Directory profiles · Battery Business Directory
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Sources and links on page 345 (8)
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.eetimes.com/accelerating-emobility-with-automotive-grade-ai-for-batteries/
- https://www.lgensol.com/assets/file/202312_LGES_Commercial_EV_Catalog_en.pdf
- https://www.emobility-engineering.com/thermal-runaway-prevention/
- https://www.eenewseurope.com/en/edge-ai-chip-adds-battery-management-models/
- https://www.electrive.com/2024/03/12/lges-aims-to-improve-battery-management-with-the-help-of-qualcomm/
- https://theevreport.com/porsche-taycan-recall-for-high-voltage-battery-issue
- https://www.forbes.com/sites/jamesmorris/2024/10/26/elysia-better-software-can-unlock-hidden-potential-in-ev-batteries/
- https://www.nature.com/articles/s44296-024-00011-1
Text on page 345
BMS - Diagnostics Machine learning has transformed diagnostics by enabling real-time detection and prediction capabilities that were previously unattainable with conventional algorithms, leveraging increased compute capabilities onboard and in the cloud. It is now possible to detect li-plating, torn cell tabs, and predict risk of thermal runaway with real-time capable machine learning models in a BMS. MODERN HARDWARE ENABLING DEPLOYMENT ACROSS APPLICATIONS Infineon Aurix TC4 with PPU Accelerator
Achieves >95% speedup for ML features like lithium plating detection and remaining useful life (RUL) prediction.
Syntiant Edge AI Accelerator
Supports a wide range of applications: Consumer electronics; E-bikes; Micro light commercial vehicles (LCVs); Forklifts with low power ML acceleration capability.
REAL WORLD IMPACT
Software Updates Over Replacements Safety recalls are increasingly handled by diagnostic software updates rather than full battery replacements. Example: The Porsche Taycan recall
INNOVATIVE PARTNERSHIPS LINKED CLOUD AND EMBEDDED SOLUTIONS Edge and Cloud Compute to increase accuracy
Linked ecosystem approach to diagnostics, prognostics, SOH, and RUL
Adaptive BMS
Leverages online and offline compute capacity for batch analytics and increased accuracy, reduced false positives and negatives
LG Energy Solution (LG ES) & Qualcomm
LG ES diagnostics software deployed on Qualcomm automotive SoCs.
Leverages high compute capacity for improved diagnostics and performance.
Extracted from the PDF; charts and images may read imperfectly.
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Page 345 · 15/23