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Title: Battery Energy Storage Systems: A Review of Energy Management Systems and Health Metrics

Journal Article · · Energies
DOI: https://doi.org/10.3390/en17051250 · OSTI ID:2319040

With increasing concerns about climate change, there is a transition from high-carbon-emitting fuels to green energy resources in various applications including household, commercial, transportation, and electric grid applications. Even though renewable energy resources are receiving traction for being carbon-neutral, their availability is intermittent. To address this issue to achieve extensive application, the integration of energy storage systems in conjunction with these resources is becoming a recommended practice. Additionally, in the transportation sector, the increased demand for EVs requires the development of energy storage systems that can deliver energy for rigorous driving cycles, with lithium-ion-based batteries emerging as the superior choice for energy storage due to their high power and energy densities, length of their life cycle, low self-discharge rates, and reasonable cost. As a result, battery energy storage systems (BESSs) are becoming a primary energy storage system. The high-performance demand on these BESS can have severe negative effects on their internal operations such as heating and catching on fire when operating in overcharge or undercharge states. Reduced efficiency and poor charge storage result in the battery operating at higher temperatures. To mitigate early battery degradation, battery management systems (BMSs) have been devised to enhance battery life and ensure normal operation under safe operating conditions. Some BMSs are capable of determining precise state estimations to ensure safe battery operation and reduce hazards. Precise estimation of battery health is computed by evaluating several metrics and is a central factor in effective battery management systems. In this scenario, the accurate estimation of the health indicators (HIs) of the battery becomes even more important within the framework of a BMS. This paper provides a comprehensive review and discussion of battery management systems and different health indicators for BESSs, with suitable classification based on key characteristics.

Sponsoring Organization:
USDOE
Grant/Contract Number:
EE0010166
OSTI ID:
2319040
Journal Information:
Energies, Journal Name: Energies Journal Issue: 5 Vol. 17; ISSN ENERGA; ISSN 1996-1073
Publisher:
MDPI AGCopyright Statement
Country of Publication:
Switzerland
Language:
English

References (103)

