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References from Data-driven discovery of high-performance zinc-ion battery cathodes by a machine learning strategy integrating energy gradient and activation area ratio. Local targets link to admitted publications; unresolved targets remain external evidence.
Alcohol molecule coupling: A universal approach to modulating amorphousness in vanadium-based cathodes for high-rate and durable aqueous zinc-ion batteries
10.1126/sciadv.adt7502 · 2025 · External reference
Nanofluidic-engineered carbon nanotube ion highways in hydrogels enable high-power aqueous zinc-ion batteries
10.1126/sciadv.adx9812 · 2025 · External reference
Enhanced kinetics and stability of Zn–MnO2 batteries with a multifunctional TiO2 coating
10.1002/adma.202505082 · 2025 · External reference
In-situ positive electrode–electrolyte interphase construction enables stable Ah-level Zn–MnO2 batteries
10.1038/s41467-025-57579-y · 2025 · External reference
Modulating the structure of interlayer/layer matrix on δ-MnO2 via cerium doping-engineering toward high-performance aqueous zinc ion batteries
10.1002/aenm.202304303 · 2024 · External reference
Defect engineering in manganese-based oxides for aqueous rechargeable zinc-ion batteries: A review
10.1002/aenm.202001769 · 2020 · External reference
Cooperative Jahn–Teller effect and engineered long-range strain in manganese oxide/graphene superlattice for aqueous zinc-ion batteries
10.1038/s41467-025-60558-y · 2025 · External reference
Recent developments and future prospects for zinc-ion hybrid capacitors: A review
10.1002/aenm.202003994 · 2021 · External reference
Pre-intercalation of ammonium ions in layered δ-MnO2 nanosheets for high-performance aqueous zinc-ion batteries
10.1002/anie.202315257 · 2023 · External reference
Proton storage chemistry in aqueous zinc-inorganic batteries with moderate electrolytes
10.1002/adma.202414019 · 2025 · External reference
Synergetic impact of oxygen and vanadium defects endows NH4V4O10 cathode with superior performances for aqueous zinc-ion battery
10.1016/j.ensm.2023.103108 · 2024 · External reference
Mitigating Jahn–Teller effect of MnO2 via charge regulation of Mn-local environment for advanced calcium storage
10.1016/j.ensm.2024.103763 · 2024 · External reference
Accelerated discovery of stable lead-free hybrid organic–inorganic perovskites via machine learning
10.1038/s41467-018-05761-w · 2018 · External reference
Machine learning-based design of electrocatalytic materials towards high-energy lithium||sulfur batteries development
10.1038/s41467-024-52550-9 · 2024 · External reference
Efficient modulation d/p-band center proximity in birnessite-type MnO2 by cation/anion co-doping for enhanced dual-ion storage
10.1002/adfm.202500137 · 2025 · External reference
Inner-sphere electron transfer enabling highly reversible Mn2+/MnO2 conversion toward energy-dense electrolytic zinc-manganese batteries
10.1021/jacs.5c01648 · 2025 · External reference
Connecting metal–organic framework synthesis to applications using multimodal machine learning
10.1038/s41467-025-60796-0 · 2025 · External reference
Discovery of unconventional proton-conducting inorganic solids via defect-chemistry-trained, interpretable machine learning
10.1002/aenm.202301892 · 2023 · External reference
Machine-learning approach for predicting the discharging capacities of doped lithium nickel-cobalt-manganese cathode materials in Li-ion batteries
10.1021/acscentsci.1c00611 · 2021 · External reference
Machine learning assisted synthesis of lithium-ion batteries cathode materials
10.1016/j.nanoen.2022.107214 · 2022 · External reference
A Machine learning shortcut for screening the spinel structures of Mg/Zn ion battery cathodes with a high conductivity and rapid ion kinetics
10.1016/j.ensm.2021.07.042 · 2021 · External reference
Hybrid superlattice-triggered selective proton grotthuss intercalation in δ-MnO2 for high-performance zinc-ion battery
10.1002/anie.202313163 · 2023 · External reference
Alkali ions pre-intercalated layered MnO2 nanosheet for zinc-ions storage
10.1002/aenm.202101287 · 2021 · External reference
Unlocking the critical role of cations doping in MnO2 cathode with enhanced reaction kinetics for aqueous zinc ion batteries
10.1002/adfm.202423755 · 2025 · External reference
A highly efficient Co3O4 nanoparticle-incorporated mesoporous beta composite as a synergistic catalyst for oxygen reduction
10.1002/celc.201600858 · 2017 · External reference
Enhancing Zn2+/H+ joint charge storage in MnO2: Concurrently tailoring Mn’s local electron density and O’s p-band center
