[HTML][HTML] Research on health state estimation methods of lithium-ion battery for small sample data

Y Wang, D Meng, Y Wang, R Li, Y Zhou - Energy Reports, 2022 - Elsevier
Abstract The SOH (State of Health) of lithium-ion batteries is an important feature that
characterizes the reliable operation of energy storage systems. In this study, according to the …

Maximum correntropy cubature Kalman filter and smoother for continuous-discrete nonlinear systems with non-Gaussian noises

Y Wang, D Liu - ISA transactions, 2023 - Elsevier
To estimate the continuous-discrete nonlinear dynamic systems with non-Gaussian non-
zero mean noises, a square-root maximum correntropy cubature Kalman filter with adaptive …

Deep state-space Gaussian processes

Z Zhao, M Emzir, S Särkkä - Statistics and Computing, 2021 - Springer
This paper is concerned with a state-space approach to deep Gaussian process (DGP)
regression. We construct the DGP by hierarchically putting transformed Gaussian process …

Probabilistic estimation of instantaneous frequencies of chirp signals

Z Zhao, S Särkkä, J Sjölund… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
We present a continuous-time probabilistic approach for estimating the chirp signal and its
instantaneous frequency function when the true forms of these functions are not accessible …

State-space Gaussian process for drift estimation in stochastic differential equations

Z Zhao, F Tronarp, R Hostettler… - ICASSP 2020-2020 …, 2020 - ieeexplore.ieee.org
This paper is concerned with the estimation of unknown drift functions of stochastic
differential equations (SDEs) from observations of their sample paths. We propose to …

A structural response reconstruction method based on a continuous-discrete state space model

F Chen, Z Peng - Journal of Mechanical Science and Technology, 2023 - Springer
Structural response reconstruction is an important technique for structural health monitoring.
However, aiming at the problem of discretization error in the discrete state space model …

Non-linear Gaussian smoothing with Taylor moment expansion

Z Zhao, S Särkkä - IEEE Signal Processing Letters, 2021 - ieeexplore.ieee.org
This letter is concerned with solvingcontinuous-discrete Gaussian smoothing problems by
using the Taylor moment expansion (TME) scheme. In the proposed smoothing method, we …

A novel Taylor expansion based filter for localization of land-vehicles

M Zhao - Proceedings of the Institution of Mechanical …, 2024 - journals.sagepub.com
This technical note introduces a localization method for land-vehicles based on dead-
reckoning and nonlinear filter. To address the chattering phenomenon during vehicle …

An unsupervised detection method for multiple abnormal wi-fi access points in large-scale wireless network

S Chen, H Liao - Applied Artificial Intelligence, 2022 - Taylor & Francis
The probability of a single access point (AP) failure is very small. In addition, APs
communicate with each other; therefore, it is considered that these failures have little impact …

Stochastic filtering with moment representation

Z Zhao, J Sarmavuori - arxiv preprint arxiv:2303.13895, 2023 - arxiv.org
Stochastic filtering refers to estimating the probability distribution of the latent stochastic
process conditioned on the observed measurements in time. In this paper, we introduce a …