Qian Wang, Fangling Yang, Yuhang Wang, Di Zhang, Ryuhei Sato, Linda Zhang, Eric Jianfeng Cheng, Yigang Yan, Yungui Chen, Kazuaki Kisu, Shin-ichi Orimo, Hao Li
{"title":"外封面:解开二价氢化物电解质的复杂性在固态电池通过一个数据驱动的框架与大语言模型。化学25/2025)","authors":"Qian Wang, Fangling Yang, Yuhang Wang, Di Zhang, Ryuhei Sato, Linda Zhang, Eric Jianfeng Cheng, Yigang Yan, Yungui Chen, Kazuaki Kisu, Shin-ichi Orimo, Hao Li","doi":"10.1002/ange.202510922","DOIUrl":null,"url":null,"abstract":"<p>By integrating large language models, big data analytics, and ab initio metadynamics simulations, Hao Li and co-workers developed a powerful AI-driven framework that unravels previously hidden ion migration pathways in hydride-based solid-state electrolytes (SSEs) (e202506573). This integrative approach enables accurate prediction and efficient screening of high-performance SSEs, paving the way for next-generation multivalent solid-state batteries.\n\n <figure>\n <div><picture>\n <source></source></picture><p></p>\n </div>\n </figure></p>","PeriodicalId":7803,"journal":{"name":"Angewandte Chemie","volume":"137 25","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2025-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ange.202510922","citationCount":"0","resultStr":"{\"title\":\"Outside Front Cover: Unraveling the Complexity of Divalent Hydride Electrolytes in Solid-State Batteries via a Data-Driven Framework with Large Language Model (Angew. Chem. 25/2025)\",\"authors\":\"Qian Wang, Fangling Yang, Yuhang Wang, Di Zhang, Ryuhei Sato, Linda Zhang, Eric Jianfeng Cheng, Yigang Yan, Yungui Chen, Kazuaki Kisu, Shin-ichi Orimo, Hao Li\",\"doi\":\"10.1002/ange.202510922\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>By integrating large language models, big data analytics, and ab initio metadynamics simulations, Hao Li and co-workers developed a powerful AI-driven framework that unravels previously hidden ion migration pathways in hydride-based solid-state electrolytes (SSEs) (e202506573). This integrative approach enables accurate prediction and efficient screening of high-performance SSEs, paving the way for next-generation multivalent solid-state batteries.\\n\\n <figure>\\n <div><picture>\\n <source></source></picture><p></p>\\n </div>\\n </figure></p>\",\"PeriodicalId\":7803,\"journal\":{\"name\":\"Angewandte Chemie\",\"volume\":\"137 25\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2025-05-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://onlinelibrary.wiley.com/doi/epdf/10.1002/ange.202510922\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Angewandte Chemie\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1002/ange.202510922\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Angewandte Chemie","FirstCategoryId":"1085","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/ange.202510922","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Outside Front Cover: Unraveling the Complexity of Divalent Hydride Electrolytes in Solid-State Batteries via a Data-Driven Framework with Large Language Model (Angew. Chem. 25/2025)
By integrating large language models, big data analytics, and ab initio metadynamics simulations, Hao Li and co-workers developed a powerful AI-driven framework that unravels previously hidden ion migration pathways in hydride-based solid-state electrolytes (SSEs) (e202506573). This integrative approach enables accurate prediction and efficient screening of high-performance SSEs, paving the way for next-generation multivalent solid-state batteries.