Data‐Driven Innovation in Metal‐Organic Frameworks Photocatalysis: Bridging Gaps for CO2 Capture and Conversion with FAIR Principles DOI Creative Commons
Claudia Bizzarri, Manuel Tsotsalas

Advanced Energy and Sustainability Research, Journal Year: 2024, Volume and Issue: unknown

Published: Dec. 30, 2024

Metal‐organic frameworks (MOFs) have emerged as key materials for carbon capture and conversion, particularly in photocatalytic CO 2 reduction. However, inconsistent reporting of essential parameters the literature hinders informed decisions about material selection optimization. This perspective highlights need a user‐friendly, centralized database supported by automated data extraction using natural language processing tools to streamline comparisons MOF materials. By consolidating crucial from scientific literature, such promotes efficient decision‐making utilization. Emphasizing significance open‐source initiatives principles FAIR data—ensuring are Findable, Accessible, Interoperable, Reusable—a collaborative approach management sharing is advocated for. Making database‐accessible worldwide enhances quality reliability, fostering innovation progress conversion Additionally, databases valuable creating artificial intelligence assist researchers discovery synthesis conversion.

Language: Английский

Large language models for reticular chemistry DOI
Zhiling Zheng, Nakul Rampal,

Theo Jaffrelot Inizan

et al.

Nature Reviews Materials, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 31, 2025

Language: Английский

Citations

4

Guiding the rational design of biocompatible metal-organic frameworks for drug delivery DOI Creative Commons
Dhruv Menon, David Fairen‐Jimenez

Matter, Journal Year: 2025, Volume and Issue: 8(3), P. 101958 - 101958

Published: Jan. 29, 2025

Language: Английский

Citations

3

Latest Developments in the Synthesis of Metal-Organic Frameworks and Their Hybrids for Hydrogen Storage DOI Creative Commons
Laura Jimenez-Lopez, R. Morales-Ospino, Leandro Goulart de Araujo

et al.

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

Published: Jan. 1, 2025

Metal–organic frameworks (MOFs) are promising materials for hydrogen (H 2 ) storage due to their versatile structures, high surface areas and substantial pore volumes.

Language: Английский

Citations

2

Synthetic Aspects and Characterization Needs in MOF Chemistry – from Discovery to Applications DOI Creative Commons
Bastian Achenbach, Aysu Yurduşen, Norbert Stock

et al.

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

Published: Jan. 7, 2025

Even if MOFs are recently developed for large-scale applications, the road to applications of is long and rocky. This requires overcome challenges associated with phase discovery, synthesis optimization, basic advanced characterization, computational studies. Lab-scale results need be transferred processes, which often not trivial, life-cycle analyses techno-economic performed realistically assess their potential industrial relevance. Based on experience in field stable, functional combining synthesis, modeling, this mini-review gives recommendations especially non-specialists, example, from chemical engineers medical doctors, accelerate facilitate knowledge transfer will ultimately lead application MOFs. The include reporting characterization data as well standardization detailed information required mining machine learning techniques, increasingly used discovery new materials analysis. Once a suitable MOF identified its key properties determined, translational studies shall finally carried out collaboration end-users validate performance under real conditions allow understanding processes involved.

Language: Английский

Citations

1

Intramolecular charge transfer synergistic LSPR effect enhanced electrochemiluminescence platform for deoxynivalenol detection DOI
Xiang Mei,

Shan Yao,

Lihui Xu

et al.

Sensors and Actuators B Chemical, Journal Year: 2025, Volume and Issue: 431, P. 137432 - 137432

Published: Feb. 16, 2025

Language: Английский

Citations

1

Recent Advances in the Construction and Application of Anion‐Induced Cucurbit[n]uril‐Based Supramolecular Assemblies via Outer‐Surface Interactions DOI Open Access
Fei-Yang Tian,

Rui-xue Cheng,

Kai Chen

et al.

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

Published: March 3, 2025

Abstract Cucurbit[ n ]urils (abbreviated as Q[ ]s or CB[ ]s) are synthesized through the condensation of formaldehyde and glycoluril in a hydrochloric acid environment. These molecules exhibit three distinctive properties concerning their charge distribution: neutral internal cavity, positively charged outer surface, negatively portal carbonyl oxygen atoms. unique characteristics facilitate formation supramolecular frameworks with range anions metal polyanions. The primary focus this review is on creation anion‐induced ]‐based self‐assemblies exploring potential applications ion sequestration release, gas adsorption, well development fluorescence probes. Additionally, concise current research compounds provided, aiming to stimulate future advancements field innovative framework materials.

Language: Английский

Citations

0

Examining proton conductivity of metal–organic frameworks by means of machine learning DOI

Ivan V. Dudakov,

С. В. Савельев,

Iurii M. Nevolin

et al.

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

Published: Jan. 1, 2025

The presented multimodal transformer networks quantitatively reproduce experimental proton conductivity and the underlying conduction mechanism provide predictive uncertainty estimates.

Language: Английский

Citations

0

Using experimental data in computationally guided rational design of inorganic materials with machine learning DOI Creative Commons
Heather J. Kulik

Journal of materials research/Pratt's guide to venture capital sources, Journal Year: 2025, Volume and Issue: unknown

Published: April 8, 2025

Language: Английский

Citations

0

Emerging Functional Porous Materials for Remediation of Oxo-Pollutants: Unlocking Two Decades of Achievements DOI
Kankan Patra, Arijit Sengupta, Haridas Pal

et al.

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

Published: April 12, 2025

Language: Английский

Citations

0

Water‐Stable MIL‐MOFs Developed Through a Novel Sacrifice‐Protection Strategy Inspired by Butterfly Wings’ Scales for Long‐Term Turn‐On Fluorescence Sensing of H2S DOI

Zhenzhen Weng,

Zhijie Xie, Xiaoping Wu

et al.

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

Published: April 14, 2025

Abstract Metal–organic frameworks, which are the desired candidates for biosensing application due to their tunable properties, significantly hindered by rapid degradation in aqueous solutions, as well loss of inherent fluorescence. Most studies aim improve hydrophobicity materials modifying contact angle, thereby enhancing water stability. However, droplets poorly adhere surface hydrophobic materials, limiting direct and detection environments. Drawing inspiration from sacrificial protection mechanism butterfly wings used evade predation entanglement, a universal approach is successfully developed protect water‐sensitive MIL‐MOFs molecule attack while preserving good hydrophilicity. Using organic ligand 2,2′‐bipyridine‐5,5′‐dicarboxylic acid (bpydc) scales, MIL‐125‐NH 2 ‐bpydc demonstrated broad pH structural stability (pH 2–12) fluorescence increased 10.17 time achieving highest performance MILMOFs. The biocompatible enabling it perform long‐term imaging living cells zebrafish, further detecting hydrogen sulfide (H S) biological systems via turn‐on emission. This study offers novel sacrifice‐protection strategy design development luminescent MOFs tailored applications.

Language: Английский

Citations

0