Sources and links on page 334 (7)
Links embedded in the original report PDF, including citations and other references. These destinations have not been independently reviewed. Links open in a new tab.
- https://www.batteryarchive.org/
- https://www.sciencedirect.com/science/article/pii/S2542435122004093
- https://bpxstandard.com/
- https://github.com/BIG-MAP/BattINFO
- https://www.monolithai.com/ev-battery-validation-ai-study
- https://drive.google.com/file/d/11-fG8w1ByxTITgvmffBoFpx_rtvxmEBm/view?usp=sharing
- https://lfenergy.org/projects/battery-data-alliance/
Text on page 334
Standards - Battery Laboratories Aim To Establish Industry Standards For Battery Data, Facilitating Use Of Open-Source Physics-Based And AI Models In Battery Science BATTERY DATA ONTOLOGY BattInfo established an ontology for attributes of batteries and battery materials, facilitating standardization of metadata
BATTERY ARCHIVE Launch of the first public data repository to visualize, analyze and benchmark battery data in a standard way across battery labs
Industry Study - May 2024
Base: 165 decision makers in the automotive industry responsible for EV battery testing, validation, and development in the US and Europe
BATTERY DATA FORMAT (BDF) Battery Data Alliance**, a Linux Foundation Project, launches the Battery Data Format a new standard for formatting battery cycling data
BATTERY DATA GENOME Argonne National Lab publishes Call to Action to establish uniform data acquisition and sharing practices across battery science community BATTERY PARAMETER EXCHANGE The Faraday Institution launches BPX standard, to standardise the reporting and measurement of physics based model parameters.
“Over half (57%) of respondents cite deciphering complex relationships in vast, multiparameter datasets as a significant barrier [to AI-powered battery validation].” The majority (61%) estimated months to years of time savings from AI-powered cell characterization testing that leverages standardized data sets.
Sources: Forrester: AI for Battery Validation / Doc, ** Battery Data Alliance/Linux Foundation
Extracted from the PDF; charts and images may read imperfectly.
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