面向可解释运维的建筑集成光伏、电池储能与建筑能源灵活性信息集成的领域本体

Domain ontology to integrate building-integrated photovoltaic, battery energy storage, and building energy flexibility information for explicable operation and maintenance

Computers in Industry · 2025
被引 11
ABS 3

中文导读

开发了一个名为BIPV-BES-BEF的领域本体,整合建筑集成光伏、电池储能和建筑能源灵活性系统的运维信息,通过标准丰富本体语义并利用现有本体资源,最终包含2595个公理和649个类,支持数据集成与知识推理。

Abstract

Building-integrated photovoltaics (BIPV) incorporated with battery energy storage (BES) and building energy flexibility (BEF) system is nowadays increasingly prevalent. During the operation and maintenance (O&M) of BIPV, BES, and BEF, various knowledge is contained and generated. This highlights information interaction among systems and the demand for incorporating diverse domain knowledge. However, these systems remain relatively isolated during O&M and suffer from inadequate machine-readable knowledge representation. In the era of semantic web technology, ontology-based methods are promising to integrate heterogeneous information. This study developed a domain ontology named “BIPV-BES-BEF” to integrate BIPV, BES, and BEF O&M information by enriching ontology semantics through relevant standards and leveraging existing ontology resources. In the process ontology construction, classes associated with BIPV, BES, and BEF were initially identified from relevant ontologies based on concepts in authorized codes. The classes with high cosine similarity within these recognized classes were subsequently integrated. Concepts and rules concerning the O&M of BIPV, BES, and BEF from relevant standards were then incorporated to the ontology and semantic web rules. The resulting ontology consists of a total of 2595 axioms and 649 classes, encompassing comprehensive concepts related to BIPV, BES, and BEF components, system specifics, assessment criteria, as well as O&M elements. The built ontology was assessed to be coherent and capable of reasoning through the built knowledge. This study contributes to an ontology purposing BIPV, BES, and BEF O&M, highlighting the potential of ontology-based approaches in BIPV, BES, and BEF data integration and knowledge inference. • An ontology for photovoltaic, battery, and building operation and maintenance. • SWRL rules of photovoltaic, battery, and building operation and maintenance. • Extendable and open-source ontology developed for industry usage.

建筑集成光伏电池储能建筑能源灵活性本体运维