Embedding Energy Storage Systems into a Dynamic Knowledge Graph

Laura Ong

doi:10.1021/acs.iecr.1c03838

2022-01-06

PRE

DOI：10.1021/acs.iecr.1c03838

原文链接

原文求助

摘要

En 中文

This Article illustrates how a dynamic knowledge graph approach in the context of The World Avatar (TWA) project can support the decarbonization of energy systems by leveraging the existing energy storage system (ESS) selection framework to assist in the selection and optimal placement of the ESS. TWA is a dynamic knowledge graph based on the Semantic Web and its associated technologies, with intelligent agents operating on it. The agents act autonomously to update and extend TWA, and thus it evolves in time. TWA also provides the ability to consider different scenarios, referred to as parallel worlds, allowing for scenario analysis without mutual interference. A use case-the addition of a battery energy storage system to the Singapore Jurong Island electrical network-is introduced to demonstrate the application of this approach. The domain ontology, OntoPowSys, was extended to describe and instantiate the relevant ESSs considered in the use case. This extension is described in the Article using the description logic syntax. The Article also outlines the details of how the various agents involved in the use case are being integrated into TWA. The use case also highlights how the parallel world framework can facilitate scenario analysis by considering different scenarios without affecting the real-world representation.

Keyword:

POWER-PLANTS

TRANSITION

期刊

Industrial and Engineering Chemistry Research

IF:

3.9

论文数:

4.0W

被引数:

9.6W

机构

Nanyang Technological University

学者数:

4.9W

论文数: 4.8W

被引数: 8.1W

University of Cambridge

学者数:

7.7W

论文数: 7.1W

被引数: 13.7W

National University of Singapore

学者数:

7.6W

论文数: 6.5W

被引数: 11.4W

查看更多机构

引用论文

Development of the formalin-inactivated hepatitis A vaccine, VAQTATM from the live attenuated virus strain CR326F

Journal of Hepatology

IF0

1993-01-01

PREAI

Marcy E. Armstrong; Paula A. Giesa; Joseph P. Davide; Francine Redner; Julie A. Waterbury; Audrey E. Rhoad; Robert D. Keys; Philip J. Provost; John A. Lewis

Environmental performance of electricity storage systems for grid applications, a life cycle approach 电网应用的电力存储系统的环境性能，生命周期方法

ENERGY CONVERSION AND MANAGEMENT

IF10.9

2015-09-01

PREAI

Oliveira, L.; Messagie, M.; Mertens, J.; Laget, H.; Coosemans, T.; Van Mierlo, J.

Modeling flexibility and optimal use of existing power plants with large-scale variable renewable power schemes 具有大规模可变可再生能源计划的现有发电厂的建模灵活性和最佳使用

ENERGY

IF9.4

2016-10-01

PREAI

Mikkola, Jani; Lund, Peter D.