A two-stage robust low-carbon operation strategy for interconnected distributed energy systems considering source-load uncertainty
Publication date
2024-08-15
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taverne
Abstract
Interconnected distributed energy systems (DESs) can facilitate multi-energy consumption, improve energy efficiency, and advance decarbonization goals. In this context, this study proposes an energy sharing framework that considers multiple uncertainties to optimize the low-carbon robust economic operation of interconnected DESs. First, a low-carbon dispatch model for DESs that includes electricity and heat sharing, integrated demand response (IDR), and low-carbon policies is constructed. Then, a two-stage robust optimization model is developed considering the source-load uncertainty, and the Karush-Kuhn-Tucker (KKT) condition is introduced to transform the max-min problem in the second stage into a single-layer issue. In addition, an approach combining the alternating direction multiplier method (ADMM) with the column-and-constraint generation algorithm (CCG) is proposed for a distributed and hierarchical solving of the two-stage energy sharing problem. Finally, to address the issue of transactional payments for energy sharing, a profit allocation model based on multi-factor contributions is developed to ensure that the benefits generated by the sharing system are fairly distributed. Based on actual data simulation, the effectiveness of the two-stage robust sharing scheme presented in this study is demonstrated for economy and carbon reduction.
Keywords
Alternating direction multiplier method-column-and-constraint generation algorithm, Distributed energy systems, Energy sharing, Low-carbon operation, Source-load uncertainty, Taverne, Building and Construction, Renewable Energy, Sustainability and the Environment, Mechanical Engineering, General Energy, Management, Monitoring, Policy and Law, SDG 7 - Affordable and Clean Energy
Citation
Zhang, S, Hu, W, Cao, X, Du, J, Zhao, Y, Bai, C, Liu, W, Tang, M, Zhan, W & Chen, Z 2024, 'A two-stage robust low-carbon operation strategy for interconnected distributed energy systems considering source-load uncertainty', Applied Energy, vol. 368, 123457. https://doi.org/10.1016/j.apenergy.2024.123457