不同需求侧管理策略和季节下电热水器的负载灵活性量化

IF 6.7 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Journal of building engineering Pub Date : 2024-09-12 DOI:10.1016/j.jobe.2024.110724
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引用次数: 0

摘要

本研究考虑了各种需求侧管理(DSM)策略和季节,探讨了家用热水器的负荷灵活性。开发了电阻式热水器(EWH)的物理数据驱动模型。提出了一种数据驱动方法来确定 EWH 模型的模型参数,从而在不了解 EWH 详细具体物理参数的情况下推断模型参数。这种方法为所开发模型在实际工程中的应用提供了极大的便利。模型验证结果表明,所开发的 EWH 模型非常准确,相对均方根误差为 1.9%。在验证模型的基础上,利用四个评估指标,量化了 EWH 在七种 DSM 策略下和五个典型季节日的负荷灵活性潜力。此外,还提出了一个综合量化指标,用于比较 EWH 在不同策略和季节下的负荷灵活性。结果表明,在典型的夏季,EWH 的负荷灵活性最大,综合量化指数为 50.3%,而在其他四个典型的季节性日子,综合量化指数分别为 37.2%、35.0%、30.1% 和 20.5%。在不同季节应用七种用电需求管理策略的建议,为在实际环境中对 EWH 进行需求方管理提供了指导。根据灵敏度分析结果,还提出了两点改进永利娱乐网站产品的建议,以提高永利娱乐网站的负荷灵活性,为永利娱乐网站制造商进一步开发永利娱乐网站产品提供指导。
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Load flexibility quantification of electric water heaters under various demand-side management strategies and seasons

The load flexibility of domestic water heaters was explored considering various demand-side management (DSM) strategies and seasons in this study. Physics-data driven models for electric resistance water heaters (EWHs) were developed. A data-driven approach was proposed to identify the model parameters of EWH models, enabling the inference of model parameters without knowledge of the detailed specific physical parameters of EWHs. This method provides substantial convenience for the application of the developed models in practical engineering. The model validation results indicate the accuracy of the developed EWH model, with a relative root mean square error of 1.9 %. Based on the validated model, the load flexibility potential of EWHs was quantified under seven DSM strategies and on five typical seasonal days, utilizing four evaluation indicators. Additionally, an integrated quantification index was proposed to compare the load flexibility of EWHs under various strategies and seasons. Results show that EWH's load flexibility is the greatest on a typical summer day, with the integrated quantification index being 50.3 %, while it is 37.2 %, 35.0 %, 30.1 %, and 20.5 % on the other four typical seasonal days. Recommendations for the application of the seven DSM strategies in different seasons were provided, offering guidance for the demand-side management of EWHs in real-world settings. Two suggestions for the improvement of EWH products were offered to enhance the load flexibility of EWHs based on the sensitivity analysis results, providing guidance to EWH manufacturers for the further development of EWH products.

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来源期刊
Journal of building engineering
Journal of building engineering Engineering-Civil and Structural Engineering
CiteScore
10.00
自引率
12.50%
发文量
1901
审稿时长
35 days
期刊介绍: The Journal of Building Engineering is an interdisciplinary journal that covers all aspects of science and technology concerned with the whole life cycle of the built environment; from the design phase through to construction, operation, performance, maintenance and its deterioration.
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