Metal-Organic Framework– tag –
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Fine-Tuned MACE Foundation Model Develops Transferable MLP Predicting Water Adsorption in 420 Al-MOFs with DFT Accuracy
ACS Publications USA Overview This paper successfully developed a transferable machine learning potential (MLP) by fine-tuning a MACE foundation model to accurately predict water adsorption behavior in Metal-Organic Frameworks (MOFs). Tr... -
MOF Microneedle Patch Revolutionizes Kidney Disease Monitoring with Refrigeration-Free, Month-Long Biomarker Detection
Washington University in St. Louis USA Overview Researchers at Washington University in St. Louis have developed a pioneering MOF-coated microneedle patch that enables refrigeration-free, high-sensitivity detection of early kidney diseas... -
OAE Publishing Reports AI Agents and LLMs Enable Experimental Synthesis of Five ‘AI-Dreamed’ MOFs Through High-Throughput Automation
OAE Publishing Inc. China Overview OAE Publishing has released a groundbreaking paper on MOF (metal-organic framework) and COF (covalent-organic framework) discovery utilizing AI agents and large language models (LLMs). The study details... -
LLM-Based AI Agents Accelerate MOF/COF Discovery: Integrating ChatMOF and Experimental Validation for Novel Material Creation
OAE Publishing Inc. China Overview AI agents leveraging Large Language Models (LLMs) are dramatically accelerating the discovery of Metal-Organic Frameworks (MOFs) and Covalent-Organic Frameworks (COFs). Systems like ChatMOF are used for... -
UChicago Lab Discovers Climate-Action Materials via ML-Driven Workflow: Creates Methane-Separating MOFs ‘UCHI-1’ and ‘UCHI-2’
UChicago Pritzker School of Molecular Engineering (PME) USA Overview A research lab at the University of Chicago developed a machine-learning-driven, end-to-end workflow to streamline materials discovery from academic concepts to manufac... -
University of Birmingham Slashes MOF Production Costs by 74%, Achieves Over 90% Lead Removal from Wastewater
University of Birmingham / Green Chemistry (Environment + Energy Leader) UK Overview Scientists at the University of Birmingham have dramatically improved the manufacturing process for metal-organic frameworks (MOFs) used in wastewater t... -
Kyushu University Develops Self-Healing MOF Hydrogel Film with 99% Tensile Strength Recovery, Extends Pork Shelf Life by 12 Hours
packaginginsights (referencing Chemical Engineering Journal) Japan Overview Researchers at Kyushu University have developed a self-healing hydrogel film that indicates food freshness by changing color. This innovative film, incorporating... -
Insilico Medicine and Saudi Aramco Launch ‘sorbaMOF DB’ to Accelerate AI-Driven MOF Discovery, Advancing CO₂ Capture
Insilico Medicine Hong Kong Overview Insilico Medicine and Saudi Aramco have launched 'sorbaMOF DB,' advancing AI-driven MOF (metal-organic framework) discovery. This validated, extensible materials database and benchmarked computational... -
OAE Publishing: Closed-Loop Integration of LLMs and AI Agents Drives Inorganic Materials Discovery, A-Lab Realizes 36 Compounds in 17 Days
OAE Publishing Inc. USA Overview OAE Publishing reports that the integration of large language models (LLMs) and AI agents is shifting inorganic materials discovery from prediction to experimental realization. LLMs orchestrate a closed-l... -
Frontiers Review Details Designable Features of MOFs and Their Application in Diverse Gas Separation Membranes
Frontiers Switzerland Overview A new paper in Frontiers highlights Metal-Organic Frameworks (MOFs) as promising membrane materials for gas separation, owing to their tunable pore structures, versatile chemical functionalities, and struct...