10.1021/acsnano.4c06672 · 2024 · External reference
Achieving ultra-long cycling life for MnO2 cathode: Modulating Mn3+ spin state to suppress Jahn–Teller distortion and manganese dissolution
10.1016/j.ensm.2025.104128 · 2025 · External reference
Effectively modulating oxygen vacancies in flower-like δ-MnO2 nanostructures for large capacity and high-rate zinc-ion storage
10.1007/s40820-023-01194-3 · 2023 · External reference
Gradient concentration refilling of N stabilizes oxygen vacancies for enhanced Zn2+ storage
10.1002/aenm.202301730 · 2023 · External reference
Bismuth-iron-based precursor: Preparation, phase composition, and two methods of thermal treatment
10.1039/d0ra00177e · 2020 · External reference
Dynamic protective multi-layers for MnO2 cathodes: Ion sorting and structural protection for superior zinc-ion battery cycling performance
10.1002/adma.202513548 · 2026 · External reference
In situ-constructed multifunctional composite anode with ultralong-life toward advanced lithium-metal batteries
10.1002/adma.202406034 · 2024 · External reference
CuCl2-modified lithium metal anode via dynamic protection mechanisms for dendrite-free long-life charging/discharge processes
10.1002/aenm.202103480 · 2022 · External reference
Engineering p-band center of oxygen boosting H+ intercalation in δ-MnO2 for aqueous zinc ion batteries
10.1002/anie.202215654 · 2023 · External reference
Dual anions doping enhanced conductivity and stability of layered δ-MnO2 cathode for aqueous zinc-ion battery
10.1002/adfm.202501135 · 2025 · External reference
Vacancy-rich Al-doped MnO2 cathodes break the trade-off between kinetics and stability for high-performance aqueous Zn-ion batteries
10.1039/d3ee01659e · 2024 · External reference
Activating the redox chemistry of MnO2/Mn2+ in aqueous Zn batteries based on multi-ions doping regulation
10.1016/j.ensm.2024.103268 · 2024 · External reference
Se-dopant modulated selective Co-insertion of H+ and Zn2+ in MnO2 for high-capacity and durable aqueous Zn-ion batteries
10.1002/anie.202410900 · 2024 · External reference
Molecular tailoring of MnO2 by bismuth doping to achieve aqueous zinc-ion battery with capacitor-level durability
10.1016/j.ensm.2022.03.024 · 2022 · External reference
Cross-doped Mn/Mo oxides with core–shell structures designed by a self-template strategy for durable aqueous zinc-ion batteries
10.1002/adfm.202301351 · 2023 · External reference
Carboxymethylcellulose induced the formation of amorphous MnO2 nanosheets with abundant oxygen vacancies for fast ion diffusion in aqueous zinc-ion batteries
10.1002/adfm.202411990 · 2024 · External reference
Tailoring hierarchical MnO2 nanostructures on self-supporting cathodes for high-mass-loading zinc-ion batteries
10.1039/d4sc06182a · 2024 · External reference
Vacancy engineering on MnSe cathode enables high-rate and stable zinc-ion storage
10.1002/adfm.202419720 · 2024 · External reference
Dynamic heterostructure design of MnO2 for high-performance aqueous zinc-ion batteries
10.1039/d4ee00341a · 2024 · External reference
Cation defect-engineered boost fast kinetics of two-dimensional topological bi2se3 cathode for high-performance aqueous Zn-ion batteries
10.1002/adma.202306269 · 2023 · External reference
SnSe2/NiSe2@N-doped carbon yolk–shell heterostructure construction and selenium vacancies engineering for ultrastable sodium-ion storage
10.1002/aenm.202302901 · 2023 · External reference
Discovery of D-band center engineered amorphous cathode with ultrahigh, superfast, and wide-temperature Zn2+ storage capability
10.1002/adma.202520708 · 2026 · External reference
Anion vacancies coupling with heterostructures enable advanced aerogel cathode for ultrafast aqueous zinc-ion storage
10.1002/adma.202419582 · 2025 · External reference
A guest cation screening principle for enabling customized cathode/electrolyte interface chemistry and self-enhanced aqueous zinc-ion batteries
10.1002/anie.202510893 · 2025 · External reference
Active materials for aqueous zinc ion batteries: Synthesis, crystal structure, morphology, and electrochemistry
10.1021/acs.chemrev.9b00628 · 2020 · External reference
Energy storage chemistry in aqueous zinc metal batteries
10.1021/acsenergylett.0c02028 · 2020 · External reference
Traditional electrochemical Zn2+ intercalation/extraction mechanism revisited: Unveiling ion-exchange mediated irreversible Zn2+ intercalation for the δ-MnO2 cathode in aqueous Zn ion batteries
10.1002/aenm.202302655 · 2024 · External reference