage can actively operate as a Virtual Power Plant (VPP) to support grid stability through real-time energy dispatch. However, the edge infrastructure does not directly control the workload of the edge AI services that...

Heng-Di Wang, Lei Jiao, Kong-Lin Zhu et al. · 1 citation
#large language models Book Open access Sep 2026

Online Scheduling of Battery-Aware Speculative Decoding for Energy-Efficient Cloud-Edge Collaborative LLM Inference

This work designs a learning-centric algorithmic framework which employs bandit learning to address the intractability and manage draft length selection in the first subproblem and applies online learning to address the online uncertainty and manage battery states and grid-energy use in the second subproblem, both with...

Heng-Di Wang, Lei Jiao, Kong-Lin Zhu et al. · 0 citations

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