☆ 4.6 Article

Mesoscale Machine Learning Analytics for Electrode Property Estimation

JOURNAL OF PHYSICAL CHEMISTRY C (2022)

相关参考文献

注意：仅列出部分参考文献，下载原文获取全部文献信息。

Article Thermodynamics

Lithium-ion batteries remaining useful life prediction based on BLS-RVM

Zewang Chen et al.

Summary: This paper proposes a hybrid algorithm combining BLS with RVM for predicting the remaining useful life of lithium-ion batteries. Experimental results show higher prediction accuracy and stronger long-term prediction capabilities for the proposed algorithm.

ENERGY (2021)

添加到收藏夹

Article Chemistry, Physical

Mechanistic underpinnings of thermal gradient induced inhomogeneity in lithium plating

Conner Fear et al.

Summary: This study highlights the challenges of lithium plating and thermal inhomogeneity during rapid charging, emphasizing the impact of in-plane and inter-electrode thermal gradients on charging performance and cell degradation.

ENERGY STORAGE MATERIALS (2021)

添加到收藏夹

Article Thermodynamics

State of charge prediction of EV Li-ion batteries using EIS: A machine learning approach

Iman Babaeiyazdi et al.

Summary: This paper utilizes electrochemical impedance spectroscopy (EIS) and machine learning models to accurately predict the state of charge (SOC) of li-ion batteries, demonstrating the effectiveness and accuracy of the method in feature selection and model training.

ENERGY (2021)

添加到收藏夹

Review Chemistry, Physical

Guiding the Design of Heterogeneous Electrode Microstructures for Li-Ion Batteries: Microscopic Imaging, Predictive Modeling, and Machine Learning

Hongyi Xu et al.

Summary: The electrochemical and mechanical properties of lithium-ion battery materials heavily rely on their 3D microstructure characteristics. A quantitative understanding of the role played by stochastic microstructures is crucial for predicting material properties and guiding synthesis processes. Tailoring microstructure morphology is also a viable way to achieve optimal electrochemical and mechanical performance of lithium-ion cells. This review presents spatially and temporally resolved imaging of microstructure and electrochemical phenomena, microstructure statistical characterization and stochastic reconstruction, microstructure-resolved modeling for property prediction, and machine learning for microstructure design to facilitate the establishment of microstructure-resolved modeling and design methods. Perspectives on the unresolved challenges and opportunities in applying experimental data, modeling, and machine learning to improve understanding of materials and identify paths toward enhanced performance of lithium-ion cells are also discussed.

ADVANCED ENERGY MATERIALS (2021)

添加到收藏夹

Article Electrochemistry

Overdischarge Detection and Prevention With Temperature Monitoring of Li-Ion Batteries and Linear Regression-Based Machine Learning

Bing Li et al.

Summary: This study focuses on using linear regression analysis-based machine learning to predict the end of discharge of a prismatic Li-ion cell. By developing an algorithm based on the relationship between temperature and open circuit voltage, and constructing a battery management system to monitor and control the cell temperature, experiments were carried out on three different cells to show the effectiveness of the method.

JOURNAL OF ELECTROCHEMICAL ENERGY CONVERSION AND STORAGE (2021)

添加到收藏夹

Review Chemistry, Physical

Challenges and key requirements of batteries for electric vertical takeoff and landing aircraft

Xiao-Guang Yang et al.

Summary: Electric vertical takeoff and landing (eVTOL) aircraft, seen as a disruptive technology for future transportation systems, have high demands for batteries in terms of fast charging, long cycle life, and safety. Research shows that fast charging is crucial for downsizing aircraft and batteries to reduce costs, while maximizing utilization rates for revenue optimization.

JOULE (2021)

添加到收藏夹

Article Electrochemistry

Enabling fast charging of lithium-ion batteries through secondary-/dual- pore network: Part II - numerical model

Weijie Mai et al.

ELECTROCHIMICA ACTA (2020)

添加到收藏夹

Article Electrochemistry

Enabling fast charging of lithium-ion batteries through secondary-/dual- pore network: Part I - Analytical diffusion model

F. L. E. Usseglio-Viretta et al.

ELECTROCHIMICA ACTA (2020)

添加到收藏夹

Article Multidisciplinary Sciences

Identifying degradation patterns of lithium ion batteries from impedance spectroscopy using machine learning

Yunwei Zhang et al.

NATURE COMMUNICATIONS (2020)

添加到收藏夹

Article Electrochemistry

A Framework for Optimal Safety Li-ion Batteries Design using Physics-Based Models and Machine Learning Approaches

Takumi Yamanaka et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2020)

添加到收藏夹

Article Multidisciplinary Sciences

A database of battery materials auto-generated using ChemDataExtractor

Shu Huang et al.

SCIENTIFIC DATA (2020)

添加到收藏夹

Article Nanoscience & Nanotechnology

Mechanistic Analysis of Microstructural Attributes to Lithium Plating in Fast Charging

Venkatesh Kabra et al.

