Navigating the Evolution of Carbon Nitride Research: Integrating Machine Learning into Conventional Approaches

Physical Chemistry Chemical Physics, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 1, 2025

Carbon nitride research has reached a promising point in today's endeavours with diverse applications including photocatalysis, energy storage, and sensing due to their unique electronic structural properties. Recent advances machine learning (ML) have opened new avenues for exploring optimizing the potential of these materials. This study presents comprehensive review integration ML techniques carbon an introduction CN classifications recent advancements. We discuss methodologies employed, such as supervised learning, unsupervised reinforcement predicting material properties, synthesis conditions, enhancing performance metrics. Key findings indicate that algorithms can significantly reduce experimental trial-and-error, accelerate discovery processes, provide deeper insights into structure-property relationships nitride. The synergistic effect combining traditional approaches is highlighted, showcasing studies where driven models successfully predicted novel compositions enhanced functional Future directions this field are also proposed, emphasizing need high-quality datasets, advanced models, interdisciplinary collaborations fully realize materials next-generation technologies.

Language: Английский

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Eco-friendly green synthesis of Fe-doped WS₂ using neem leaf extract: unlocking large interlayer spacing for improved capacitance and rapid ion transport

RSC Advances, Journal Year: 2024, Volume and Issue: 14(53), P. 39727 - 39739

Published: Jan. 1, 2024

The advantages of green synthesis include eco-friendliness, structural integrity, stability, cost-effectiveness, scalability, and safety for bio-electrochemical applications.

Language: Английский

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Progress and Prospects in Cathode Materials for Sodium-Ion Batteries: Synthesis, Characterization, and Engineering Aspects

Energy & Fuels, Journal Year: 2024, Volume and Issue: 38(21), P. 20285 - 20313

Published: Oct. 23, 2024

The need for sustainable and economically viable energy storage technologies is increasing critically as the world transitions toward renewable electrified transportation. Sodium-ion batteries (SIBs) have emerged a promising alternative to lithium-ion (LIBs) due abundant availability of sodium potential lower costs. However, development high-performance cathode materials remains key challenge in realizing full SIBs. Recent advancements focused on improving electrochemical properties through various strategies, particularly doping cations anions into layered transition metal oxides (LTMOs). Researchers enhanced specific capacity, cycling stability, rate performance. Doping not only improves structural stability but also mitigates issues such phase voltage decay, which are critical long-term performance In addition these advancements, there growing priority eliminating cobalt from environmental economic concerns. Cobalt-free alternatives, manganese-rich iron-based compounds, shown considerable promise, delivering competitive without ethical supply chain associated with cobalt. Global research efforts made significant strides overcoming technical barriers SIB commercialization. Collaborative projects across North America, Europe, Asia accelerating scalable synthesis techniques optimization material properties. These ionic conductivity ensuring integrity cathodes during cycling. integration advanced characterization has played pivotal role understanding mechanisms at play, guiding design next-generation materials. As technology continues evolve, its applications large-scale grid stabilization becoming increasingly apparent. combination raw materials, improved doping, shift cobalt-free compositions positions SIBs strong contender market. This review highlights progress challenges that remain, outlining future directions will be crucial transitioning laboratory real-world applications.

Language: Английский

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Zirconium and copper dual-doping strategy in NaNiFeMnO2: Advancing the electrochemical stability and capacity for sodium-ion batteries

Solid State Sciences, Journal Year: 2025, Volume and Issue: 160, P. 107822 - 107822

Published: Jan. 5, 2025

Language: Английский

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Nickel‐Doped h‐MoO₃ Cathodes: A High‐Performance Material for Aluminum‐Ion Batteries

Battery energy, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 21, 2025

ABSTRACT This study introduces a novel method for the effective doping of hexagonal molybdenum trioxide ( h‐ MoO 3 ) microstructures with different contents nickel, significantly enhancing its electrochemical performance in aluminum‐ion batteries (AIBs). Ni does not alter high crystallinity and phase purity pristine oxide but modifies defective structure electronic properties. Electrochemical tests, including cyclic voltammograms charge–discharge cycling, showed improvements capacity stability Ni‐doped samples as compared undoped ones. Moreover, incorporation was found to enhance structural integrity , preventing formation intermediate phases during cycling reducing resistance at electrode–electrolyte interface. The existence an optimal about 1 at% is evidenced. Samples this content attain stabilized specific 230 mAh g −1 over 100 cycles, doubling that reported previous works composites carbon nanotubes. Nickel‐doped shows exciting potential advanced AIB applications, paving way further energy storage technology advancements.

Language: Английский

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Sn nanoparticles anchored on three-dimensional N-doped graphene for fast and durable Na-ion storage

Materials Science and Engineering B, Journal Year: 2025, Volume and Issue: 314, P. 118056 - 118056

Published: Jan. 30, 2025

Language: Английский

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Advancing High-Voltage Cathodes for Sodium-Ion Batteries: Challenges, Material Innovations and Future Directions

Energy storage materials, Journal Year: 2025, Volume and Issue: 76, P. 104133 - 104133

Published: Feb. 19, 2025

Language: Английский

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Study on High Cycle Stability of Na0.67Ni0.33Mn0.67O2 Cathode Material with Hexagonal Plate Morphology

Journal of Alloys and Compounds, Journal Year: 2025, Volume and Issue: unknown, P. 179323 - 179323

Published: Feb. 1, 2025

Language: Английский

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Boosting the Performance of a Highly Cobalt-Doped Na₃V₂(PO₄)₃/C Nanocomposite via a Dual Doping Strategy for High-Performance SIB Cathodes

ACS Applied Electronic Materials, Journal Year: 2025, Volume and Issue: unknown

Published: April 3, 2025

Language: Английский

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Degradation Mechanisms of Prussian Blue Analogues and State-of-the-Art Approaches for Stability Optimization: A Review

The Journal of Physical Chemistry C, Journal Year: 2025, Volume and Issue: unknown

Published: April 3, 2025

Language: Английский

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