Orlando Joaqui-Barandica, Diego F. Manotas-Duque, Jorge M. Uribe
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引用次数: 0
摘要
能源发电投资组合优化的研究通常是从财务角度出发的。这项研究解决了一个独特的挑战:在全球化的电力市场中,确定哪些公司应该在专业化过程中保留气候风险保护。利用阿根廷106家发电厂的天气和发电数据,我们采用了综合投资组合优化工具。这些工具最初是为金融指数基金设计的,它们帮助我们构建了一个电厂投资组合,以实现弹性能源组合。结果通过分析不同的投资组合配置,我们发现了最适合保留的公司,其中工厂数量是迭代调整的。在模型的每次迭代中,我们选择了一组具有代表性的植物,这些植物将气候风险降到最低,这有时会导致一种植物被包括在一个投资组合中,而不是另一个。该方法确定了多元化和气候适应型能源组合所必需的特定公司和技术,同时确保在面对多变天气条件时向专业化和稳定发电风险的战略过渡。本文提出了全球化能源市场专业化的突破性解决方案。通过投资组合优化,我们确定了阿根廷转型每个阶段的关键公司。像Parque Eólico La Genoveva和Complejo hidroelsamictrico Centrales Cacheuta Alvarez Condarco这样的公司展示了风能和水力发电所需的平衡。这些见解应用于指导政策制定者在保持发电风险稳定的同时,确保可控和有效的过渡。
Pathways to specialized renewable energy generation: insights from integer portfolio optimization in a globalized electricity market
Background
Research on portfolio optimization for energy generation often does so from a financial perspective. This study addressed a unique challenge: determining which companies, amidst a globalized electricity market, should be retained for climate risk preservation during specialization. Utilizing weather and generation data from 106 power plants across Argentina, we adapted integer-portfolio-optimization tools. Originally designed for financial index funds, these tools helped us construct a portfolio of power plants for a resilient energy mix.
Results
Our findings revealed optimal companies for retention by analyzing different portfolio configurations, where the number of plants was adjusted iteratively. In each iteration of the model, we selected a set of representative plants that minimize climate risk, which sometimes resulted in a plant being included in one portfolio but not another. This approach identified the specific companies and technologies essential for a diversified and climate-resilient energy portfolio while ensuring a strategic transition toward specialization and stabilizing generation risk in the face of variable weather conditions.
Conclusions
This paper presents a groundbreaking solution for specialization in a globalized energy market. Through portfolio optimization, we identified pivotal companies for each stage of the transition in Argentina. Firms like Parque Eólico La Genoveva and Complejo Hidroeléctrico Centrales Cacheuta Alvarez Condarco, showcased the balance needed for wind and hydroelectric sources. These insights should be used to guide policymakers to ensure a controlled and effective transition while maintaining stable generation risk.
期刊介绍:
Energy, Sustainability and Society is a peer-reviewed open access journal published under the brand SpringerOpen. It covers topics ranging from scientific research to innovative approaches for technology implementation to analysis of economic, social and environmental impacts of sustainable energy systems.