کد مقاله | کد نشریه | سال انتشار | مقاله انگلیسی | نسخه تمام متن |
---|---|---|---|---|
4971507 | 1450530 | 2017 | 9 صفحه PDF | دانلود رایگان |
عنوان انگلیسی مقاله ISI
Prognostics of Li(NiMnCo)O2-based lithium-ion batteries using a novel battery degradation model
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کلمات کلیدی
موضوعات مرتبط
مهندسی و علوم پایه
مهندسی کامپیوتر
سخت افزارها و معماری
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![عکس صفحه اول مقاله: Prognostics of Li(NiMnCo)O2-based lithium-ion batteries using a novel battery degradation model Prognostics of Li(NiMnCo)O2-based lithium-ion batteries using a novel battery degradation model](/preview/png/4971507.png)
چکیده انگلیسی
Some lithium-ion battery materials show two-phase degradation behavior with evident inflection points, such as lithium nickel manganese cobalt oxide (Li(NiMnCo)O2 or NMC) cells. A model-based Bayesian approach is proposed in this paper to predict remaining useful life (RUL) for these types of batteries. First, a two-term logarithmic model is developed to capture the degradation trends of NMC batteries. By fitting the battery degradation data, it is experimentally demonstrated that the developed model is superior to existing empirical battery degradation models. A particle filtering-based prognostic method is then incorporated into the model to estimate the batteries' possible degradation trajectories. Correspondingly, the RUL values of NMC batteries are expressed in terms of probability density function. The effectiveness of the developed method is verified with our collected experimental data. The results indicate that the proposed prognostic method can achieve higher predictive accuracy than the existing two-term exponential model.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Microelectronics Reliability - Volume 70, March 2017, Pages 70-78
Journal: Microelectronics Reliability - Volume 70, March 2017, Pages 70-78
نویسندگان
Fangfang Yang, Dong Wang, Yinjiao Xing, Kwok-Leung Tsui,