ACS APPLIED MATERIALS & INTERFACES (2020)

添加到收藏夹

Article Multidisciplinary Sciences

Predicting porosity, permeability, and tortuosity of porous media from images by deep learning

Krzysztof M. Graczyk et al.

SCIENTIFIC REPORTS (2020)

添加到收藏夹

Article Electrochemistry

Fingerprinting Redox Heterogeneity in Electrodes during Extreme Fast Charging

Aashutosh Mistry et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2020)

添加到收藏夹

Article Electrochemistry

Fast Charging of Lithium-ion Batteries via Electrode Engineering

Bairav S. Vishnugopi et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2020)

添加到收藏夹

Article Energy & Fuels

Data-driven prediction of battery cycle life before capacity degradation

Kristen A. Severson et al.

NATURE ENERGY (2019)

添加到收藏夹

Article Nanoscience & Nanotechnology

Quantifying Transport, Geometrical, and Morphological Parameters in Li-Ion Cathode Phases Using X-ray Microtomography

Thushananth Rajendra et al.

ACS APPLIED MATERIALS & INTERFACES (2019)

添加到收藏夹

Review Energy & Fuels

Challenges and opportunities towards fast-charging battery materials

Yayuan Liu et al.

NATURE ENERGY (2019)

添加到收藏夹

Article Chemistry, Physical

Material search for Li-ion battery electrolytes through an exhaustive search with a Gaussian process

Tomofumi Nakayama et al.

CHEMICAL PHYSICS LETTERS (2019)

添加到收藏夹

Article Materials Science, Multidisciplinary

An efficient machine learning approach to establish structure-property linkages

Jaimyun Jung et al.

COMPUTATIONAL MATERIALS SCIENCE (2019)

添加到收藏夹

Article Crystallography

Data-Driven Studies of Li-Ion-Battery Materials

Steven K. Kauwe et al.

CRYSTALS (2019)

添加到收藏夹

Article Electrochemistry

Surface Area of Lithium-Metal Electrodes Measured by Argon Adsorption

Rochelle Weber et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2019)

添加到收藏夹

Article Nanoscience & Nanotechnology

Secondary-Phase Stochastics in Lithium-Ion Battery Electrodes

Aashutosh N. Mistry et al.

ACS APPLIED MATERIALS & INTERFACES (2018)

添加到收藏夹

Article Electrochemistry

Quantifying Inhomogeneity of Lithium Ion Battery Electrodes and Its Influence on Electrochemical Performance

Simon Mueller et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2018)

添加到收藏夹

Article Electrochemistry

Tortuosity of Battery Electrodes: Validation of Impedance-Derived Values and Critical Comparison with 3D Tomography

Johannes Landesfeind et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2018)

添加到收藏夹

Article Multidisciplinary Sciences

Three-dimensional localization of nanoscale battery reactions using soft X-ray tomography

Young-Sang Yu et al.

NATURE COMMUNICATIONS (2018)

添加到收藏夹

Editorial Material Chemistry, Physical

Performance Metrics Required of Next Generation Batteries to Electrify Vertical Takeoff and Landing (VTOL) Aircraft

William L. Fredericks et al.

ACS ENERGY LETTERS (2018)

添加到收藏夹

Article Electrochemistry

Mesoscale Analysis of Conductive Binder Domain Morphology in Lithium-Ion Battery Electrodes

Bradley L. Trembacki et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2018)

添加到收藏夹

Article Electrochemistry

Resolving the Discrepancy in Tortuosity Factor Estimation for Li-Ion Battery Electrodes through Micro-Macro Modeling and Experiment

Francois L. E. Usseglio-Viretta et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2018)

添加到收藏夹

Article Chemistry, Physical

Multi-scale 3D investigations of a commercial 18650 Li-ion battery with correlative electron- and X-ray microscopy

Jeff Gelb et al.

JOURNAL OF POWER SOURCES (2017)

添加到收藏夹

Article Electrochemistry

Determination of Tortuosity Using Impedance Spectra Analysis of Symmetric Cell

Simon Malifarge et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2017)

添加到收藏夹

Article Chemistry, Physical

Morphology and texture of spheroidized natural and synthetic graphites

Manuel Mundszinger et al.

CARBON (2017)

添加到收藏夹

Article Chemistry, Physical

Multiscale modeling of lithium-ion battery electrodes based on nano-scale X-ray computed tomography

Ali Ghorbani Kashkooli et al.

JOURNAL OF POWER SOURCES (2016)

添加到收藏夹

Article Electrochemistry

Tortuosity Determination of Battery Electrodes and Separators by Impedance Spectroscopy

Johannes Landesfeind et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2016)

添加到收藏夹

Article Energy & Fuels

Magnetically aligned graphite electrodes for high-rate performance Li-ion batteries

Juliette Billaud et al.

