The change of Na storage mechanism from soft carbon to hard carbon

Huy Sy Nguyen and Arnulf Latz

Phys. Chem. Chem. Phys., 2025, 27, 25663
DOI: 10.1039/D5CP02538A

The energy storage application of core-/yolk–shell structures in sodium batteries

Anurupa Maiti, Rasmita Biswal, Soumalya Debnath and Anup Bhunia

Energy Adv., 2024, 3, 1238
DOI: 10.1039/D4YA00141A

Machine learning-assisted design of cathode materials for lithium–sulfur batteries derived from a metal–organic framework

Seoyeah Oh, Kyeom Choi, Jihyeon Park, Geonho Kim, Seoyoung Yoon, Dongjun Kim, Seokhee Lee and Jiwon Kim

Mater. Horiz., 2025, 12, 7333
DOI: 10.1039/D5MH00635J

Machine learning-inspired battery material innovation

Man-Fai Ng, Yongming Sun and Zhi Wei Seh

Energy Adv., 2023, 2, 449
DOI: 10.1039/D3YA00040K

A data-driven interpretable method to predict capacities of metal ion doped TiO2 anode materials for lithium-ion batteries using machine learning classifiers

Mingxi Jiang, Yajuan Zhang, Zihao Yang, Haibo Li, Jinliang Li, Jiabao Li, Ting Lu, Chenglong Wang, Guang Yang and Likun Pan

Inorg. Chem. Front., 2023, 10, 6646
DOI: 10.1039/D3QI01705B

(NH4)2HPO4-mediated closed-pore/pseudographite synergy in thin-walled hard carbon for enhanced Na+ storage and kinetics

Yatao Chang, Zhengpeng Yang, Yufang Cao, Zhao He, Huili Fu, Tongtong Qin, Liming Zhao and Yongyi Zhang

J. Mater. Chem. A, 2025, 13, 36677
DOI: 10.1039/D5TA02820E

Prediction of discharge performance of hard carbon materials for high-performance sodium-ion batteries based on machine learning

Tianshuang Qi, Xiong Zhang, Kai Xiong, Haiping Yang, Shihong Zhang and Hanping Chen

J. Mater. Chem. A, 2025, 13, 17748
DOI: 10.1039/D5TA01528F

Graphitization Induction Effect of Hard Carbon for Sodium‐Ion Storage

Sishi Li, Jiaqi Liu, Yuecong Chen, Shuaiqi Li, Pei Tang, Yandong Xie, Shiyin Xie, Zhenyuan Miao, Jian Zhu and Xingbin Yan

Adv Funct Materials, 2025, 35
DOI: 10.1002/adfm.202424629

Artificial intelligence empowering innovation in key materials for sodium-ion batteries: Machine learning driven design and optimization of cathode and anode materials

Jun Cong and Shaohua Luo

Journal of Energy Chemistry, 2026, 116, 434
DOI: 10.1016/j.jechem.2026.01.011

Thermopressure Coupling Effect Mimicking Natural Graphite Formation to Enhance the Storage K–Ion Performance of Carbonaceous Heterostructures

Tianyi Ji, Xiaoxu Liu, Hui Wang, Yunli Shi, Yang Li, Man Zhang, Junqi Li, Hui Liu and Ze Xiang Shen

Research, 2023, 6
DOI: 10.34133/research.0092

Accelerated development of battery materials leveraging artificial intelligence and automation

Tong Zhao, Xiaozhao Liu and Yan Zeng

MRS Commun., 2025, 15, 650
DOI: 10.1557/s43579-025-00761-6

N/S co-doping engineered flattened hollow carbon anode for high-performance sodium ion batteries

Yingjuan Sun, Yangyang Tang and Hongyan Li

Journal of Colloid and Interface Science, 2025, 700, 138516
DOI: 10.1016/j.jcis.2025.138516

Multi-staged machine learning-driven investigation of biomass-derived hard carbon anodes for sodium-ion batteries: Connecting precursor, structure, and performance

Muxin Liu, Quan Tang, Erwei Leng, Yuanwang Deng, Dangzhen Lv and Jiaqiang E

Chemical Engineering Journal, 2026, 528, 172350
DOI: 10.1016/j.cej.2025.172350

Advanced hard carbon materials for practical applications of sodium-ion batteries developed by combined experimental, computational, and data analysis approaches

Zongfu Sun, Huawei Liu, Wen Li, Ning Zhang, Shan Zhu, Biao Chen, Fang He, Naiqin Zhao and Chunnian He

Progress in Materials Science, 2025, 149, 101401
DOI: 10.1016/j.pmatsci.2024.101401

