Multi-Level Data-Driven Battery Management: From Internal Sensing to Big Data Utilization
Artikel i vetenskaplig tidskrift, 2023

Battery management system (BMS) is essential for the safety and longevity of lithium-ion battery (LIB) utilization. With the rapid development of new sensing techniques, artificial intelligence and the availability of huge amounts of battery operational data, data-driven battery management has attracted ever-widening attention as a promising solution. This review article overviews the recent progress and future trend of data-driven battery management from a multi-level perspective. The widely-explored data-driven methods relying on routine measurements of current, voltage, and surface temperature are reviewed first. Within a deeper understanding and at the microscopic level, emerging management strategies with multi-dimensional battery data assisted by new sensing techniques have been reviewed. Enabled by the fast growth of big data technologies and platforms, the efficient use of battery big data for enhanced battery management is further overviewed. This belongs to the upper and the macroscopic level of the data-driven BMS framework. With this endeavor, we aim to motivate new insights into the future development of next-generation data-driven battery management.

Battery management systems

Batteries

Sensors

State estimation

battery big data

data-driven

Transportation

Market research

Big Data

battery sensing

lithium-ion battery

Författare

Zhongbao Wei

Beijing Institute of Technology

Kailong Liu

Shandong University

Xinghua Liu

Xi'an University of Technology

Yang Li

Chalmers, Elektroteknik, System- och reglerteknik

Liang Du

Temple University

Fei Gao

Université de technologie de Belfort-Montbéliard

IEEE Transactions on Transportation Electrification

2332-7782 (eISSN)

Vol. 9 4 4805-4823

Drivkrafter

Hållbar utveckling

Styrkeområden

Transport

Energi

Ämneskategorier

Energiteknik

Företagsekonomi

Annan elektroteknik och elektronik

DOI

10.1109/TTE.2023.3301990

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Senast uppdaterat

2024-03-07