Distributionally robust economic scheduling of a hybrid hydro/solar/pumped-storage system considering the bilateral contract flexible decomposition and day-ahead market bidding

IF 9.7 1区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Journal of Cleaner Production Pub Date : 2023-11-01 DOI:10.1016/j.jclepro.2023.139344
Li Pan, Xiao Xu, Yuyan Yang, Junyong Liu, Weihao Hu
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Abstract

A hybrid renewable energy system (HRES) utilizes the coaction of diverse energy to enhance energy efficiency while improving economic benefit. Under the paradigm of the electricity market, the HRES decomposes bilateral contract (BC) signed in the medium to long-term market and bids in the spot market are a promising way to get more revenue while ensuring basic profits by exploiting the synergy of different markets. However, the scheme of BC decomposition and the uncertainties of renewable energy affect the revenue of HRES scheduling. This paper proposes an optimal scheduling model for HRES to perform the BC flexible decomposition while bidding in the day-ahead energy market to maximize total revenue. The HRES is a real system located in Southwest China, and its constituent units are a pumped storage, two hydropower, and two solar stations. The Wasserstein metric ambiguity set is adopted to portray the uncertainty of available solar power and the forecasted market price error. Then, the proposed model is formulated as a distributionally robust chance-constrained scheduling model. Finally, the conditional value-at-risk approximation and strong duality are employed to reformulate this model into a tractable problem. The numerical results show that the proposed model can increase the total profit of HRES by 2.26 % (i.e., 2.56 × 104 DKK) compared to the case of fixed BC decomposition and bidding. Moreover, the impact analysis related to the ambiguity set and risk tolerance of uncertainty on total revenue of the proposed model is also presented, which provides the measure for the HRES to trade-off the robustness and economy of the solution.
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考虑双边合同柔性分解和日前市场竞价的水电/太阳能/抽水蓄能混合系统分布式鲁棒经济调度
混合可再生能源系统利用多种能源的相互作用,在提高能源效率的同时提高经济效益。在电力市场范式下,HRES在中长期市场上分解签订双边合同(BC),在现货市场上投标,是利用不同市场的协同效应,在保证基本利润的同时获得更多收益的有效途径。然而,BC分解方案和可再生能源的不确定性影响了HRES调度的收益。本文提出了HRES在日前能源市场竞价时进行BC柔性分解的最优调度模型,以实现总收益最大化。HRES是一个位于中国西南地区的真实系统,其组成单元是一个抽水蓄能电站、两个水电站和两个太阳能电站。采用Wasserstein度量模糊集来描述可用太阳能的不确定性和预测的市场价格误差。然后,将该模型表述为分布式鲁棒机会约束调度模型。最后,利用条件风险值近似和强对偶性将该模型转化为可处理问题。数值结果表明,与固定BC分解和竞标相比,该模型可使HRES的总利润提高2.26%(即2.56 × 104 DKK)。此外,本文还分析了不确定性的模糊集和风险容忍度对模型总收入的影响,为HRES权衡方案的鲁棒性和经济性提供了衡量标准。
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来源期刊
Journal of Cleaner Production
Journal of Cleaner Production 环境科学-工程:环境
CiteScore
20.40
自引率
9.00%
发文量
4720
审稿时长
111 days
期刊介绍: The Journal of Cleaner Production is an international, transdisciplinary journal that addresses and discusses theoretical and practical Cleaner Production, Environmental, and Sustainability issues. It aims to help societies become more sustainable by focusing on the concept of 'Cleaner Production', which aims at preventing waste production and increasing efficiencies in energy, water, resources, and human capital use. The journal serves as a platform for corporations, governments, education institutions, regions, and societies to engage in discussions and research related to Cleaner Production, environmental, and sustainability practices.
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