完全灵活的能源系统优化时间分辨率

IF 10.1 1区 工程技术 Q1 ENERGY & FUELS
Zhi Gao , Matteo Gazzani , Diego A. Tejada-Arango , Abel Soares Siqueira , Ni Wang , Madeleine Gibescu , Germán Morales-España
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引用次数: 0

摘要

为了在多部门、多技术的大背景下实现向可持续能源系统的及时过渡,决策者和行业从业者可以依靠时间和空间离散化的能源系统优化模型。然而,由于问题的复杂性不断增加,特别是由于时间离散化,这种模型的计算成本往往很高。降低计算成本的常用策略是均匀地降低时间分辨率,牺牲解决方案的质量。鉴于此,我们提出了一个完全灵活时间分辨率的概念和公式,其中每个决策变量和约束都可以有一个单独的时间分辨率。在详细介绍该公式后,我们通过将其应用于欧盟范围内的案例研究来证明其能力,该案例研究优化了不同国家互联能源系统的容量投资和运营决策。我们表明,所提出的灵活公式允许我们灵活地删除不需要的变量和约束,而不会失去精度,并简化时间离散化(例如,在空间中),同时通过加速计算和限制精度损失来推动帕累托前沿。最后,我们强调了采用完全灵活的时间分辨率的前景,并鼓励未来的研究在我们的例子之外探索进一步的时间分辨率配置。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Fully flexible temporal resolution for energy system optimization
In order to achieve a timely transition towards sustainable energy systems within a large landscape of multi-sectors and multi-technologies, decision-makers and industry practitioners can rely on time- and space-discretized energy system optimization models. However, such models are often burdened by the computational costs arising from the growing problem complexity, which is especially due to the time discretization. The common strategy to lower the computational cost is to uniformly reduce the temporal resolution, sacrificing the quality of the solution. In light of this, we propose the concept and a formulation of fully flexible temporal resolution, wherein each decision variable and constraint can have a separate temporal resolution. After introducing the formulation in detail, we demonstrate its capability by applying it to an EU-wide case study optimizing both capacity investment and operation decisions of the inter-connected energy system across the different countries. We show that the proposed flexible formulation allows us to flexibly remove variables and constraints that are not needed without losing accuracy, and to simplify the time discretization (e.g., in space) while pushing the Pareto front by simultaneously speeding up computation and limiting losses in accuracy. In conclusion, we highlight the promise of adopting fully flexible temporal resolution and encourage future research to explore further temporal resolution configurations beyond our examples.
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来源期刊
Applied Energy
Applied Energy 工程技术-工程:化工
CiteScore
21.20
自引率
10.70%
发文量
1830
审稿时长
41 days
期刊介绍: Applied Energy serves as a platform for sharing innovations, research, development, and demonstrations in energy conversion, conservation, and sustainable energy systems. The journal covers topics such as optimal energy resource use, environmental pollutant mitigation, and energy process analysis. It welcomes original papers, review articles, technical notes, and letters to the editor. Authors are encouraged to submit manuscripts that bridge the gap between research, development, and implementation. The journal addresses a wide spectrum of topics, including fossil and renewable energy technologies, energy economics, and environmental impacts. Applied Energy also explores modeling and forecasting, conservation strategies, and the social and economic implications of energy policies, including climate change mitigation. It is complemented by the open-access journal Advances in Applied Energy.
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