Machine learning in energy storage material discovery and performance prediction

Guochang Huang, Fuqiang Huang and Wujie Dong

Chemical Engineering Journal, 2024, 492, 152294
DOI: 10.1016/j.cej.2024.152294

Unlocking the potential of fossil fuel-derived hard carbons in sodium-ion batteries: Mechanistic insight and design strategies

Yifan Chai, Zonglin Yi, Jiechen Guo, Xiaoqian Guo, Cancan Hong, Ge Song, Yafeng Fan, Wen Li, Xiao-Ming Li, Lijing Xie and Fangyuan Su

Energy Storage Materials, 2025, 80, 104435
DOI: 10.1016/j.ensm.2025.104435

Potassium ion doped manganese oxide nanoscrolls enhanced the performance of aqueous zinc-ion batteries

Yang Li, Xiaoxu Liu, Tianyi Ji, Man Zhang, Xueru Yan, Mengjie Yao, Dawei Sheng, Shaodong Li, Peipei Ren and Zexiang Shen

Chinese Chemical Letters, 2025, 36, 109551
DOI: 10.1016/j.cclet.2024.109551

Unveiling the role of lignin in biomass-derived hard carbon anodes via machine learning

Junxiao Li, Yanghao Jin, Kang Sun, Ao Wang, Gaoyue Zhang, Limin Zhou, Weihong Yang, Mengmeng Fan, Jianchun Jiang, Yuming Wen and Shule Wang

Journal of Power Sources, 2025, 631, 236323
DOI: 10.1016/j.jpowsour.2025.236323

Recent developments on multi- versus single-metallic catalytic graphitisation of biocarbon: A review

Shamala Gowri Krishnan, Claire E. White, Kuo Zeng, Nandakumar Kalarikkal, Yong Sik Ok, Craig B. Arnold, Sabu Thomas and Ange Nzihou

Fuel, 2025, 396, 135330
DOI: 10.1016/j.fuel.2025.135330

Artificial neural networks for sodium-ion batteries: A molecular descriptor approach to performance prediction

Sashwat Kumar Singh and Debashis Kundu

Journal of Energy Storage, 2026, 149, 119979
DOI: 10.1016/j.est.2025.119979

Synthesis of carboxyl-modified multi-walled carbon nanotubes for efficient adsorption of furfurylamine

Xiaomeng Su, Long Jiang, Zhiyi Xu, Yaojie Liu, Zongjiang Yu, Lulu Zhang, Ximin Chen, Shitao Yu, Mo Xian and Chao Xu

Journal of the Taiwan Institute of Chemical Engineers, 2023, 153, 105212
DOI: 10.1016/j.jtice.2023.105212

Optimal Scheduling Model of WDM/OTN Network Transmission Line Based on Machine Learning

Jianhua Zhao, Jingquan Li, Huicong Fan, Wenxiao Li, Jingna Zhang, Xiaoyuan Dai and Jackrit Suthakorn

Journal of Control Science and Engineering, 2022, 2022, 1
DOI: 10.1155/2022/2006930

Machine learning-assisted structural parameters screening of Sb@C composites for high cycle capacity in sodium-ion battery

Yufei Wang, Haixin Zhou, Kuo Wang, Xin Liu, Youming Peng, Xueping Wu, LingJiao Chen, Jiaojiao Liang and Di Huang

Journal of Alloys and Compounds, 2025, 1020, 179424
DOI: 10.1016/j.jallcom.2025.179424

Multielectron and adjustable oxidation–reduction reaction of molybdenum-based amorphous cathodes to improve the electrochemical performance of rechargeable lithium batteries

Yue Yin, Haonan Dong, Junfeng Li, Xiaoqing Zhou, Yanxi Luo, Xuefei Lai, Xiaoli Huang and Bo Yue

Journal of Electroanalytical Chemistry, 2023, 951, 117925
DOI: 10.1016/j.jelechem.2023.117925

Importance of Structural Features and the Influence of Individual Structures of Graphene Oxide Using Shapley Value Analysis

Amanda S. Barnard and Bronwyn L. Fox

Chem. Mater., 2023, 35, 8840
DOI: 10.1021/acs.chemmater.3c00715

Electrochemical Characterization of Charge Storage at Anodes for Sodium‐Ion Batteries Based on Corncob Waste‐Derived Hard Carbon and Binder

Luca Bottoni, Hamideh Darjazi, Leonardo Sbrascini, Antunes Staffolani, Serena Gabrielli, Genny Pastore, Alessia Tombesi and Francesco Nobili

ChemElectroChem, 2023, 10
DOI: 10.1002/celc.202201117

Solvated Sodium Storage via a Coadsorptive Mechanism in Microcrystalline Graphite Fiber

Xiaoxu Liu, Tian Wang, Tengsheng Zhang, Zhihao Sun, Tianyi Ji, Jing Tian, Hui Wang, Xiaodong Hao, Hui Liu and Dongliang Chao

