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2022
Journal Article
Titel

Toward a Unified Description of Battery Data

Abstract
Battery research initiatives and giga-scale production generate an abundance of diverse data spanning myriad fields of science and engineering. Modern battery development is driven by the confluence of traditional domains of natural science with emerging fields like artificial intelligence and the vast engineering and logistical knowledge needed to sustain the global reach of battery Gigafactories. Despite the unprecedented volume of dedicated research targeting affordable, high-performance, and sustainable battery designs, these endeavours are held back by the lack of common battery data and vocabulary standards, as well as, machine readable tools to support interoperability. An ontology is a data model that represents domain knowledge as a map of concepts and the relations between them. A battery ontology offers an effective means to unify battery-related activities across different fields, accelerate the flow of knowledge in both human- and machine-readable formats, and support the integration of artificial intelligence in battery development. Furthermore, a logically consistent and expansive ontology is essential to support battery digitalization and standardization efforts, such as, the battery passport. This review summarizes the current state of ontology development, the needs for an ontology in the battery field, and current activities to meet this need.
Author(s)
Clark, Simon
New Energy Solutions SINTEF Industry Sem Sælands Vei 12, Trondheim 7034, Norway
Bleken, Francesca L.
Process Technology SINTEF Industry,Oslo , Norway
Stier, Simon
Fraunhofer-Institut für Silicatforschung ISC
Flores, Eibar
Department of Energy Conversion and Storage Technical University of Denmark, Lyngby, Denmark
Andersen, Casper Welzel
Materials and Nanotechnology SINTEF Industry, Trondheim, Norway
Marcinek, Marek
Faculty of Chemistry Warsaw University of Technology, Warsaw, Poland
Szczesna‐Chrzan, Anna
Faculty of Chemistry Warsaw University of Technology, Warsaw, Poland
Gaberscek, Miran
Department for Materials Chemistry National Institute of Chemistry, Ljubljana, Slovenia
Palacin, M. Rosa
Institut de Ciència de Materials de Barcelona ICMAB-CSIC Campus UAB, Bellaterra, Catalonia, Spain
Uhrin, Martin
Department of Energy Conversion and Storage Technical University of Denmark, Lyngby, Denmark
Friis, Jesper
Materials and Nanotechnology SINTEF Industry, Trondheim, Norway
Zeitschrift
Advanced energy materials
Thumbnail Image
DOI
10.1002/aenm.202102702
Externer Link
Externer Link
Language
English
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Fraunhofer-Institut für Silicatforschung ISC
Tags
  • batteries

  • battery passport

  • cheminformatics

  • interoperability

  • ontology

  • Semantic Web

  • standardization

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