Wendi GuoAalborg University · Department of Energy Technology
Wendi Guo
Doctor of Philosophy
Physics informed AI models for lithium-ion batteries based on digital twin
About
19
Publications
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Introduction
My current research interest lies in degradation behaviors estimation and prediction of lithium-ion batteries, EV charging protocol optimization, digital twin and machine learning.
Education
December 2021 - November 2024
September 2018 - January 2021
July 2017 - September 2017
Publications
Publications (19)
Traditional lithium-ion battery (LiB) modeling does not provide sufficient information to accurately verify battery performance under real-time dynamic operating conditions, particularly when considering various aging modes and mechanisms. This paper proposes a lithium-ion battery digital twin that can capture real-time data and integrate the stron...
A comprehensive understanding of aging mechanisms and degradation diagnosis under fast charging in battery electric vehicles is needed. However, there is a lack of tools to capture both macroscopic and microscopic parameters, still focusing on experiment results analysis. To get a comprehensive degradation insight for improved service life, this st...
A high power density is required in wide band gap power semiconductor packaging, which has led to the popularity of sintered nanosilver as an interconnecting material. However, affected by stochastically distributed voids in its microstructure, this material in practice exhibits instability leading to reduced reliability. In this paper, a computati...
This study establishes a novel approach to investigate if accelerated aging tests can accurately model realistic cell aging in a short time while also maintaining the consistency of the involved aging mechanisms. As a trade-off between efficiency and consistent mechanism, the application of accelerated aging necessitates carefully selecting stress...
Lithium-ion batteries are a popular choice for a wide range of energy storage system applications. The current motivation to improve the robustness of lithium-ion battery applications has stimulated the need for in-depth research into aging effects and the establishment of lifetime prediction models. This paper reviews different combination approac...
With excellent economy and properties, pressureless sintered micron silver has been regarded as an environmentally friendly interconnection material. In order to promote its reliable application in deep space exploration considering the porous microstructural evolution and its effect on macroscopic performance, simulation analysis based on the reco...
To predict the storage life (SL) of electromagnetic relays better, effectively guide life extension project and save maintenance costs, this paper proposes a Physics of Failure (PoF) model for assessing the SL based on Holm electrical contact theory.
Firstly, considering the relationship between storage environment, processing technology, material...
With the dramatic development of microelectronics technology, System-in-Package (SiP) becomes a brand-new direction for the More than Moore's law. In order to satisfy the demand of small-size, multi-function and high-performance, complex structures and variable materials are applied in SiPs, which introduce many reliability problems. To implement r...