21 citations · 45 across the 5 of their papers we have counts for
6 papers
WattScale: A Data-driven Approach for Energy Efficiency Analytics of Buildings at Scale
Srinivasan Iyengar, Stephen Lee, David Irwin +2
Buildings consume over 40% of the total energy in modern societies, and improving their energy efficiency can significantly reduce our energy footprint. In this paper, we present \…
Peak Forecasting for Battery-based Energy Optimizations in Campus Microgrids
Akhil Soman, Amee Trivedi, David Irwin +3
Battery-based energy storage has emerged as an enabling technology for a variety of grid energy optimizations, such as peak shaving and cost arbitrage. A key component of battery-d…
No Reservations: A First Look at Amazon's Reserved Instance Marketplace
Pradeep Ambati, David Irwin, Prashant Shenoy
Cloud users can significantly reduce their cost (by up to 60\%) by reserving virtual machines (VMs) for long periods (1 or 3 years) rather than acquiring them on demand. Unfortunat…
Emission-aware Energy Storage Scheduling for a Greener Grid
Rishikesh Jha, Stephen Lee, Srinivasan Iyengar +3
Reducing our reliance on carbon-intensive energy sources is vital for reducing the carbon footprint of the electric grid. Although the grid is seeing increasing deployments of clea…
SunDown: Model-driven Per-Panel Solar Anomaly Detection for Residential Arrays
Menghong Feng, Noman Bashir, Prashant Shenoy +2
There has been significant growth in both utility-scale and residential-scale solar installations in recent years, driven by rapid technology improvements and falling prices. Unlik…
AI on the Edge: Rethinking AI-based IoT Applications Using Specialized Edge Architectures
Qianlin Liang, Prashant Shenoy, David Irwin
Edge computing has emerged as a popular paradigm for supporting mobile and IoT applications with low latency or high bandwidth needs. The attractiveness of edge computing has been…