☆ 4.8 Article

Data-driven systematic parameter identification of an electrochemical model for lithium-ion batteries with artificial intelligence

ENERGY STORAGE MATERIALS (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 Energy & Fuels

Unlocking electrochemical model-based online power prediction for lithium-ion batteries via Gaussian process regression

Weihan Li et al.

Summary: The accurate real-time prediction of the dynamic available charging and discharging power of the battery is essential for the safety and longevity of battery energy storage systems, but it is challenging due to high nonlinearities in battery dynamics. This paper presents an electrochemical model-based online state-of-power prediction algorithm for lithium-ion batteries, which improves the safety and reliability of battery operation.

APPLIED ENERGY (2022)

添加到收藏夹

Article Chemistry, Physical

Online capacity estimation of lithium-ion batteries with deep long short-term memory networks

Weihan Li et al.

Summary: There is a growing demand for modern diagnostic systems for batteries in real-world operation, especially for estimating their health status such as remaining capacity. A data-driven capacity estimation model using recurrent neural networks with long short-term memory capability has been developed for cells under real-world working conditions. This model is robust, can handle input noise, adapt to variations in input time series length, and generate viable estimation even with incomplete input data.

JOURNAL OF POWER SOURCES (2021)

添加到收藏夹

Article Energy & Fuels

Deep reinforcement learning-based energy management of hybrid battery systems in electric vehicles

Weihan Li et al.

Summary: This paper introduces an energy management strategy based on deep reinforcement learning for a hybrid battery system in electric vehicles, which aims to minimize energy loss and enhance safety levels. The proposed strategy shows superiority in reducing computation time and energy loss, highlighting its potential in future energy management systems.

JOURNAL OF ENERGY STORAGE (2021)

添加到收藏夹

Article Energy & Fuels

Cloud-based health-conscious energy management of hybrid battery systems in electric vehicles with deep reinforcement learning

Weihan Li et al.

Summary: This paper explores a cloud-based multi-objective energy management strategy for a hybrid battery system, which aims to enhance electrical and thermal safety while reducing energy loss and aging cost. Tests show that the strategy improves system safety and efficiency compared to current learning-based strategies.

APPLIED ENERGY (2021)

添加到收藏夹

Article Chemistry, Physical

Physics-informed neural networks for electrode-level state estimation in lithium-ion batteries

Weihan Li et al.

Summary: The study introduces a hybrid state estimation method that combines physics-based and machine learning models to accurately estimate the internal states of lithium-ion batteries, demonstrating high reliability and generalization ability.

JOURNAL OF POWER SOURCES (2021)

添加到收藏夹

Article Chemistry, Physical

One-shot battery degradation trajectory prediction with deep learning

Weihan Li et al.

Summary: Battery degradation is influenced by various internal mechanisms, making lifetime prediction challenging due to manufacturing and operating condition uncertainties. Researchers propose a deep learning-based health prognostics approach to predict future degradation trajectory and end-of-life point in one shot, with improved accuracy and computing speed compared to state-of-the-art methods.

JOURNAL OF POWER SOURCES (2021)

添加到收藏夹

Article Chemistry, Physical

Multiple parameter identification using genetic algorithm in vanadium redox flow batteries

Yun Young Choi et al.

JOURNAL OF POWER SOURCES (2020)

添加到收藏夹

Article Energy & Fuels

A control-oriented electrochemical model for lithium-ion battery. Part II: Parameter identification based on reference electrode

Zhengyu Chu et al.

JOURNAL OF ENERGY STORAGE (2020)

添加到收藏夹

Article Energy & Fuels

Parameter sensitivity analysis of electrochemical model-based battery management systems for lithium-ion batteries

Weihan Li et al.

APPLIED ENERGY (2020)

添加到收藏夹

Article Energy & Fuels

Digital twin for battery systems: Cloud battery management system with online state-of-charge and state-of-health estimation

Weihan Li et al.

JOURNAL OF ENERGY STORAGE (2020)

添加到收藏夹

Article Thermodynamics

Impact of battery degradation models on energy management of a grid-connected DC microgrid

Shuoqi Wang et al.

ENERGY (2020)

添加到收藏夹

Article Chemistry, Physical

Uncertainty-aware state estimation for electrochemical model-based fast charging control of lithium-ion batteries

Florian Ringbeck et al.

JOURNAL OF POWER SOURCES (2020)

添加到收藏夹

Article Chemistry, Physical

Systematic parameter identification of a control-oriented electrochemical battery model and its application for state of charge estimation at various operating conditions

Guodong Fan

JOURNAL OF POWER SOURCES (2020)

添加到收藏夹

Article Energy & Fuels

Aging modes analysis and physical parameter identi fi cation based on a simpli fi ed electrochemical model for lithium-ion batteries

Junfu Li et al.

