ArticleNature communications2025
Data-driven exploration of weak coordination microenvironment in solid-state electrolyte for safe and energy-dense batteries.
Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
What it found
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The trial behind it
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Who cites it
12 citing papers in PubMed.
- Electron delocalization-driven high dielectric electrolyte for solid-state lithium metal batteries.Nature communications · 2026Article
- Dynamic Ion-Pair Networks Enable Selective LiAngewandte Chemie (International ed. in English) · 2026Article
- Rigid polyanion architectures enable multiple ion-transport pathways and nanocluster dynamics in composite polymer battery electrolytes.Nature nanotechnology · 2026Article
- Leveraging Machine Learning for Accelerated Electrode-Electrolyte Interface Design in Rechargeable Li-Based Batteries.Small (Weinheim an der Bergstrasse, Germany) · 2026Review
- Decoding the chemical space of fast-ion conductors via a descriptor-guided transfer learning framework.Science advances · 2026Article
- Ion-Selective Transport via Nanoconfined Differential Interfacial Friction in a Dielectric-Engineered Covalent Organic Framework With Sectionalized Chemical Environments.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Heterointerface Engineering of Bismuth Nanosheets/Nitrogen-Doped Carbon Nanoleaves Enables High‑Performance Electrochemical Dechlorination.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Venous Nanoflap Oscillations: Biomechanical Determinants and Hydrodynamic Consequences in the Deep Cerebral Venous System.International journal of molecular sciences · 2026Review
- Practical Lithium-Sulfur Batteries: An Integrated Design Roadmap from High-Loading Cathodes to High-Energy Pouch Cells.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Review
- Applications and Advances of Machine Learning in the Development of Solid-State Electrolytes for Lithium-Ion Batteries.ACS omega · 2025Review
- Toward AI ecosystems for electrolyte and interface engineering in solid-state batteries.Science advances · 2025Review
- Data-driven exploration of weak coordination microenvironment in solid-state electrolyte for safe and energy-dense batteries.Nature communications · 2025Article
Corrections and comments
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Authors and funding
17 authors.
Funding
Abstract
The unsatisfactory ionic conductivity of solid polymer electrolytes hinders their practical use as substitutes for liquid electrolytes to address safety concerns. Although various plasticizers have been introduced to improve lithium-ion conduction kinetics, the lack of microenvironment understanding impedes the rational design of high-performance polymer electrolytes. Here, we design a class of Hofmann complexes that offer continuous two-dimensional lithium-ion conduction channels with functional ligands, creating highly conductive electrolytes. Assisting with unsupervised learning, we use Climbing Image-Nudged Elastic Band simulations to screen lithium-ion conductors and screen out five potential candidates that elucidate the impact of lithium coordination environment on conduction behavior. By adjusting the covalency competition between Metal-O and Li-O bonds within Hofmann complexes, we can manipulate weak coordination environment of lithium-ion for rapid conduction kinetics. Li | |sulfurized polyacrylonitrile (SPAN) cell using solid-state polymer electrolytes with predicted Co(dimethylformamide)
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.