Lithium-ion battery digitalization: Combining physics-based models and machine learning DOI Creative Commons
Mahshid Nejati Amiri,

Anne Håkansson,

Odne Stokke Burheim

et al.

Renewable and Sustainable Energy Reviews, Journal Year: 2024, Volume and Issue: 200, P. 114577 - 114577

Published: May 21, 2024

Digitalization of lithium-ion batteries can significantly advance the performance improvement by enabling smarter controlling strategies during operation and reducing risk expenses in design development phase. Accurate physics-based models play a crucial role digitalization providing an in-depth understanding system. Unfortunately, high accuracy comes at cost increased computational preventing employment these real-time applications for parametric design. Machine learning have emerged as powerful tools that are increasingly being used battery studies. Hybrid be developed integrating machine algorithms well efficiency. Therefore, this paper presents comprehensive review current trends integration to accelerate batteries. Firstly, direction explicit modeling methods research reviewed. Then thorough investigation contemporary hybrid is presented addressing both monitoring control. The objective work provide details including various applications, type employed algorithms, architecture models, outcome proposed models. challenges gaps discussed aiming inspiration future works field.

Language: Английский

Fast Charging of Lithium‐Ion Batteries: A Review of Materials Aspects DOI
Manuel Weiß, Raffael Rueß, Johannes Kasnatscheew

et al.

Advanced Energy Materials, Journal Year: 2021, Volume and Issue: 11(33)

Published: July 19, 2021

Abstract Fast charging is considered to be a key requirement for widespread economic success of electric vehicles. Current lithium‐ion batteries (LIBs) offer high energy density enabling sufficient driving range, but take considerably longer recharge than traditional Multiple properties the applied anode, cathode, and electrolyte materials influence fast‐charging ability battery cell. In this review, physicochemical basics different material combinations are in detail, identifying transport lithium inside electrodes as crucial rate‐limiting steps fast‐charging. Lithium diffusion within active inherently slows down process causes overpotentials. addition, concentration polarization by slow phase porous also limits rate. Both kinetic effects responsible plating observed on graphite anodes. Conclusions drawn from potential profiles LIB cells complemented extensive literature surveys materials—including solid‐state batteries. The advantages disadvantages typical analyzed, resulting suggestions optimum electrode level applications. Finally, limitations cell discussed briefly well.

Language: Английский

Citations

720

Electron and Ion Transport in Lithium and Lithium-Ion Battery Negative and Positive Composite Electrodes DOI
Calvin D. Quilty, Daren Wu, Wenzao Li

et al.

Chemical Reviews, Journal Year: 2023, Volume and Issue: 123(4), P. 1327 - 1363

Published: Feb. 9, 2023

Electrochemical energy storage systems, specifically lithium and lithium-ion batteries, are ubiquitous in contemporary society with the widespread deployment of portable electronic devices. Emerging applications such as integration renewable generation expanded adoption electric vehicles present an array functional demands. Critical to battery function electron ion transport they determine output under application conditions what portion total contained can be utilized. This review considers processes for active materials well positive negative composite electrodes. Length time scales over many orders magnitude relevant ranging from atomic arrangements short times conduction large format batteries years operation. Characterization this diversity demands multiple methods obtain a complete view involved. In addition, we offer perspective on strategies enabling rational design electrodes, role continuum modeling, fundamental science needed continued advancement electrochemical systems improved density, power, lifetime.

Language: Английский

Citations

229

Recent status, key strategies and challenging perspectives of fast-charging graphite anodes for lithium-ion batteries DOI
Yangyang Liu, Haodong Shi, Zhong‐Shuai Wu

et al.

Energy & Environmental Science, Journal Year: 2023, Volume and Issue: 16(11), P. 4834 - 4871

Published: Jan. 1, 2023

The fast-charging technology of graphite anode has a great significance for developing electric vehicle. This review summarizes the current advancements and challenging perspectives achieving lithium-ion batteries.

Language: Английский

Citations

143

Unlocking Charge Transfer Limitations for Extreme Fast Charging of Li‐Ion Batteries DOI
Yuxing Yao, Xiang Chen, Nan Yao

et al.

Angewandte Chemie International Edition, Journal Year: 2022, Volume and Issue: 62(4)

Published: Nov. 16, 2022

Extreme fast charging (XFC) of high-energy Li-ion batteries is a key enabler electrified transportation. While previous studies mainly focused on improving Li ion mass transport in electrodes and electrolytes, the limitations charge transfer across electrode-electrolyte interfaces remain underexplored. Herein we unravel how kinetics dictates rechargeability cells. cathode-electrolyte interface found to be rate-limiting during XFC, but energy barrier at both cathode anode have reduced simultaneously prevent plating, which achieved through electrolyte engineering. By unlocking limitations, 184 Wh kg-1 pouch cells demonstrate stable XFC (10-min 80 %) otherwise unachievable, lifetime 245 21700 quintupled (25-min %).

Language: Английский

Citations

115

Practical High‐Voltage Lithium Metal Batteries Enabled by Tuning the Solvation Structure in Weakly Solvating Electrolyte DOI
Thuy Duong Pham, Abdullah Bin Faheem,

Junam Kim

et al.

