arXiv:2504.03595cs.CL2025-04被引 1

扩展能源物联网标准,支持设备灵活调度与不确定性建模

Extending the SAREF4ENER Ontology with Flexibility Based on FlexOffers

  • 将FlexOffers模型完整融入SAREF4ENER,实现设备无关的灵活性描述
  • 可精准建模电动车、电池、热泵等高级设备的柔性能力
  • 保留向后兼容性,适用于智能建筑等实际能源系统部署

能源系统中应对可再生能源大规模接入的关键是灵活性,即在时间和数量上调整用电负荷的能力。尽管已有多种灵活性建模方法,但精确模型在长周期或大量设备场景下难以扩展。为此,提出了具有高精度和良好扩展性的设备无关近似模型FlexOffers。在实际应用中,需通过标准化语义本体实现智能设备与市场系统的灵活数据交互,而当前主流能源本体标准SAREF4ENER对灵活性的支持有限,无法满足关键用例需求。本文提出对SAREF4ENER的扩展,完整集成整个FlexOffers模型,支持先进应用场景,同时保持向后兼容。该新本体模块能准确描述电动车、电池、热泵等高级设备的灵活性,并捕捉多种柔性负荷固有的不确定性。

原文摘要 · Abstract (English)

A key element to support the increased amounts of renewable energy in the energy system is flexibility, i.e., the possibility of changing energy loads in time and amount. Many flexibility models have been designed; however, exact models fail to scale for long time horizons or many devices. Because of this, the FlexOffers model has been designed, to provide device-independent approximations of flexibility with good accuracy, and much better scaling for long time horizons and many devices. An important aspect of the real-life implementation of energy flexibility is enabling flexible data exchange with many smart energy appliances and market systems, e.g., in smart buildings. For this, ontologies standardizing data formats are required. However, the current industry standard ontology for integrating smart devices for energy purposes, SAREF for Energy Flexibility (SAREF4ENER), only has limited support for flexibility and thus cannot support important use cases. In this paper, we propose an extension of SAREF4ENER that integrates full support for the complete FlexOffer model, including advanced use cases, while maintaining backward compatibility. This novel ontology module can accurately describe flexibility for advanced devices such as electric vehicles, batteries, and heat pumps. It can also capture the inherent uncertainty associated with many flexible load types.

能源物联网语义本体灵活性建模智能建筑

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