NATURE ENERGY (2016)

添加到收藏夹

Article Energy & Fuels

High-performance battery electrodes via magnetic templating

J. S. Sander et al.

NATURE ENERGY (2016)

添加到收藏夹

Review Nanoscience & Nanotechnology

Promise and reality of post-lithium-ion batteries with high energy densities

Jang Wook Choi et al.

NATURE REVIEWS MATERIALS (2016)

添加到收藏夹

Article Energy & Fuels

A novel multistage Support Vector Machine based approach for Li ion battery remaining useful life estimation

Meru A. Patil et al.

APPLIED ENERGY (2015)

添加到收藏夹

Article Engineering, Mechanical

A Machine Learning-Based Design Representation Method for Designing Heterogeneous Microstructures

Hongyi Xu et al.

JOURNAL OF MECHANICAL DESIGN (2015)

添加到收藏夹

Article Chemistry, Physical

Multiple imaging mode X-ray computed tomography for distinguishing active and inactive phases in lithium-ion battery cathodes

Siddharth Komini Babu et al.

JOURNAL OF POWER SOURCES (2015)

添加到收藏夹

Article Electrochemistry

Design of Bi-Tortuous, Anisotropic Graphite Anodes for Fast Ion-Transport in Li-Ion Batteries

V. Pavan Nemani et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2015)

添加到收藏夹

Article Chemistry, Physical

Three-Phase Multiscale Modeling of a LiCoO2 Cathode: Combining the Advantages of FIB-SEM Imaging and X-Ray Tomography

Lukas Zielke et al.

ADVANCED ENERGY MATERIALS (2015)

添加到收藏夹

Article Chemistry, Physical

Three-dimensional high resolution X-ray imaging and quantification of lithium ion battery mesocarbon microbead anodes

F. Tariq et al.

JOURNAL OF POWER SOURCES (2014)

添加到收藏夹

Article Chemistry, Physical

Tortuosity Anisotropy in Lithium-Ion Battery Electrodes

Martin Ebner et al.

ADVANCED ENERGY MATERIALS (2014)

添加到收藏夹

Article Chemistry, Multidisciplinary

Design of Battery Electrodes with Dual-Scale Porosity to Minimize Tortuosity and Maximize Performance

Chang-Jun Bae et al.

ADVANCED MATERIALS (2013)

添加到收藏夹

Article Materials Science, Multidisciplinary

Validity of the Bruggeman relation for porous electrodes

Ding-Wen Chung et al.

MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING (2013)

添加到收藏夹

Article Chemistry, Physical

High-Throughput Computational Screening of New Li-Ion Battery Anode Materials

Scott Kirklin et al.

ADVANCED ENERGY MATERIALS (2013)

添加到收藏夹

Article Electrochemistry

A comprehensive understanding of electrode thickness effects on the electrochemical performances of Li-ion battery cathodes

Honghe Zheng et al.

ELECTROCHIMICA ACTA (2012)

添加到收藏夹

Review Electrochemistry

Review: An Economic Perspective on Liquid Solar Fuels

John Newman et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2012)

添加到收藏夹

Article Electrochemistry

An Analytical Method to Determine Tortuosity in Rechargeable Battery Electrodes

Bharath Vijayaraghavan et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2012)

添加到收藏夹

Article Electrochemistry

Multi Length Scale Microstructural Investigations of a Commercially Available Li-Ion Battery Electrode

P. R. Shearing et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2012)

添加到收藏夹

Article Biochemical Research Methods

Fiji: an open-source platform for biological-image analysis

Johannes Schindelin et al.

NATURE METHODS (2012)

添加到收藏夹

Review Chemistry, Physical

Positive Electrode Materials for Li-Ion and Li-Batteries

Brian L. Ellis et al.

CHEMISTRY OF MATERIALS (2010)

添加到收藏夹

Article Chemistry, Physical

Electrochemistry and the Future of the Automobile

Frederick T. Wagner et al.

JOURNAL OF PHYSICAL CHEMISTRY LETTERS (2010)

添加到收藏夹

Article Materials Science, Ceramics

Contradicting Geometrical Concepts in Pore Size Analysis Attained with Electron Microscopy and Mercury Intrusion

Beat Muench et al.

JOURNAL OF THE AMERICAN CERAMIC SOCIETY (2008)

添加到收藏夹

Article Electrochemistry

Effects of Various Conductive Additive and Polymeric Binder Contents on the Performance of a Lithium-Ion Composite Cathode

G. Liu et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2008)

添加到收藏夹

Article Chemistry, Analytical

Comparison between potentiostatic and galvanostatic intermittent titration techniques for determination of chemical diffusion coefficients in ion-insertion electrodes

E Markevich et al.

JOURNAL OF ELECTROANALYTICAL CHEMISTRY (2005)

添加到收藏夹

Review Chemistry, Multidisciplinary

Lithium batteries and cathode materials

MS Whittingham

CHEMICAL REVIEWS (2004)

添加到收藏夹

© Peeref 2019-2024. All rights reserved.