Advanced Energy Materials, 2022, 12
DOI: 10.1002/aenm.202202388

The potential of plasma-derived hard carbon for sodium-ion batteries

Abdul Wasy Zia, Shahid Rasul, Muhammad Asim, Yarjan Abdul Samad, Rana Abdul Shakoor and Tariq Masood

Journal of Energy Storage, 2024, 84, 110844
DOI: 10.1016/j.est.2024.110844

Machine learning for beyond Li-ion batteries: Powering the research

Aysegul Kilic, Burcu Oral, Damla Eroglu and Ramazan Yildirim

Journal of Energy Storage, 2023, 73, 109057
DOI: 10.1016/j.est.2023.109057

From graphite to hard carbon: multifaceted sodium storage reactions and future perspectives of carbon anode materials for sodium-ion batteries

Hong Qin, Shuang Wang, Huaiyu Zhou, Shuo Pan, Da Cui, Qing Wang, Chunxia Jia, Lidong Zhang and Jingru Bai

Journal of Electroanalytical Chemistry, 2025, 993, 119270
DOI: 10.1016/j.jelechem.2025.119270

How Machine Learning Has Driven the Development of Rechargeable Ion Batteries

Huawei Liu, Sihui Li, Shan Zhu, Yitao Hu, Xiaopeng Han, Chunsheng Shi, Fang He, Chunnian He, Biao Chen and Naiqin Zhao

Advanced Energy Materials, 2025, 15
DOI: 10.1002/aenm.202504095

Microporous structure engineering of hard carbon through synergistic catalytic dehydration and activation for enhanced sodium ion storage

Haihong Lai, Shuai Zhang, Qi Wang, Wei Zhao, Yifan Tong, Libo Li, Chao Huang, Boon Kar Yap, Xinwen Peng and Linxin Zhong

Nano Energy, 2025, 143, 111298
DOI: 10.1016/j.nanoen.2025.111298

Overview on Sodium Ion Batteries: Anode, Cathode, and Electrolytes

Jay Singh, S. S. Mallick, Bonamali Pal, Krishna Kumar Gupta and Sangita Roy

ChemistrySelect, 2025, 10
DOI: 10.1002/slct.202505643

Designing Heterodiatomic Carbon Hydrangea Superstructures via Machine Learning‐Regulated Solvent‐Precursor Interactions for Superior Zinc Storage

Qi Huang, Chengmin Hu, Yang Qin, Yaowei Jin, Lu Huang, Yaojie Sun, Ziyang Song and Fengxian Xie

Small, 2024, 20
DOI: 10.1002/smll.202405940

Gallium‐based liquid metals for lithium‐ion batteries

Bin‐Wei Zhang, Long Ren, Yun‐Xiao Wang, Xun Xu, Yi Du and Shi‐Xue Dou

Interdisciplinary Materials, 2022, 1, 354
DOI: 10.1002/idm2.12042

Topological Structure‐Modulated Collagen Carbon as Two‐in‐One Energy Storage Configuration toward Ultrahigh Power and Energy Density

Li Yuan, Wenlong Cai, Yunhong Wei, Yiran Pu, Can Liu, Yun Zhang and Hao Wu

Energy & Environ Materials, 2024, 7
DOI: 10.1002/eem2.12536

Highly crosslinked resin prepares hard carbon anode for enhanced sodium storage performance and reduced cost

Liekai Liu, Xuerui Yang and Naigen Zhou

Chemical Engineering Journal, 2024, 498, 155876
DOI: 10.1016/j.cej.2024.155876

Physics-informed machine learning exploration of Na storage mechanisms in disordered carbon

Nikhil Rampal, Stephen E. Weitzner, Fredrick Omenya, Marissa Wood, David M. Reed, Xiaolin Li, Jonathan R.I. Lee and Liwen F. Wan

Energy Storage Materials, 2026, 86, 104967
DOI: 10.1016/j.ensm.2026.104967

Machine learning-assisted thermomechanical coupling fabrication of hard carbon for sodium-ion batteries

Tianyi Ji, Xiaoxu Liu, Dawei Sheng, Yang Li, Huan Ruan, Hai Guo, Ze Xiang Shen and Linfei Lai

Energy Storage Materials, 2024, 71, 103563
DOI: 10.1016/j.ensm.2024.103563

Intercalation Reaction of Molybdenum Trioxide Cathode for Rechargeable Ion Batteries

Dawei Sheng, Xiaoxu Liu, Qiang Zhang, Haozhe Yi, Xuanzhang Wang, Shufang Fu, Sheng Zhou, Jiaguo Shen and Ang Gao

Batteries & Supercaps, 2023, 6
DOI: 10.1002/batt.202200569

Pomegranate-like α-MoO3-x/C nanospheres as a stable and high-performance Li-ion intercalation host

