Title :
Direct load control for electricity market risk management via risk-limiting dynamic contracts
Author :
Insoon Yang ; Callaway, D.S. ; Tomlin, C.J.
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Univ. of California, Berkeley, Berkeley, CA, USA
fDate :
Sept. 30 2014-Oct. 3 2014
Abstract :
This paper proposes a new direct load control framework that provides financial risk management solutions for real-time electricity markets. In this program, a load-serving entity makes risk-limiting dynamic contracts with its customers to optimally manage its revenue and risk. This risk is generated by both price volatility and demand uncertainty regarding distributed renewable generation as negative load. The key feature of our contract method is its risk-limiting capability: the amount of risk transferred to each customer is less than or equal to a pre-specified threshold. This is achieved by formulating the contract design problem as mean-variance constrained risk-sensitive control. We develop a dynamic programming-based solution approach. We demonstrate the performance of the proposed contracts by using locational marginal price (LMP) data from the Electricity Reliability Council of Texas and data on the electric energy consumption of customers in Austin, Texas. The numerical experiments suggest that the proposed direct load control program efficiently manages the load-serving entity´s and its customers´ risks even when the load-serving entity passes the wholesale electricity price to the customers.
Keywords :
contracts; dynamic programming; financial management; load regulation; power markets; risk management; Electricity Reliability Council of Texas; LMP; contract design problem; demand uncertainty; direct load control; distributed renewable generation; dynamic programming-based solution approach; electric energy consumption; electricity market risk management; financial risk management solutions; load-serving entity; locational marginal price; mean-variance constrained risk-sensitive control; price volatility; real-time electricity markets; risk-limiting capability; risk-limiting dynamic contracts; wholesale electricity price; Contracts; Data models; Energy consumption; Load flow control; Load modeling; Real-time systems; Silicon;
Conference_Titel :
Communication, Control, and Computing (Allerton), 2014 52nd Annual Allerton Conference on
Conference_Location :
Monticello, IL
DOI :
10.1109/ALLERTON.2014.7028572