22 citations · 71 across the 12 of their papers we have counts for
3 papers · 1 filter
Peak-Aware One-Way Trading: Competitive and Learning-Augmented Algorithms for Energy Procurement
Jackson Bibbens, Adam Lechowicz, Nicolas Christianson +2
We introduce peak-aware one-way trading (), an online problem in which a player must purchase a fixed quantity of an asset by a deadline, minimizing its total cost…
DCEmbed: Scalable Optimization over Neural Surrogates
Akshay Sreekumar, Nicolas Christianson, Priya L. Donti +2
Neural surrogates can accelerate large-scale optimization by replacing expensive or intractable model components with efficient learned approximations, but solving the resulting em…
Multi-Scale Datacenter Power Modulation
Akshay Sreekumar, Nicolas Christianson, Fiodar Kazhamiaka +1
Cloud datacenters must increasingly modulate power in response to time-varying grid and infrastructure constraints. We study this problem as finite-horizon control of a networked h…