Data-Driven Prognosis of Multiscale and Multiphysics Complex System Anomalies: Its Application to Lithium-ion Batteries Failure Detection

被引:20
作者
Liu, Lin [1 ]
机构
[1] Univ Kansas, Dept Mech Engn, Lawrence, KS 66045 USA
基金
美国国家科学基金会;
关键词
MECHANICS; CHARGE; SIMULATION; DIFFUSION; MODELS; DAMAGE;
D O I
10.1149/1945-7111/acd300
中图分类号
O646 [电化学、电解、磁化学];
学科分类号
081704 ;
摘要
Advancements in experimental and modeling techniques allow for in-depth analysis of multiphysics phenomena in complex systems with unprecedented sophistication and details at discrete spatial and temporal scales. Energy systems are crucial for reliability, making health monitoring vital to prevent failures. Balancing experimental complexity and computational cost is challenging, leading to the need for predictive capabilities in prognostics and health monitoring (PHM). Using lithium-ion batteries as an example, we summarize PHM predictive modeling for remaining useful life, anomalies, and failure detection. Additionally, we introduce data-driven prognosis (DDP) as a new approach for detecting failures in such systems.
引用
收藏
页数:8
相关论文
共 110 条
[1]   Machine Learning Enabled Computational Screening of Inorganic Solid Electrolytes for Suppression of Dendrite Formation in Lithium Metal Anodes [J].
Ahmad, Zeeshan ;
Xie, Tian ;
Maheshwari, Chinmay ;
Grossman, Jeffrey C. ;
Viswanathan, Venkatasubramanian .
ACS CENTRAL SCIENCE, 2018, 4 (08) :996-1006
[2]  
Alain J.-L. L. a G. P., 1978, BENSOUSSAN ASYMPTOTI, pp. 2
[3]   A FLUID MECHANICAL DESCRIPTION OF FLUIDIZED BEDS [J].
ANDERSON, TB ;
JACKSON, R .
INDUSTRIAL & ENGINEERING CHEMISTRY FUNDAMENTALS, 1967, 6 (04) :527-&
[4]  
[Anonymous], 2020, GLOBAL EV OUTLOOK 20
[5]  
[Anonymous], 2022, Lithium-ion Battery
[6]  
[Anonymous], 2021, ELECT DRIVE MARKET S
[7]  
[Anonymous], 2013, AUX POW UN BATT FIR
[8]  
Barrera T. P., 2022, SPACECRAFT LITHIUM I, V189, P12
[9]   ON ELASTIC MODULI OF SOME HETEROGENEOUS MATERIALS [J].
BUDIANSK.B .
JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS, 1965, 13 (04) :223-&
[10]  
Cavas ChristopherP., 2008, Explosion May Endanger SEAL Mini-sub Program