27 citations · 204 across the 36 of their papers we have counts for
6 papers · 1 filter
Modeling and Optimization of Complex Building Energy Systems with Deep Neural Networks
Yize Chen, Yuanyuan Shi, Baosen Zhang
Modern buildings encompass complex dynamics of multiple electrical, mechanical, and control systems. One of the biggest hurdles in applying conventional model-based optimization an…
Optimal Battery Participation in Frequency Regulation Markets
Bolun Xu, Yuanyuan Shi, Daniel S. Kirschen +1
Battery participants in performance-based frequency regulation markets must consider the cost of battery aging in their operating strategies to maximize market profits. In this pap…
Optimal Battery Control Under Cycle Aging Mechanisms in Pay for Performance Settings
Yuanyuan Shi, Bolun Xu, Yushi Tan +2
We study the optimal control of battery energy storage under a general "pay-for-performance" setup such as providing frequency regulation and renewable integration. In these settin…
A Convex Cycle-based Degradation Model for Battery Energy Storage Planning and Operation
Yuanyuan Shi, Bolun Xu, Yushi Tan +1
A vital aspect in energy storage planning and operation is to accurately model its operational cost, which mainly comes from the battery cell degradation. Battery degradation can b…
Optimal Regulation Response of Batteries Under Cycle Aging Mechanisms
Bolun Xu, Yuanyuan Shi, Daniel S. Kirschen +1
When providing frequency regulation in a pay-for-performance market, batteries need to carefully balance the trade-off between following regulation signals and their degradation co…
Using Battery Storage for Peak Shaving and Frequency Regulation: Joint Optimization for Superlinear Gains
Yuanyuan Shi, Bolun Xu, Di Wang +1
We consider using a battery storage system simultaneously for peak shaving and frequency regulation through a joint optimization framework which captures battery degradation, opera…