MXenes and artificial intelligence: fostering advancements in synthesis techniques and breakthroughs in applications DOI Creative Commons
Siavash Iravani,

Arezoo Khosravi,

Ehsan Nazarzadeh Zare‬

et al.

RSC Advances, Journal Year: 2024, Volume and Issue: 14(49), P. 36835 - 36851

Published: Jan. 1, 2024

Exploring the symbiotic relationship between MXenes and AI, this highlight focuses on recent advancements pertaining to prediction optimization of properties, synthesis routes, diverse applications MXene materials.

Language: Английский

Artificial intelligence interventions in 2D MXenes-based photocatalytic applications DOI
Durga Madhab Mahapatra, Ashish Kumar, Rajesh Kumar

et al.

Coordination Chemistry Reviews, Journal Year: 2025, Volume and Issue: 529, P. 216460 - 216460

Published: Jan. 24, 2025

Language: Английский

Citations

2

Programmable Electromagnetic Wave Absorption via Tailored Metal Single Atom‐Support Interactions DOI Open Access

Mingyue Yuan,

Bangxin Li,

Yiqian Du

et al.

Advanced Materials, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 7, 2025

Abstract Metal single atoms (SA)‐support interactions inherently exhibit significant electrochemical activity, demonstrating potential in energy catalysis. However, leveraging these to modulate electronic properties and extend application fields is a formidable challenge, demanding in‐depth understanding quantitative control of atomic‐scale interactions. Herein, situ, off‐axis electron holography technique utilized directly visualize the between SAs graphene surface. These facilitate formation dispersed nanoscale regions with high charge density are highly sensitive external electromagnetic (EM) fields, resulting controllable dynamic relaxation processes for accumulation restoration. This leads customized dielectric relaxation, which difficult achieve current band engineering methods. Moreover, behaviors insensitive elevated temperatures, having characteristics distinct from those typical metallic or semiconducting materials. Based on results, programmable EM wave absorption achieved by developing library SA‐graphene materials precisely controlling SA‐support tailor their responses waves terms frequency intensity. advancement addresses anti‐EM interference requirements components, greatly enhancing development integrated circuits micro‐nano chips. Future efforts will concentrate manipulating atomic SA‐support, potentially revolutionizing nanoelectronics optoelectronics.

Language: Английский

Citations

1

Machine Learning in Computational Design and Optimization of Disordered Nanoporous Materials DOI Open Access
Aleksey Vishnyakov

Materials, Journal Year: 2025, Volume and Issue: 18(3), P. 534 - 534

Published: Jan. 24, 2025

This review analyzes the current practices in data-driven characterization, design and optimization of disordered nanoporous materials with pore sizes ranging from angstroms (active carbon polymer membranes for gas separation) to tens nm (aerogels). While machine learning (ML)-based prediction screening crystalline, ordered porous are conducted frequently, porosity receive much less attention, although ML is expected excel field, which rich ill-posed problems, non-linear correlations a large volume experimental results. For micro- mesoporous solids carbons, silica, aerogels, etc.), obstacles mostly related navigation available data transferrable easily interpreted features. The majority published efforts based on obtained same work, datasets often very small. Even limited data, helps discover non-evident serves material production optimization. development comprehensive databases low-level structural sorption characteristics, as well automated synthesis/characterization protocols, seen direction immediate future. paper written language readable by chemist unfamiliar science specifics.

Language: Английский

Citations

1

Functional Hydrogels for Aqueous Zinc‐Based Batteries: Progress and Perspectives DOI Open Access

Lei Mao,

Guanjie Li, Binwei Zhang

et al.

Advanced Materials, Journal Year: 2024, Volume and Issue: unknown

Published: Dec. 10, 2024

Aqueous zinc batteries (AZBs) hold great potential for green grid-scale energy storage due to their affordability, resource abundance, safety, and environmental friendliness. However, practical deployment is hindered by challenges related the electrode, electrolyte, interface. Functional hydrogels offer a promising solution address such owing broad electrochemical window, tunable structures, pressure-responsive mechanical properties. In this review, key properties that functional must possess advancing AZBs, including strength, ionic conductivity, swelling behavior, degradability, from perspective of full life cycle in AZBs are summarized. Current modification strategies aimed at enhancing these improving AZB performance also explored. The design considerations integrating with electrodes interface discussed. end, limitations future directions bridge gap between academia industries successful

Language: Английский

Citations

5

Lightweight, superhydrophobic, and superelastic MXene/carboxymethylcellulose sodium composite aerogels for efficient and multifunctional electromagnetic interference shielding DOI
Jiadong Li, Caiyun Liang,

Chuanwei Lin

et al.

