48 citations · 52 across the 5 of their papers we have counts for
5 papers
Multi-market Energy Optimization with Renewables via Reinforcement Learning
Lucien Werner, Peeyush Kumar
This paper introduces a deep reinforcement learning (RL) framework for optimizing the operations of power plants pairing renewable energy with storage. The objective is to maximize…
Tractable Identification of Electric Distribution Networks
Ognjen Stanojev, Lucien Werner, Steven Low +1
The identification of distribution network topology and parameters is a critical problem that lays the foundation for improving network efficiency, enhancing reliability, and incre…
WiSoSuper: Benchmarking Super-Resolution Methods on Wind and Solar Data
Rupa Kurinchi-Vendhan, Björn Lütjens, Ritwik Gupta +2
The transition to green energy grids depends on detailed wind and solar forecasts to optimize the siting and scheduling of renewable energy generation. Operational forecasts from n…
Learning Graphs from Linear Measurements: Fundamental Trade-offs and Applications
Tongxin Li, Lucien Werner, Steven H. Low
We consider a specific graph learning task: reconstructing a symmetric matrix that represents an underlying graph using linear measurements. We present a sparsity characterization…
A topographic mechanism for arcing of dryland vegetation bands
Punit Gandhi, Lucien Werner, Sarah Iams +2
Banded patterns consisting of alternating bare soil and dense vegetation have been observed in water-limited ecosystems across the globe, often appearing along gently sloped terrai…