4.7 Article

A Hybrid Stochastic-Interval Operation Strategy for Multi-Energy Microgrids

期刊

IEEE TRANSACTIONS ON SMART GRID
卷 11, 期 1, 页码 440-456

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TSG.2019.2923984

关键词

Resistance heating; Uncertainty; Space heating; Water heating; Heat pumps; Buildings; Cooling; Microgrid; multi-energy system; renewable energy; hybrid stochastic-interval approach; uncertainty

资金

  1. National Key Research and Development Program of China [2018YFB0905000]
  2. National Natural Science Foundation of China [51877189, 51761135015]
  3. Young Elite Scientists Sponsorship Program, Chinese Association of Science and Technology [2018QNRC001]
  4. Fundamental Research Funds for the Central Universities [2019QNA4029]
  5. Zhejiang University Academic Award for Outstanding Doctoral Candidates
  6. Hundred Talents Program of Zhejiang University

向作者/读者索取更多资源

Increasing deployment of distributed energy resources intensifies interactions among electric, gas, heating, and cooling systems. Inherent uncertainties ranging from internal parameters to external inputs also impose significant challenges on system operation. A coordinated scheduling method is, therefore, desired for facilitating efficient operation of multi-energy microgrids under multiple uncertainties. In this paper, a deterministic coordinated scheduling model is developed first with detailed modeling of system dynamics and device parameters to fully characterize complex interactions among multi-energy carriers. Then, a hybrid stochastic-interval method is proposed to account for heterogeneous uncertainties in decisions of operational strategies. Specifically, performance and efficiency uncertainties of distributed energy resources, and injection uncertainty of renewable sources and multi-energy demands are characterized by interval-based uncertain operation regions and probability distributions, respectively. A scenario-based two-stage algorithm is developed to solve the problem so that multiple uncertainties are preserved in the entire decision-making process. Moreover, adjustable operational strategies are determined to hedge uncertainty by considering operators' risk preferences. The validity of the proposed method is verified by comprehensive case studies on a test system.

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