Chemical Engineering Journal, Journal Year: 2025, Volume and Issue: unknown, P. 160274 - 160274

Published: Feb. 1, 2025

Language: Английский

Citations

0

Algorithm in chemistry: molecular logic gate-based data protection DOI
Yu Dong, Shiyu Feng, Weiguo Huang

et al.

Chemical Society Reviews, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 1, 2025

This review focuses on stimuli-responsive material (SRM)-based data protection, emphasizing the integration of intricate logic and algorithms in SRM-constructed hardware. It also discusses current challenges future directions field.

Language: Английский

Citations

0

Advances in Crack-Based Strain Sensors on Stretchable Polymeric Substrates: Crack Mechanisms, Geometrical Factors, and Functional Structures DOI Open Access
C.-H. Song,

Haran Lee,

Chan Park

et al.

Polymers, Journal Year: 2025, Volume and Issue: 17(7), P. 941 - 941

Published: March 30, 2025

This review focuses on deepening the structural understanding of crack-based strain sensors (CBSS) stretchable and flexible polymeric substrates promoting sensor performance optimization. CBSS are cutting-edge devices that purposely incorporate cracks into their functional elements, thereby achieving high sensitivity, wide working ranges, rapid response times. To optimize CBSS, systematic research characteristics is essential. comprehensively analyzes key factors determining such as crack mechanism, geometrical factors, structures proposes optimization strategies grounded in these insights. In addition, we explore potential numerical analysis machine learning to offer novel perspectives for Following this, introduce various applications CBSS. Finally, discuss current challenges future prospects research, providing a roadmap next-generation technologies.

Language: Английский

Citations

0

Tailoring optical response of MXene thin films DOI Creative Commons
Jeffrey Simon,

Kyu Ri Choi,

Stefano Ippolito

et al.

Nanophotonics, Journal Year: 2025, Volume and Issue: unknown

Published: April 3, 2025

Abstract Due to their attractive optical properties, 2D MXenes have garnered interest in nanophotonic and optoelectronic applications. However, tuning properties typically requires the iterative synthesis of with a specific set such as absorption band position, electronic conductivity, dielectric constant. We demonstrate how tailor MXene thin films over broad 1500-nm wavelength range by mixing different ratios highly conductive Ti 3 C 2 T x poorly Nb CT . By changing film composition, epsilon-near-zero (ENZ) point, where transit from metallic, was varied spectral 1.1 2.6 µm. Additionally, we observed reduction some compositions compared pure films. Compared other methods, this approach enables simple continual without requiring multiple time-consuming steps.

Language: Английский

Citations

0

Cellulose Gels: Functional Design and Promising Smart Applications DOI
Geyuan Jiang, Guangwen Xu,

Qinqin Xia

et al.

Small, Journal Year: 2025, Volume and Issue: unknown

Published: April 7, 2025

Abstract Cellulose, the most abundant natural polymer, is characterized by its unique molecular architecture, which enables strategic engineering into functional gel materials such as ionogels and hydrogels. Despite significant advancements in cellulose technology, especially area of ionogels, challenges remain fully exploring their properties broadening applications. This review examines development evolution gels, focusing on new directions molecular‐scale design for these materials. Strategies to enhance mechanical performance, ionic conductivity, self‐healing gels are systematically outlined, emphasizing regulation assembly, creation dynamic bonds, switchable supramolecular networks. Furthermore, emerging applications electronic skins, flexible electronics, smart devices, biomedical science discussed. Performance targets trends identified, highlighting potential role artificial intelligence predicting accelerating process. work proposes feasible scalable strategies aimed at improving gels.

Language: Английский

Citations

0

Optimizing microgreen cultivation through post-crosslinked alginate-gellan gum hydrogel substrates with enhanced porosity and structural integrity DOI

Ella Evensen,

Zi Teng, Yimin Mao

et al.

International Journal of Biological Macromolecules, Journal Year: 2025, Volume and Issue: unknown, P. 142905 - 142905

Published: April 1, 2025

Language: Английский

Citations

0