Machine Learning Paradigm for Advanced Battery Electrolyte Development
Electrolyte materials determine ion transport kinetics within the bulk and interphases, ultimately influencing the performance of battery systems. As data‐driven paradigms increasingly reshape materials discovery, this review provides an application‐oriented exploration of the intersection between machine learning and electrolyte science. By evaluating
Chang Su +4 more
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Symposium Presentation Approved for public release; distribution is unlimited.
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This work develops a PM@PN composite solid electrolyte via inorganic‐induced organic molecular reconstruction. It constructs continuous interfacial ion superhighways, enables uniform Na+ deposition, and significantly enhances ionic conductivity and electrochemical stability for all‐solid‐state sodium metal batteries.
Jiaze Li +11 more
wiley +1 more source
Artificial Intelligence Clustering Approach for Force Mapping Analysis of Polyacrylic Acid (PAA)/Polyethylene Oxide (PEO) Polymer Brushes for Biosensor Applications. [PDF]
Saad D +5 more
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Glycerol ethoxylate (GEO), a branched ethylene glycol derivative, both toughens commercial PLLA and accelerates its chemical recycling to L‐lactide. The lead sample, containing 10 wt.% GEO, shows 9x higher elongation at break and 6x higher tensile toughness than pure PLLA. The GEO–PLLA samples are efficiently chemically recycled to L‐lactide, even when
Madeleine L. Smith +4 more
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Thermal Properties and Ion Redistribution in Nanostructured Single-Ion Polymer Electrolyte Blends Composed of Polyanionic Miktoarm Stars. [PDF]
Nikolakakou G +3 more
europepmc +1 more source
Droplet microfluidics: Enabling the tailored fabrication of hydrogel particles
Droplet microfluidics enables precise, versatile fabrication of hydrogel particles with controlled size, composition, and structure. This review summarizes fundamental principles, engineering strategies, and emerging applications, providing a framework for advancing microfluidic hydrogel technologies.
Zhongqiao Gan, Xu Hou
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Peptide-Based Block Copolymer Electrolytes as Sustainable Material Platforms for Tunable Ion Transport and Mechanical Reinforcement. [PDF]
Lusha M +7 more
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Comparative Analysis of Metal Preloading Technologies in Batteries and Capacitors
Metal preloading strategies play an important role in efficient batteries and hybrid capacitors to compensate for the consumed metals at the first discharge. This article reviews recent progress in preloading technologies in lithium‐ion and other metal‐ion systems.
Xuexue Pan +3 more
wiley +1 more source
PEO-sheathed liquid jets increase sample delivery stability for serial femtosecond X-ray crystallography. [PDF]
Vakili M +32 more
europepmc +1 more source

