Two-stage stochastic programming based model predictive control strategy for microgrid energy management under uncertainties | |
Li ZW(李忠文)![]() ![]() ![]() ![]() ![]() | |
2016 | |
会议名称 | International Conference on Probabilistic Methods Applied to Power Systems |
会议日期 | October 16-20, 2016 |
会议地点 | Beijing |
关键词 | energy management microgrid model predictive control stochastic programming uncertainty |
页码 | 1-6 |
通讯作者 | 李忠文 |
中文摘要 | Microgrids (MGs) are presented as a cornerstone of smart grid, which can integrate intermittent renewable energy sources (RES), storage system, and local loads environmentally and reliably. Due to the randomness in RES and load, a great challenge lies in the optimal operation of MGs. Two-stage stochastic programming (SP) can involve the forecast uncertainties of load demand, photovoltaic (PV) and wind production in the optimization model. Thus, through two-stage SP, a more robust scheduling plan is derived, which minimizes the risk from the impact of uncertainties. The model predictive control (MPC) can effectively avoid short sighting and further compensate the uncertainty within the MG through a feedback mechanism. In this paper, a two-stage SP based MPC stratey is proposed for microgrid energy management under uncertainties, which combines the advantages of both two-stage SP and MPC. The results of numerical experiments explicitly demonstrate the benefits of the proposed strategy. |
收录类别 | EI ; CPCI(ISTP) |
产权排序 | 1 |
会议录 | 2016 International Conference on Probabilistic Methods Applied to Power Systems (PMAPS)
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会议录出版者 | IEEE |
会议录出版地 | New York |
语种 | 英语 |
ISBN号 | 978-1-5090-1971-7 |
WOS记录号 | WOS:000392327900032 |
内容类型 | 会议论文 |
源URL | [http://ir.sia.cn/handle/173321/19515] ![]() |
专题 | 沈阳自动化研究所_工业控制网络与系统研究室 |
推荐引用方式 GB/T 7714 | Li ZW,Zang CZ,Zeng P,et al. Two-stage stochastic programming based model predictive control strategy for microgrid energy management under uncertainties[C]. 见:International Conference on Probabilistic Methods Applied to Power Systems. Beijing. October 16-20, 2016. |
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