Shan Gong, Li Zhang, Guangyu Zhao and Liuzhang Ouyang

Journal of Alloys and Compounds, 2024, 986, 174026
DOI: 10.1016/j.jallcom.2024.174026

Advances in oxygen-containing functional groups-modified hard carbon anodes for sodium-ion batteries

Yufei He, Da Liu, Qinyu Li, Zeyu Zhu and Renbing Wu

Materials Science and Engineering: R: Reports, 2026, 168, 101143
DOI: 10.1016/j.mser.2025.101143

Crumpled graphene with graded interlayer spacing for high-rate Na+ storage

Xiaoxu Liu, HASEEB UD DIN, Man Zhang, Dawei Sheng, Dongliang Chao and Zexiang Shen

Applied Physics Letters, 2023, 123
DOI: 10.1063/5.0172957

Enhancing Rapid Li+/Na+ Storage Performance via Interface Engineering of Reduced Graphene Oxide-Wrapped Bimetallic Sulfide Nanocages

Yu-Jie Ren, Hao-Bo Guan, Yun-Lei Hou, Bo-Han Zhang, Kuan-Kuan Tian, Bai-Qin Xiong, Jing-Zhou Chen and Dong-Lin Zhao

ACS Appl. Mater. Interfaces, 2024, 16, 45619
DOI: 10.1021/acsami.4c06039

Lignin as an Inexpensive, High-Yield Precursor to Hard Carbon Active Materials for Sodium-Ion Batteries

Yuki Fujii, Haruka Yoshimo, Ryoichi Tatara, Zachary T. Gossage, Aoto Koizumi and Shinichi Komaba

ACS Appl. Energy Mater., 2025, 8, 6577
DOI: 10.1021/acsaem.5c00491

Few-shot learning of initial coulombic efficiency using adaptive combination kernel deep Gaussian process regression

Hai Guo, Hongcheng Zhang, Xiaofeng Lv, Xiaoxu Liu and Tianyi Ji

Journal of Energy Storage, 2025, 128, 117238
DOI: 10.1016/j.est.2025.117238

Construction of English Writing Hybrid Teaching Model Based on Machine Learning Automatic Composition Scoring System

Li Zhou

Procedia Computer Science, 2022, 208, 384
DOI: 10.1016/j.procs.2022.10.054

High‐performance sodium storage for cobalt phosphide composite array electrodes

Man Zhang, Xiao‐Xu Liu, Tian‐Yi Ji, Yang Li, Da‐Wei Sheng, Shao‐Dong Li, Pei‐Pei Ren and Ze‐Xiang Shen

Rare Metals, 2024, 43, 3724
DOI: 10.1007/s12598-024-02697-7

Emerging Chemistry for Wide-Temperature Sodium-Ion Batteries

Fang Zhang, Bijiao He, Yan Xin, Tiancheng Zhu, Yuning Zhang, Shuwei Wang, Weiyi Li, Yang Yang and Huajun Tian

Chem. Rev., 2024, 124, 4778
DOI: 10.1021/acs.chemrev.3c00728

Machine learning predicting the effects microstructures of biomass hard carbon have on the electrochemical performance of SIBs anodes

Quan Bu, Yuanchong Yue, Bufei Wang, Dinghui Zhang, Tengfei Zhou, Junming Xu and Kang Sun

Journal of Colloid and Interface Science, 2025, 692, 137474
DOI: 10.1016/j.jcis.2025.137474

Hydrogen Bond Network Regulation in Electrolyte Structure for Zn‐based Aqueous Batteries

Dawei Sheng, Xiaoxu Liu, Zhuo Yang, Man Zhang, Yang Li, Peipei Ren, Xueru Yan, Ze Xiang Shen and Dongliang Chao

Adv Funct Materials, 2024, 34
DOI: 10.1002/adfm.202402014

Ternary deep eutectic solvent-Mediated rapid extraction of highly crystalline cellulose enabling closed-Pore regeneration of hard carbon anode for ultrafast sodium storage

Yunfei Shen, Bojian Fan, Yuhang Xin, Qingbo Zhou, Yingshuai Wang, Hui Zhou, Kunyu Zhao, Feng Wu and Hongcai Gao

Carbon, 2025, 243, 120594
DOI: 10.1016/j.carbon.2025.120594

Data-driven intelligent carbonization unifies diverse biomass into high-performance hard carbon negative electrodes

Junfeng Cui, Yi Rao, Jianbao Gao, Hao Zhang, Cheng Lin, Jiale Zhao, Jiawen Zeng, Chun Fang, Zhiqiang Wang, Jinyu Wen, Bo Song, Yunhui Huang, Haiping Yang, Jia Xie and Yonggang Yao

Nat Commun, 2026
DOI: 10.1038/s41467-026-70411-5