Small, Journal Year: 2022, Volume and Issue: 18(14)

Published: Feb. 25, 2022

Li metal batteries (LMBs) are ideal candidates for future high-energy-density battery systems. To date, high-voltage LMBs suffer severe limitations because of electrolytes unstable against anodes and cathodes. Although ether-based exhibit good stability with metal, compared to carbonate-based electrolytes, they have been used only in ≤4.0 V their limited oxidation stability. Here, a high concentration electrolyte (HCE) comprising lithium bis(fluorosulfonyl)imide (LiFSI) weakly solvating solvent (1,2-diethoxyethane, DEE) is designed, which can regulate unique solvation structures associated complexes at relatively lower the reported HCEs. This effectively suppresses dendrites on anode side, preserves structural integrity cathode side under voltages by formation stable interfacial layers LiNi0.8 Mn0.1 Co0.1 O2 (NMC811) cathode. Consequently, 3.5 m LiFSI-DEE plays an important role enhancing Li||NMC811 cell capacity retention ≈94% after 200 cycles current density 2.5 mA cm-2 . In addition, exhibits performance anode-free batteries. study offers promising approach enable applications.

Language: Английский

Citations

112

Gradient Design for High‐Energy and High‐Power Batteries DOI
Jingyi Wu, Zhengyu Ju, Xiao Zhang

et al.

Advanced Materials, Journal Year: 2022, Volume and Issue: 34(29)

Published: May 29, 2022

Abstract Charge transport is a key process that dominates battery performance, and the microstructures of cathode, anode, electrolyte play central role in guiding ion and/or electron inside battery. Rational design components with varying microstructure along charge‐transport direction to realize optimal local dynamics can compensate for reaction polarization, which accelerates electrochemical kinetics. Here, principles mechanisms their decisive performance are presented, followed by discussion correlation between regulation design. The strategies gradient cathodes, lithium‐metal anodes, solid‐state electrolytes summarized. Future directions perspectives provided at end enable practically accessible high‐energy high‐power‐density batteries.

Language: Английский

Citations

104

Uniform lithiophilic layers in 3D current collectors enable ultrastable solid electrolyte interphase for high-performance lithium metal batteries DOI Creative Commons
Chi Guo, Yaqing Guo, Runming Tao

et al.

Nano Energy, Journal Year: 2022, Volume and Issue: 96, P. 107121 - 107121

Published: March 10, 2022

Language: Английский

Citations

101

Design of Zn anode protection materials for mild aqueous Zn-ion batteries DOI Open Access
Yuejuan Zhang, Songshan Bi, Zhiqiang Niu

et al.

Energy Materials, Journal Year: 2022, Volume and Issue: 2(2), P. 200012 - 200012

Published: Jan. 1, 2022

Rechargeable aqueous Zn-ion batteries (AZIBs) are considered alternative stationary storage systems for large-scale applications due to their high safety, low cost, and power density. However, Zn anode issues including dendrite formation side reactions greatly hinder the practical application of AZIBs. To solve issues, various strategies based on material designs have been developed. It is necessary analyze classify these according different materials, because properties materials determine underlying mechanisms. In this review, we briefly introduce fundamental in anodes. Furthermore, review highlights protection anodes mild Finally, also offer insight into potential directions promote development AZIBs future.

Language: Английский

Citations

78

Kinetic limits and enhancement of graphite anode for fast-charging lithium-ion batteries DOI

Cong Zhong,

Suting Weng, Zhaoxiang Wang

et al.

Nano Energy, Journal Year: 2023, Volume and Issue: 117, P. 108894 - 108894

Published: Sept. 13, 2023

Language: Английский

Citations

56

Ultrathin Zincophilic Interphase Regulated Electric Double Layer Enabling Highly Stable Aqueous Zinc-Ion Batteries DOI Creative Commons
Yimei Chen, Zhiping Deng,

Yongxiang Sun

et al.

Nano-Micro Letters, Journal Year: 2024, Volume and Issue: 16(1)

Published: Jan. 25, 2024

Abstract The practical application of aqueous zinc-ion batteries for large-grid scale systems is still hindered by uncontrolled zinc dendrite and side reactions. Regulating the electrical double layer via electrode/electrolyte interface an effective strategy to improve stability Zn anodes. Herein, we report ultrathin zincophilic ZnS as a model regulator. At given cycling current, cell with Zn@ZnS electrode displays lower potential drop over Helmholtz (stern layer) suppressed diffuse layer, indicating regulated charge distribution decreased electric repulsion force. Boosted adsorption sites are also expected proved enhanced double-layer capacitance. Consequently, symmetric protection can stably cycle around 3,000 h at 1 mA cm −2 overpotential 25 mV. When coupled I 2 /AC cathode, demonstrates high rate performance 160 mAh g −1 0.1 A long 10,000 cycles 10 . Zn||MnO sustains both capacity 130 after 1,200 0.5

Language: Английский

Citations

52