基于激励的住宅需求响应的异质性弹性价值评估

IF 3.6 3区 计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS
Bahareh Kargar;Elson Cibaku;Sangwoo Park
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引用次数: 0

摘要

在现代电力系统中,基于激励的需求响应(IBDR)方案在提高电网稳定性和降低峰值负荷方面发挥着至关重要的作用。然而,现有的IBDR计划往往依赖于总需求模型,忽视了异质性消费者行为和特定设备需求弹性的影响。本研究通过开发三种优化模型来评估在IBDR项目中整合异构弹性值的价值,这些模型的粒度级别越来越高:1)聚合弹性模型,2)特定于设备的弹性模型,以及3)特定于客户和设备的弹性模型。此外,本研究将输电线路损耗纳入模型,提供了对配电系统效率的现实评估。使用实际住宅用电量数据的对比分析表明,集成特定于电器的弹性可以显著提高经济效率,而添加特定于客户的粒度则会产生边际的额外效益。利用现实居民用电量数据进行对比分析发现,整合特定于家电的弹性可提高6.29%的经济效率,而特定于消费者的粒度仅能产生0.92%的边际额外效益。这些发现为负载服务实体(lse)和决策者设计更有效的IBDR计划提供了有价值的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Assessing the Value of Heterogeneous Elasticities for Incentive-Based Residential Demand Response
Incentive-based demand response (IBDR) programs play a crucial role in enhancing grid stability and reducing peak loads in modern power systems. However, existing IBDR programs often rely on aggregate demand models, overlooking the impact of heterogeneous consumer behaviors and appliance-specific demand elasticities. This study assesses the value of incorporating heterogeneous elasticity values in IBDR programs by developing three optimization models with increasing levels of granularity: 1) an aggregate elasticity model, 2) an appliance-specific elasticity model, and 3) a customer and appliance-specific elasticity model. Furthermore, this study incorporates transmission line losses into the models, providing a realistic assessment of distribution system efficiency. Comparative analysis using realistic residential electricity consumption data reveals that integrating appliance-specific elasticity significantly improves economic efficiency, while adding customer-specific granularity yields marginal additional benefits. Comparative analysis using realistic residential electricity consumption data reveals that integrating appliance-specific elasticity improves economic efficiency by 6.29%, while customer-specific granularity yields only a marginal additional benefit of 0.92%. These findings offer valuable insights for load-serving entities (LSEs) and policymakers in designing more efficient IBDR programs.
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来源期刊
IEEE Access
IEEE Access COMPUTER SCIENCE, INFORMATION SYSTEMSENGIN-ENGINEERING, ELECTRICAL & ELECTRONIC
CiteScore
9.80
自引率
7.70%
发文量
6673
审稿时长
6 weeks
期刊介绍: IEEE Access® is a multidisciplinary, open access (OA), applications-oriented, all-electronic archival journal that continuously presents the results of original research or development across all of IEEE''s fields of interest. IEEE Access will publish articles that are of high interest to readers, original, technically correct, and clearly presented. Supported by author publication charges (APC), its hallmarks are a rapid peer review and publication process with open access to all readers. Unlike IEEE''s traditional Transactions or Journals, reviews are "binary", in that reviewers will either Accept or Reject an article in the form it is submitted in order to achieve rapid turnaround. Especially encouraged are submissions on: Multidisciplinary topics, or applications-oriented articles and negative results that do not fit within the scope of IEEE''s traditional journals. Practical articles discussing new experiments or measurement techniques, interesting solutions to engineering. Development of new or improved fabrication or manufacturing techniques. Reviews or survey articles of new or evolving fields oriented to assist others in understanding the new area.
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