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Electrical Engineering and Systems Science > Systems and Control

arXiv:2509.01459 (eess)
[Submitted on 1 Sep 2025 ]

Title: Semantic Technologies in Practical Demand Response: An Informational Requirement-based Roadmap

Title: 基于信息需求的实用需求响应语义技术:路线图

Authors:Ozan Baris Mulayim, Yuvraj Agarwal, Mario Bergés, Steve Schaefer, Mitali Shah, Derek Supple
Abstract: The future grid will be highly complex and decentralized, requiring sophisticated coordination across numerous human and software agents that manage distributed resources such as Demand Response (DR). Realizing this vision demands significant advances in semantic interoperability, which enables scalable and cost-effective automation across heterogeneous systems. While semantic technologies have progressed in commercial building and DR domains, current ontologies have two critical limitations: they are often developed without a formal framework that reflects real-world DR requirements, and proposals for integrating general and application-specific ontologies remain mostly conceptual, lacking formalization or empirical validation. In this paper, we address these gaps by applying a formal ontology evaluation/development approach to define the informational requirements (IRs) necessary for semantic interoperability in the area of incentive-based DR for commercial buildings. We identify the IRs associated with each stage of the wholesale incentive-based DR process, focusing on the perspective of building owners. Using these IRs, we evaluate how well existing ontologies (Brick, DELTA, and EFOnt) support the operational needs of DR participation. Our findings reveal substantial misalignments between current ontologies and practical DR requirements. Based on our assessments, we propose a roadmap of necessary extensions and integrations for these ontologies. This work ultimately aims to enhance the interoperability of today's and future smart grid, thereby facilitating scalable integration of DR systems into the grid's complex operational framework.
Abstract: 未来电网将高度复杂且去中心化,需要在管理分布式资源(如需求响应DR)的众多人类和软件代理之间进行复杂的协调。 实现这一愿景需要在语义互操作性方面取得重大进展,这使得跨异构系统的可扩展且成本效益高的自动化成为可能。 虽然语义技术在商业建筑和DR领域已经有所进展,但当前本体存在两个关键限制:它们通常是在没有反映现实世界DR需求的正式框架的情况下开发的,以及将通用本体和应用特定本体集成的建议大多停留在概念层面,缺乏形式化或实证验证。 在本文中,我们通过应用形式化的本体评估/开发方法,来定义激励型DR在商业建筑领域实现语义互操作性所需的信息要求(IRs)。 我们确定了与批发激励型DR流程每个阶段相关的信息要求,重点是从建筑业主的角度出发。 利用这些IRs,我们评估了现有本体(Brick、DELTA和EFOnt)在支持DR参与操作需求方面的效果。 我们的研究结果揭示了当前本体与实际DR需求之间的显著不一致。 基于我们的评估,我们提出了对这些本体的必要扩展和集成路线图。 这项工作最终旨在提高当今和未来智能电网的互操作性,从而促进DR系统在电网复杂运营框架中的可扩展集成。
Comments: Under review by journal of Advanced Engineering Informatics. It includes 25 pages, 7 figures, 8 tables,
Subjects: Systems and Control (eess.SY) ; Software Engineering (cs.SE)
Cite as: arXiv:2509.01459 [eess.SY]
  (or arXiv:2509.01459v1 [eess.SY] for this version)
  https://doi.org/10.48550/arXiv.2509.01459
arXiv-issued DOI via DataCite

Submission history

From: Ozan Baris Mulayim [view email]
[v1] Mon, 1 Sep 2025 13:22:43 UTC (1,008 KB)
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