Identifying key uncertainties in energy transitions with a Puerto Rico case study.

IF 15.7 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Kamiar Khayambashi,Andres F Clarens,William M Shobe,Negin Alemazkoor
{"title":"Identifying key uncertainties in energy transitions with a Puerto Rico case study.","authors":"Kamiar Khayambashi,Andres F Clarens,William M Shobe,Negin Alemazkoor","doi":"10.1038/s41467-025-64143-1","DOIUrl":null,"url":null,"abstract":"Deterministic energy transition planning risks uninformed decisions. Yet, the challenge of high-dimensional uncertainty-encompassing various technological, economic, social, and climatic factors-often leads to a deterministic treatment or simplification of uncertainties in planning. Here, we propose a computationally efficient framework that leverages surrogate-based sensitivity analysis to identify the key uncertainty sources driving the cost of different energy transition scenarios. We applied the proposed approach to Puerto Rico as a hurricane-prone power system that lacks efficient management. We find that changes in the frequency of hurricanes and organizational inefficiency are the two primary sources of uncertainty determining the system's total expected cost. When examining operational costs, different transition scenarios demonstrate unique key uncertainty sources. For example, the price of biofuel would mainly drive the operational cost when transitioning to a fully renewable power system. These findings can help planners by allowing them to focus on a narrower set of uncertainties in planning.","PeriodicalId":19066,"journal":{"name":"Nature Communications","volume":"1 1","pages":"9064"},"PeriodicalIF":15.7000,"publicationDate":"2025-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nature Communications","FirstCategoryId":"103","ListUrlMain":"https://doi.org/10.1038/s41467-025-64143-1","RegionNum":1,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MULTIDISCIPLINARY SCIENCES","Score":null,"Total":0}
引用次数: 0

Abstract

Deterministic energy transition planning risks uninformed decisions. Yet, the challenge of high-dimensional uncertainty-encompassing various technological, economic, social, and climatic factors-often leads to a deterministic treatment or simplification of uncertainties in planning. Here, we propose a computationally efficient framework that leverages surrogate-based sensitivity analysis to identify the key uncertainty sources driving the cost of different energy transition scenarios. We applied the proposed approach to Puerto Rico as a hurricane-prone power system that lacks efficient management. We find that changes in the frequency of hurricanes and organizational inefficiency are the two primary sources of uncertainty determining the system's total expected cost. When examining operational costs, different transition scenarios demonstrate unique key uncertainty sources. For example, the price of biofuel would mainly drive the operational cost when transitioning to a fully renewable power system. These findings can help planners by allowing them to focus on a narrower set of uncertainties in planning.
以波多黎各为例分析能源转型中的主要不确定因素。
确定性的能源转型规划会带来不知情决策的风险。然而,高维不确定性的挑战——包括各种技术、经济、社会和气候因素——往往导致对规划中的不确定性进行确定性处理或简化。在这里,我们提出了一个计算效率高的框架,利用基于替代品的敏感性分析来识别驱动不同能源转换情景成本的关键不确定性来源。我们将提议的方法应用于波多黎各,因为它是一个飓风易发的电力系统,缺乏有效的管理。我们发现飓风频率的变化和组织效率低下是决定系统总预期成本的两个主要不确定性来源。在检查运营成本时,不同的转换场景展示了独特的关键不确定性来源。例如,在向完全可再生能源系统过渡时,生物燃料的价格将主要推动运营成本。这些发现可以帮助规划者在规划中专注于更小范围的不确定因素。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Nature Communications
Nature Communications Biological Science Disciplines-
CiteScore
24.90
自引率
2.40%
发文量
6928
审稿时长
3.7 months
期刊介绍: Nature Communications, an open-access journal, publishes high-quality research spanning all areas of the natural sciences. Papers featured in the journal showcase significant advances relevant to specialists in each respective field. With a 2-year impact factor of 16.6 (2022) and a median time of 8 days from submission to the first editorial decision, Nature Communications is committed to rapid dissemination of research findings. As a multidisciplinary journal, it welcomes contributions from biological, health, physical, chemical, Earth, social, mathematical, applied, and engineering sciences, aiming to highlight important breakthroughs within each domain.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信