JOURNAL OF ENERGY STORAGE (2020)

添加到收藏夹

Article Chemistry, Physical

Electrochemical model-based state estimation for lithium-ion batteries with adaptive unscented Kalman filter

Weihan Li et al.

JOURNAL OF POWER SOURCES (2020)

添加到收藏夹

Article Electrochemistry

Parameter identification and systematic validation of an enhanced single-particle model with aging degradation physics for Li-ion batteries

Hui Pang et al.

ELECTROCHIMICA ACTA (2019)

添加到收藏夹

Article Electrochemistry

Quasi-Isothermal External Short Circuit Tests Applied to Lithium-Ion Cells: Part II. Modeling and Simulation

Alexander Rheinfeld et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2019)

添加到收藏夹

Article Electrochemistry

A parameter estimation method for a simplified electrochemical model for Li-ion batteries

Junfu Li et al.

ELECTROCHIMICA ACTA (2018)

添加到收藏夹

Review Energy & Fuels

Performance and cost of materials for lithium-based rechargeable automotive batteries

Richard Schmuch et al.

NATURE ENERGY (2018)

添加到收藏夹

Article Electrochemistry

Full Cell Parameterization of a High-Power Lithium-Ion Battery for a Physico-Chemical Model: Part I. Physical and Electrochemical Parameters

Johannes Schmalstieg et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2018)

添加到收藏夹

Article Electrochemistry

Full Cell Parameterization of a High-Power Lithium-Ion Battery for a Physico-Chemical Model: Part II. Thermal Parameters and Validation

Johannes Schmalstieg et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2018)

添加到收藏夹

Article Energy & Fuels

Parameter Identification of Electrochemical Model for Vehicular Lithium-Ion Battery Based on Particle Swarm Optimization

Xiao Yang et al.

ENERGIES (2017)

添加到收藏夹

Article Thermodynamics

Implementation of reduced-order physics-based model and multi parameters identification strategy for lithium-ion battery

Zhongwei Deng et al.

ENERGY (2017)

添加到收藏夹

Article Electrochemistry

Determination of Transport Parameters in Liquid Binary Lithium Ion Battery Electrolytes I. Diffusion Coefficient

Andreas Ehrl et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2017)

添加到收藏夹

Article Electrochemistry

Simulation and Measurement of the Current Density Distribution in Lithium-Ion Batteries by a Multi-Tab Cell Approach

S. V. Erhard et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2017)

添加到收藏夹

Proceedings Paper Energy & Fuels

Parametric Optimization Study of a Lithium-ion Cell

Pramila Rao Nileshwar et al.

2017 INTERNATIONAL CONFERENCE ON ALTERNATIVE ENERGY IN DEVELOPING COUNTRIES AND EMERGING ECONOMIES (2017)

添加到收藏夹

Article Chemistry, Physical

Electrochemical model parameter identification of a lithium-ion battery using particle swarm optimization method

Md Ashiqur Rahman et al.

JOURNAL OF POWER SOURCES (2016)

添加到收藏夹

Article Electrochemistry

An Inverse Method for Estimating the Electrochemical Parameters of Lithium-Ion Batteries I. Methodology

Ali Jokar et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2016)

添加到收藏夹

Article Electrochemistry

Parameter Identification of Lithium-Ion Batteries Model to Predict Discharge Behaviors Using Heuristic Algorithm

Jun Li et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2016)

添加到收藏夹

Article Electrochemistry

A Modified Multiphysics model for Lithium-Ion batteries with a LixNi1/3Mn1/3Co1/3O2 electrode

J. Smekens et al.

ELECTROCHIMICA ACTA (2015)

添加到收藏夹

Article Electrochemistry

Parameterization of a Physico-Chemical Model of a Lithium-Ion Battery II. Model Validation

Madeleine Ecker et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2015)

添加到收藏夹

Article Electrochemistry

Parameterization of a Physico-Chemical Model of a Lithium-Ion Battery I. Determination of Parameters

Madeleine Ecker et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2015)

添加到收藏夹

Article Automation & Control Systems

A Temperature Dependent, Single Particle, Lithium Ion Cell Model Including Electrolyte Diffusion

Tanvir R. Tanim et al.

JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME (2015)

添加到收藏夹

Review Chemistry, Multidisciplinary

A review of recent developments in membrane separators for rechargeable lithium-ion batteries

Hun Lee et al.

ENERGY & ENVIRONMENTAL SCIENCE (2014)

添加到收藏夹

Article Electrochemistry

Parameter Sensitivity Analysis of Cylindrical LiFePO4 Battery Performance Using Multi-Physics Modeling

Liqiang Zhang et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2014)

添加到收藏夹

Article Engineering, Electrical & Electronic

Reduced-Order Electrochemical Model Parameters Identification and SOC Estimation for Healthy and Aged Li-Ion Batteries Part I: Parameterization Model Development for Healthy Batteries

Ryan Ahmed et al.

IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN POWER ELECTRONICS (2014)

添加到收藏夹

Article Computer Science, Interdisciplinary Applications

Multiobjective cuckoo search for design optimization

Xin-She Yang et al.

COMPUTERS & OPERATIONS RESEARCH (2013)

添加到收藏夹

Article Electrochemistry

Pseudo 3D Modeling and Analysis of the SEI Growth Distribution in Large Format Li-Ion Polymer Pouch Cells

Ali Awarke et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2013)

添加到收藏夹

Article Electrochemistry

Li-Ion Cell Operation at Low Temperatures

Yan Ji et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2013)

添加到收藏夹

Article Thermodynamics

Parallelized Genetic Identification of the Thermal-Electrochemical Model for Lithium-Ion Battery

Liqiang Zhang et al.

ADVANCES IN MECHANICAL ENGINEERING (2013)

添加到收藏夹

Article Chemistry, Physical

Genetic identification and fisher identifiability analysis of the Doyle-Fuller-Newman model from experimental cycling of a LiFePO4 cell

Joel C. Forman et al.

JOURNAL OF POWER SOURCES (2012)

添加到收藏夹

Article Electrochemistry

Parameter Estimation and Capacity Fade Analysis of Lithium-Ion Batteries Using Reformulated Models

Venkatasailanathan Ramadesigan et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2011)

添加到收藏夹

Article Automation & Control Systems

Algorithms for Advanced Battery-Management Systems MODELING, ESTIMATION, AND CONTROL CHALLENGES FOR LITHIUM-ION BATTERIES

Nalin A. Chaturvedi et al.

IEEE CONTROL SYSTEMS MAGAZINE (2010)

添加到收藏夹

Article Energy & Fuels

Electrochemical-thermal modeling of automotive Li-ion batteries and experimental validation using a three-electrode cell

Weifeng Fang et al.

INTERNATIONAL JOURNAL OF ENERGY RESEARCH (2010)

添加到收藏夹

Article Chemistry, Physical

Experiment-driven electrochemical modeling and systematic parameterization for a lithium-ion battery cell

Alexander P. schmidt et al.

JOURNAL OF POWER SOURCES (2010)

添加到收藏夹

Article Chemistry, Physical

Porous cathode optimization for lithium cells: Ionic and electronic conductivity, capacity, and selection of materials

Y. -H. Chen et al.

JOURNAL OF POWER SOURCES (2010)

添加到收藏夹

Review Chemistry, Physical

A review of conduction phenomena in Li-ion batteries

Myounggu Park et al.

JOURNAL OF POWER SOURCES (2010)

添加到收藏夹

Article Electrochemistry

Reduction of Model Order Based on Proper Orthogonal Decomposition for Lithium-Ion Battery Simulations

Long Cai et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2009)

添加到收藏夹

Article Electrochemistry

Mathematical Model Reformulation for Lithium-Ion Battery Simulations: Galvanostatic Boundary Conditions

Venkat R. Subramanian et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2009)

添加到收藏夹

Article Electrochemistry

Electrochemical characterisation and modelling of the mass transport phenomena in LiPF6-EC-EMC electrolyte

Andreas Nyman et al.

ELECTROCHIMICA ACTA (2008)

添加到收藏夹

Article Chemistry, Physical

Towards real-time (milliseconds) parameter estimation of lithium-ion batteries using reformulated physics-based models

Vijayasekaran Boovaragavan et al.

JOURNAL OF POWER SOURCES (2008)

添加到收藏夹

Article Electrochemistry

Modeling the performance of lithium-ion batteries and capacitors during hybrid-electric-vehicle operation

Sarah G. Stewart et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2008)

添加到收藏夹

Article Engineering, Chemical

Experimental design tools for ordinary and algebraic differential equations

K. Schittkowski

INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH (2007)

添加到收藏夹

Article Electrochemistry

Parameter estimation and model discrimination for a lithium-ion cell

Shriram Santhanagopalan et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2007)

添加到收藏夹

Article Chemistry, Physical

Solid-state diffusion limitations on pulse operation of a lithium ion cell for hybrid electric vehicles

Kandler Smith et al.

JOURNAL OF POWER SOURCES (2006)

添加到收藏夹

Article Electrochemistry

Transport properties of LiPF6-based Li-ion battery electrolytes

LO Valoen et al.

JOURNAL OF THE ELECTROCHEMICAL SOCIETY (2005)

添加到收藏夹

© Peeref 2019-2024. All rights reserved.