An Aging-Aware SOC Estimation Method for Lithium-Ion Batteries using XGBoost Algorithm.
Fu JiangJiajun YangYijun ChengXiaoyong ZhangYingze YangKai GaoJun PengZhiwu HuangPublished in: ICPHM (2019)
Keyphrases
- computational cost
- cost function
- estimation algorithm
- dynamic programming
- detection algorithm
- high accuracy
- improved algorithm
- preprocessing
- objective function
- experimental evaluation
- significant improvement
- estimation accuracy
- computational complexity
- high efficiency
- synthetic and real images
- matching algorithm
- optimization method
- computationally efficient
- detection method
- optimization algorithm
- convergence rate
- em algorithm
- segmentation algorithm
- parameter estimation
- segmentation method
- maximum likelihood estimation
- single pass
- clustering method
- input data
- probabilistic model
- theoretical analysis
- energy function
- classification method
- k means
- expectation maximization
- tree structure
- region of interest
- pairwise
- support vector machine svm
- np hard
- monte carlo simulation
- simulated annealing
- neural network
- similarity measure
- hardware implementation
- selection algorithm
- recognition algorithm
- noisy data
- computational efficiency
- estimation process
- maximum likelihood estimator
- maximum likelihood
- image segmentation