Dynamic Energy Management with Scenario-Based Robust MPC

被引:0
|
作者
Wytock, Matt [1 ]
Moehle, Nicholas [1 ]
Boyd, Stephen [1 ]
机构
[1] Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USA
关键词
SYSTEMS;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We present a simple, practical method for managing the energy produced and consumed by a network of devices. Our method is based on (convex) model predictive control. We handle uncertainty using a robust model predictive control formulation that considers a finite number of possible scenarios. A key attribute of our formulation is the encapsulation of device details, an idea naturally implemented with object-oriented programming. We introduce an open-source Python library implementing our method and demonstrate its use in planning and control at various scales in the electrical grid: managing a smart home, shared charging of electric vehicles, and integrating a wind farm into the transmission network.
引用
收藏
页码:2042 / 2047
页数:6
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