A Comprehensive Review of Key Technologies for Enhancing the Reliability of Lithium-Ion Power Batteries journal August 2023
Certifying battery usage for V2G and second life with a blockchain-based framework journal February 2023
Reliability Evaluation of Lithium-Ion Batteries for E-Mobility Applications from Practical and Technical Perspectives: A Case Study journal October 2021
Nonlinear health evaluation for lithium-ion battery within full-lifespan journal September 2022
On the feature selection for battery state of health estimation based on charging–discharging profiles journal January 2021
Analysis of battery management system issues in electric vehicles journal December 2020
A review on online state of charge and state of health estimation for lithium-ion batteries in electric vehicles journal November 2021
Remaining useful life prediction for lithium-ion batteries based on an integrated health indicator journal September 2018
A reliability design method for a lithium-ion battery pack considering the thermal disequilibrium in electric vehicles journal May 2018
Data-driven approaches for cyber defense of battery energy storage systems journal September 2021
Battery management solutions for li-ion batteries based on artificial intelligence journal December 2023
Machine learning in state of health and remaining useful life estimation: Theoretical and technological development in battery degradation modelling journal March 2022
Optimal energy management system for microgrids considering energy storage, demand response and renewable power generation journal March 2022
Real-Time Schedule of Microgrid for Maximizing Battery Energy Storage Utilization journal July 2022
Battery Health Prediction Using Fusion-Based Feature Selection and Machine Learning journal June 2021
Incremental Capacity Analysis as a State of Health Estimation Method for Lithium-Ion Battery Modules with Series-Connected Cells journal December 2020
State-of-the-Art and Energy Management System of Lithium-Ion Batteries in Electric Vehicle Applications: Issues and Recommendations journal January 2018
State-of-Health Estimation and Remaining-Useful-Life Prediction for Lithium-Ion Battery Using a Hybrid Data-Driven Method journal October 2020
Improved model and simulation tool for dynamic SOH estimation and life prediction of batteries used in PV systems journal September 2022
A health indicator extraction and optimization for capacity estimation of Li-ion battery using incremental capacity curves journal October 2021
Review of state-of-the-art battery state estimation technologies for battery management systems of stationary energy storage systems journal August 2020
A machine learning-based battery management system for state-of-charge prediction and state-of-health estimation for unmanned aerial vehicles journal August 2023
16-Cell stackable battery monitoring and management integrated circuit for electric vehicles journal June 2023
State of health prediction of lithium-ion batteries based on autoregression with exogenous variables model journal January 2023
A Health Indicator Extraction and Optimization Framework for Lithium-Ion Battery Degradation Modeling and Prognostics journal June 2015
Placement and sizing of utility-size battery energy storage systems to improve the stability of weak grids journal January 2023
Battery Energy Storage System (BESS) and Battery Management System (BMS) for Grid-Scale Applications journal June 2014
Critical review and functional safety of a battery management system for large-scale lithium-ion battery pack technologies journal May 2022
Overview of batteries and battery management for electric vehicles journal November 2022
Battery management strategies: An essential review for battery state of health monitoring techniques journal July 2022
Artificial neural network driven prognosis and estimation of Lithium-Ion battery states: Current insights and future perspectives journal February 2024
Physics-Based Electrochemical Model of Vanadium Redox Flow Battery for Low-Temperature Applications journal July 2023
A Comprehensive Review of Lithium-Ion Batteries Modeling, and State of Health and Remaining Useful Lifetime Prediction journal January 2022
Review of Battery Management Systems (BMS) Development and Industrial Standards journal April 2021
A room-temperature sodium–sulfur battery with high capacity and stable cycling performance journal September 2018
Health-Conscious vehicle battery state estimation based on deep transfer learning journal June 2022
A Comprehensive Review on Electric Vehicle: Battery Management System, Charging Station, Traction Motors journal January 2023
Prediction of the Battery State Using the Digital Twin Framework Based on the Battery Management System journal January 2022
SOH and RUL Prediction of Lithium-Ion Batteries Based on Gaussian Process Regression with Indirect Health Indicators journal January 2020
Sodium‐Ion Battery with a Wide Operation‐Temperature Range from −70 to 100 °C journal February 2022
Advanced battery management strategies for a sustainable energy future: Multilayer design concepts and research trends journal March 2021
A comprehensive review of state of charge estimation in lithium-ion batteries used in electric vehicles journal November 2023
Digital twin for electric vehicle battery management with incremental learning journal November 2023
Review of Battery Management Systems conference October 2021
A review on battery management system from the modeling efforts to its multiapplication and integration journal April 2019
A review on state of health estimations and remaining useful life prognostics of lithium-ion batteries journal April 2021
Transfer learning for battery smarter state estimation and ageing prognostics: Recent progress, challenges, and prospects journal February 2023
A real-time energy management system for smart grid integrated photovoltaic generation with battery storage journal January 2019
Research on battery SOH estimation algorithm of energy storage frequency modulation system journal May 2022
Battery SOH Management Research in the US-China Clean Energy Research Center-Clean Vehicle Consortium journal January 2015
Battery technologies and functionality of battery management system for EVs: Current status, key challenges, and future prospectives journal October 2023
