Arbitraging Intraday Wholesale Energy Market Prices With Aggregations of Thermostatic Loads

被引:165
|
作者
Mathieu, Johanna L. [1 ]
Kamgarpour, Maryam [2 ]
Lygeros, John [2 ]
Andersson, Goeran [3 ]
Callaway, Duncan S. [4 ]
机构
[1] Univ Michigan, Dept Elect Engn & Comp Sci, Ann Arbor, MI 48109 USA
[2] ETH, Automat Control Lab, CH-8092 Zurich, Switzerland
[3] ETH, Power Syst Lab, CH-8092 Zurich, Switzerland
[4] Univ Calif Berkeley, Energy & Resources Grp, Berkeley, CA 94720 USA
基金
美国国家科学基金会;
关键词
Arbitrage; demand response; electricity prices; optimal control; thermostatically controlled loads;
D O I
10.1109/TPWRS.2014.2335158
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We investigate the potential for aggregations of residential thermostatically controlled loads (TCLs), such as air conditioners, to arbitrage intraday wholesale electricity market prices via non-disruptive load control. We present two arbitrage approaches: 1) a benchmark that gives us an optimal policy but requires local computation or real-time communication and 2) an alternative based on a thermal energy storage model, which relies on less computation/communication infrastructure, but is suboptimal. We find that the alternative approach achieves around 60%-80% of the optimal wholesale energy cost savings. We use this approach to compute practical upper bounds for savings via arbitrage with air conditioners in California's intraday energy market. We investigate six sites over four years and find that the savings range from $2-$37 per TCL per year, and depend upon outdoor temperature statistics and price volatility.
引用
收藏
页码:763 / 772
页数:10
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