Impact of Unit Commitment Constraints on Generation Expansion Planning with Renewables

被引:0
作者
Palmintier, Bryan [1 ]
Webster, Mort [1 ]
机构
[1] MIT, Engn Syst Div, Cambridge, MA 02139 USA
来源
2011 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING | 2011年
关键词
Power generation planning; Wind energy; Integer linear programming; Power system analysis computing; Carbon tax; Power generation dispatch; Power system modeling; Unit commitment;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Growing use of renewables pushes thermal generators against operating constraints - e.g. ramping, minimum output, and operating reserves - that are traditionally ignored in expansion planning models. We show how including such unit-commitment-derived details can significantly change energy production and optimal capacity mix. We introduce a method for efficiently combining unit commitment and generation expansion planning into a single mixed-integer optimization model. Our formulation groups generators into categories allowing integer commitment states from zero to the installed capacity. This formulation scales well, runs much faster (e.g. 5000x) than individual plant binary decisions, and makes the combined model computationally tractable for large systems (hundreds of generators) at hourly time resolutions (8760 hours) using modern solvers on a personal computer. We show that ignoring these constraints during planning can result in a sub-optimal capacity mix with significantly higher operating costs (17%) and carbon emissions (39%) and/or the inability to meet emissions targets.
引用
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页数:7
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