Remaining life prediction of lithium-ion batteries based on health management: A review journal January 2023
Event-Driven Sampling Based Li-Ion Batteries SoH Estimation in the 5G Framework journal January 2021
Design and implementation of a battery management system with active charge balance based on the SOC and SOH online estimation journal January 2019
Artificial Neural Networks, Gradient Boosting and Support Vector Machines for electric vehicle battery state estimation: A review journal November 2022
Concept of reliability and safety assessment of lithium-ion batteries in electric vehicles: Basics, progress, and challenges journal October 2019
Towards a smarter battery management system: A critical review on battery state of health monitoring methods journal November 2018
A novel method for state of health estimation of lithium-ion batteries based on improved LSTM and health indicators extraction journal July 2022
A Comprehensive Review of Available Battery Datasets, RUL Prediction Approaches, and Advanced Battery Management journal January 2021
A Review of Sodium-Metal Chloride Batteries: Materials and Cell Design journal October 2023
Battery State of Health Estimate Strategies: From Data Analysis to End-Cloud Collaborative Framework journal July 2023
Communication systems for grid integration of renewable energy resources journal September 2011
A New Lithium-Ion Battery SOH Estimation Method Based on an Indirect Enhanced Health Indicator and Support Vector Regression in PHMs journal February 2020
Strategies to limit degradation and maximize Li-ion battery service lifetime - Critical review and guidance for stakeholders journal April 2020
A review on state of health estimation for lithium ion batteries in photovoltaic systems journal November 2019
Battery energy-storage system: A review of technologies, optimization objectives, constraints, approaches, and outstanding issues journal October 2021
Optimal Scheduling of an Isolated Microgrid With Battery Storage Considering Load and Renewable Generation Uncertainties journal February 2019
Remaining Useful Life Estimation of Lithium-Ion Batteries Based on Optimal Time Series Health Indicator journal January 2020
High-performance zinc bromine flow battery via improved design of electrolyte and electrode journal July 2017
Optimal Planning of Battery Energy Storage Systems by Considering Battery Degradation due to Ambient Temperature: A Review, Challenges, and New Perspective journal December 2022
Energy Management and Optimization Methods for Grid Energy Storage Systems journal January 2018
A reliability-based design concept for lithium-ion battery pack in electric vehicles journal February 2015
Concept Review of a Cloud-Based Smart Battery Management System for Lithium-Ion Batteries: Feasibility, Logistics, and Functionality journal February 2022
Vanadium flow batteries at variable flow rates journal January 2022
A brief review on key technologies in the battery management system of electric vehicles journal April 2018
Critical summary and perspectives on state-of-health of lithium-ion battery journal February 2024
The emergence of cost effective battery storage journal May 2019
A review of non-probabilistic machine learning-based state of health estimation techniques for Lithium-ion battery journal October 2021
VLSI design and FPGA implementation of state-of-charge and state-of-health estimation for electric vehicle battery management systems journal December 2023
Research progress and application of deep learning in remaining useful life, state of health and battery thermal management of lithium batteries journal October 2023
Improved Cycle Aging Cost Model for Battery Energy Storage Systems Considering More Accurate Battery Life Degradation journal January 2022
Reliability analysis of battery energy storage system for various stationary applications journal June 2022
Critical review of state of health estimation methods of Li-ion batteries for real applications journal April 2016
Optimization techniques of battery packs using re-configurability: A review journal June 2019
Powering the Future: A Comprehensive Review of Battery Energy Storage Systems journal September 2023
State estimation for advanced battery management: Key challenges and future trends journal October 2019
A review of the state of health for lithium-ion batteries: Research status and suggestions journal July 2020
A comprehensive review of battery modeling and state estimation approaches for advanced battery management systems journal October 2020
Remaining useful life prediction of lithium‐ion battery using a novel health indicator journal November 2020
Lithium-Ion Battery Management System for Electric Vehicles: Constraints, Challenges, and Recommendations journal February 2023
Towards a Smarter Battery Management System for Electric Vehicle Applications: A Critical Review of Lithium-Ion Battery State of Charge Estimation journal January 2019
Lithium battery health state assessment based on vehicle-to-grid (V2G) real-world data and natural gradient boosting model journal December 2023
Electricity transmission, distribution and storage systems book January 2013
Electrical Energy Storage and Intercalation Chemistry journal June 1976
Model-Free Non-Invasive Health Assessment for Battery Energy Storage Assets journal January 2021
FPGA-based design of advanced BMS implementing SoC/SoH estimators journal May 2018
Increasing the lifetime profitability of battery energy storage systems through aging aware operation journal October 2023
Optimal Whole-Life-Cycle Planning of Battery Energy Storage for Multi-Functional Services in Power Systems journal October 2020
Digital twin for battery systems: Cloud battery management system with online state-of-charge and state-of-health estimation journal August 2020
Optimal dispatch approach for second-life batteries considering degradation with online SoH estimation journal March 2023
The Potential of the Lithium Electrode. journal April 1913
Modelling and optimal energy management for battery energy storage systems in renewable energy systems: A review journal October 2022
Joint planning of distributed generations and energy storage in active distribution networks: A Bi-Level programming approach journal April 2022