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Na3Zr2Si2PO12/cellulose acetate composite solid electrolyte unlocking high ionic conductivity and long cycle life in solid-state sodium batteries

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From non-aqueous liquid to solid-state Li–S batteries: design protocols, challenges and solutions

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Unraveling the electronic mechanisms of transition metal and fluorine co-doping for enhanced electrochemical performance in sodium lithium manganese oxide cathodes

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Multi-level structural modulation enables fast lithium-ion transport in inorganic solid-state batteries

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Tailoring grain boundaries of solid-state electrolytes for building better all-solid-state lithium batteries

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Theoretical calculations and simulations power the design of inorganic solid-state electrolytes

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Recycling acidic iron wastewater for the production of an iron oxalate anode material with superior long-cycling lithium storage ability

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Progress and Perspectives of Garnet-Based Solid-State Lithium Metal Batteries: Toward Low Resistance, High Energy Density and Improved Cycling Capability

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Rational Design of High-Performance Li1.5La1.5TeO6-Based Composite Solid Electrolyte for Lithium Metal Batteries with Fast-Charging and Long-Life Stability

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Uncovering battery electrochemical mechanisms by artificial intelligence

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Agar/polyacrylamide-based hydrogel polymer electrolyte for ultra-stable flexible aqueous lithium-zinc hybrid ion batteries

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Applied Materials Today, 2025, 42, 102585
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Ion transport mechanisms in solid electrolytes assisted by machine learning

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All-solid-state batteries for the grid: A realistic appraisal of challenges and opportunities

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Solid Electrolyte Interphase Membrane in Zinc-Ion Capacitors and Batteries: Formation Mechanism, Optimization Strategies, and Future Research Directions

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Flexible and Compact PVDF/PMMA‐Based Gel Polymer Electrolytes for High‐Performance Sodium Metal Batteries

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Prior-knowledge-driven machine learning modeling for electro-chemo-mechanical failure of solid-state electrolyte

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Understanding solid-state battery electrolytes using atomistic modelling and machine learning

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Toward high performance all-solid-state lithium or sodium metal batteries: Potential application on Li/Na-rich antiperovskites (LiRAPs/NaRAPs) electrolyte for energy storage

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Accurate prediction of redox potential and the rational design of organic molecular electrode with multi-electron active centers for supercapacitor

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Artificial Intelligence‐Driven Development in Rechargeable Battery Materials: Progress, Challenges, and Future Perspectives

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Quantitative analysis of energy dissipation in thin film Si anodes upon lithiation

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Convergence of Computational Materials Science and AI for Next-Generation Energy Storage Materials

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Data-driven inorganic material design for future all-solid-state batteries: Innovations and perspectives

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Artificial intelligence driven design of cathode materials for sodium-ion batteries using graph deep learning method

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Functionalized Quasi‐Solid‐State Electrolytes in Aqueous Zn‐Ion Batteries for Flexible Devices: Challenges and Strategies

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Machine Learning Assisted Development of COFs Materials as Solid Electrolytes for Lithium-Ion Batteries—A Mini Review

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Solid electrolyte interface formation and stabilization strategies in emerging non-lithium metal ion storage systems

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MRS Energy & Sustainability, 2026
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Lithiation-dependent solid electrolyte interphase nucleation pathways in Si/Li6PS5Cl interfaces uncovered by machine learning-accelerated simulations

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Electrochemical transport and interfacial Chemistry of MoO 2 –ordered mesoporous carbon nanocomposites for lithium-ion batteries

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Prospects for interfacial and mechanical optimization in polymer-based lithium batteries with specifying the role of intermolecular chemistry

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Speeding up the development of solid state electrolyte by machine learning

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Real-time artificial intelligence for solid-state lithium metal batteries

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The projection role of surface charge density in electric double-layer capacitance for enhanced energy storage

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Battery Management System Towards Solid-State Batteries

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Suppressing dendrites in lithium metal anodes: A review of passivation layers and multiscale computational approaches

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Ab initio investigation of lithium telluride Li2Te: insights into electronic, electrochemical, and thermoelectric properties for Li-based batteries

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A review of functional group selection and design strategies for gel polymer electrolytes for metal batteries

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In situ/operando observation and phase field simulation of lithium dendrite: Progress and prospects

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Designer Anions for Better Rechargeable Lithium Batteries and Beyond

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Conversion-type cathode materials for high energy density solid-state lithium batteries

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Self-supporting electrodes for high-performance flexible solid-state supercapacitors: Recent advances and perspectives

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Cutting‐Edge Developments at the Interface of Inorganic Solid‐State Electrolytes

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Artificial Intelligence Empowered New Materials: Discovery, Synthesis, Prediction to Validation

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Utilizing metal-organic frameworks and covalent-organic frameworks for enhanced cathode design and separator functionality in metal-sulfur batteries

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InterOptimus: An AI-assisted robust workflow for screening ground-state heterogeneous interface structures in lithium batteries

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Cathode Design for High‐Performance Li–S Batteries: A Brief Review

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Self-healing solid-state polymer electrolytes for high-safety and long-cycle lithium-ion batteries

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Molecular dynamics simulation of diffusion dynamic behavior in [EMIm]⁺Cl^–+AlCl₃ ionic liquid based on deep learning potential function

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Pliable LaCl3-Based Lithium Superionic Conductor

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Computational frontiers in advancing inorganic solid-state electrolytes for the next-generation lithium batteries

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Challenges and Prospects of Alkali Metal Sulfide Cathodes Toward Advanced Solid‐State Metal‐Sulfur Batteries

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Highly flexible composite solid electrolytes based on Al-doped Li1.5La1.5TeO6 ion conductors toward dendrite-free lithium metal batteries with high-rate capability

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Molecularly Engineered Covalent Organic Framework Separator with Triple-Synergetic Mechanisms for Ultrastable Lithium Metal Batteries

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Advancements in the study of ion migration and mechanical properties in solid-state electrolytes through first-principles calculations

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Machine learning drives a new paradigm in inorganic solid-state electrolytes research

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A biodegradable gel polymer membrane derived from poly-gamma-glutamic acid for high-rate and long-lifespan sodium metal batteries

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AI-driven exploration and design of inorganic battery materials

Xuesong Wang, Nan He, Zidong Zhou, Jing Chen, Abdul Mateen, Yinfei Shao, Xiang Chen, Chengbin Liu, Altaf Mujear, Jianwei Zhang, Feng Liu and Zhihao Bao

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Deconstruction Analysis and Regeneration Optimization of Solid Electrolyte Components for Energy Storage Based on the Finite Data Statistics

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ACS Omega, 2026, 11, 3646
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Atomistic simulation of batteries via machine learning force fields: From bulk to interface

Jinkai Zhang, Yaopeng Li, Ming Chen, Jiaping Fu, Liang Zeng, Xi Tan, Tian Sun and Guang Feng

Journal of Energy Chemistry, 2025, 106, 911
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