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Antti Aitio
Antti Aitio
Verified email at eng.ox.ac.uk
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The challenge and opportunity of battery lifetime prediction from field data
V Sulzer, P Mohtat, A Aitio, S Lee, YT Yeh, F Steinbacher, MU Khan, ...
Joule 5 (8), 1934-1955, 2021
1772021
Predicting battery end of life from solar off-grid system field data using machine learning
A Aitio, DA Howey
Joule 5 (12), 3204-3220, 2021
632021
Bayesian parameter estimation applied to the Li-ion battery single particle model with electrolyte dynamics
A Aitio, SG Marquis, P Ascencio, D Howey
IFAC-PapersOnLine 53 (2), 12497-12504, 2020
182020
The challenge and opportunity of battery lifetime prediction from field data. Joule 5, 1934–1955
V Sulzer, P Mohtat, A Aitio, S Lee, YT Yeh, F Steinbacher, MU Khan, ...
52021
Combining non-parametric and parametric models for stable and computationally efficient battery health estimation
A Aitio, D Howey
Dynamic Systems and Control Conference 84270, V001T20A002, 2020
52020
Estimation of parameter probability distributions for lithium-ion battery string models using bayesian methods
LD Couto, D Zhang, A Aitio, S Moura, D Howey
Dynamic systems and control conference 84270, V001T20A003, 2020
42020
Learning battery model parameter dynamics from data with recursive Gaussian process regression
A Aitio, D Jöst, DU Sauer, DA Howey
arXiv preprint arXiv:2304.13666, 2023
12023
Bayesian methods for battery state of health estimation
A Aitio
University of Oxford, 2023
2023
Estimation of Parameter Probability Distributions for Lithium-Ion Battery String Models Using Bayesian Methods
LD Couto Mendonca, D Zhang, A Aitio, S Moura, DDH Howey
Dynamic Systems & Control Conference, 2021
2021
Data repository for ‘Predicting battery end of life from solar off-grid system field data using machine learning’
A Aitio, D Howey
University of Oxford, 2021
2021
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