论文标题

建模耦合电力和气体系统中的不确定性 - 值得付出努力吗?

Modelling uncertainty in coupled electricity and gas systems -- is it worth the effort?

论文作者

Riepin, Iegor, Möbius, Thomas, Müsgens, Felix

论文摘要

电力和天然气市场的相互依存关系已成为能源研究的主要主题。综合能源模型用于为企业和政策制定者提供决策,以应对能源过渡和气候变化的挑战。对复杂能源系统的分析需要大规模模型,这些模型基于广泛的数据库,跨期动力学和许多决策变量。整合此类能源系统模型会导致系统复杂性的提高。这种复杂性为能源建模者构成了一个挑战,要解决影响两个市场的多种不确定性。随机优化方法可以充分考虑投资和运营计划中的不确定性;但是,集成的大规模能源系统的随机建模进一步扩展了复杂性水平。在本文中,我们结合了综合和随机优化问题,并为欧洲电力和天然气市场的模型参数参数。我们分析和比较不确定的输入参数的影响,例如气体和电力需求,可再生能源能力以及燃料和二氧化碳价格,对集成优化问题中获得的解决方案的质量。我们的结果量化了编码不确定性作为模型的一部分的价值。虽然方法论贡献应该对能源建模者感兴趣,但我们的发现与对欧洲能源系统具有经验兴趣的行业专家和利益相关者有关。

The interdependence of electricity and natural gas markets is becoming a major topic in energy research. Integrated energy models are used to assist decision-making for businesses and policymakers addressing challenges of energy transition and climate change. The analysis of complex energy systems requires large-scale models, which are based on extensive databases, intertemporal dynamics and a multitude of decision variables. Integrating such energy system models results in increased system complexity. This complexity poses a challenge for energy modellers to address multiple uncertainties that affect both markets. Stochastic optimisation approaches enable an adequate consideration of uncertainties in investment and operation planning; however, stochastic modelling of integrated large-scale energy systems further scales the level of complexity. In this paper, we combine integrated and stochastic optimisation problems and parametrise our model for European electricity and gas markets. We analyse and compare the impact of uncertain input parameters, such as gas and electricity demand, renewable energy capacities and fuel and CO2 prices, on the quality of the solution obtained in the integrated optimisation problem. Our results quantify the value of encoding uncertainty as a part of a model. While the methodological contribution should be of interest for energy modellers, our findings are relevant for industry experts and stakeholders with an empirical interest in the European energy system.

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