@inproceedings{699ec85943954fa4ac5e0dfddc58ba4f,
title = "Degradation model prediction for battery of electric vehicle based on hidden Markov model",
abstract = "This paper proposed a new method based on hidden Markov model (HMM) to distinguish the degradation mode of the battery of electric vehicle. In the process of describing the degradation process of battery of electric vehicle, degradation models under dynamic running conditions need to be analyzed in order to effectively forecast the remaining useful mileage and life of battery. First, the paper performs cluster analysis of the battery's charge and discharge curves to find out the degradation mode of the battery. Then HMM is applied to research the dynamic changes of the degradation mode and predict future degradation mode sequences. Finally, experimental analysis based on battery's charge and discharge data from NASA proves the effectiveness of the proposed approach.",
keywords = "Battery of electric vehicle, Degradation model, Hidden Markov model, Prediction",
author = "Gang Yu and Sheng, \{Lu Ying\} and Guo, \{Mi Mi\}",
year = "2013",
doi = "10.4028/www.scientific.net/AMM.378.492",
language = "英语",
isbn = "9783037857953",
series = "Applied Mechanics and Materials",
pages = "492--495",
booktitle = "Applied Mechanics, Materials and Manufacturing",
note = "2013 International Conference on Applied Mechanics, Materials, and Manufacturing, AMMM 2013 ; Conference date: 17-08-2013 Through 18-08-2013",
}