Papers citing MOF Synthesis Prediction Enabled by Automatic Data Mining and Machine Learning**
The synthesis, characterization and applications of metal-organic frameworks
Chinese Science Bulletin (Chinese Version) · 2025
Ming‐Liang Gao, Tianwei Xue, Jiangnan Li, Lixia Guo, He-Qi Zheng, Jingxiao Lu, Peng Li, Sihai Yang⧫, Yuanjing Cui, Guodong Qian, Gang Xu, Hai‐Long Jiang
Read original paper ↗ ·Identifying MOFs for electrochemical energy storage via density functional theory and machine learning
npj Computational Materials · 2025
Tian Shi Sun, Zhenxiang Wang, Liang Zeng, Guang Feng
Read original paper ↗ ·Advancing Metal–Organic Framework‐Based Composites for Effective Chemical Warfare Agent Detoxification under Real‐World Conditions
Advanced Materials · 2025
Zhihua Cheng, Kira M. Fahy, Gregory W. Peterson, Kent O. Kirlikovali, Omar K. Farha
Read original paper ↗ ·Harnessing stimuli-responsive moieties for next-gen smart metal-organic frameworks (MOFs): Designing strategies, key advancements and future perspectives
Applied Materials Today · 2025
Souvik Mondal, Saptarshi Roy, Mohamed Ksibi, Md. Ahmaruzzaman
Read original paper ↗ ·Symmetry is the Key to the Design of Reticular Frameworks
Advanced Materials · 2025
Andrea Darù, John Stuart Anderson, Davide Maria Proserpio, Laura Gagliardi
Read original paper ↗ ·Powder X-ray diffraction patterns based deep learning for the prediction of adsorption in metal-organic frameworks
Separation and Purification Technology · 2025
Zhenglu Yang, Jiyu Cui, Jiyu Cui, Lifeng Yang, Xian Suo, Xian Suo, Xili Cui, Huajun Chen, Huabin Xing
Read original paper ↗ ·Machine learning-guided design of metal-organic frameworks for efficient H2S/CH4 separation
Journal of Membrane Science · 2025
Yanjing He, Rongmei Han, Min Wang, Zhengqing Zhang, Chongli Zhong
Read original paper ↗ ·A step towards rational design of hierarchical porous MOFs architectures for emerging practical implementations
Chemical Engineering Journal · 2025
Muhammad Umar Farooq, Rustem Zairov, Marsil K. Kadirov, Oleg Gerol'dovich Sinyashin, Bassim Arkook, Moussab Harb
Read original paper ↗ ·Deciphering Self-Assembly Mechanisms of IRMOF- n -Inspired Three-Dimensional Cubic-Symmetry Nanoporous Crystals from Multiscale Simulations
Chemistry of Materials · 2025
Katherine Ardila, Tsung-Wei Liu, Diego A. Gómez‐Gualdrón, Alexander J. Pak
Read original paper ↗ ·Multiscopic Microenvironment Engineering in Nitrate Electrocatalytic Reduction
Advanced Functional Materials · 2025
Lin Gu, Yuting Cong, Ziyang Wu, Fengting Xie, Yilong Hua, Hui Ling Xu, Jianping Yang
Read original paper ↗ ·Structure and Synthesizability of Iron–Sulfur Metal–Organic Frameworks
Journal of the American Chemical Society · 2025
Jianming Mao, Ningxin Jiang, Andrea Darù, Alexander S. Filatov, Jessica E. Burch, Jan Hofmann, Simon M. Vornholt, Karena W. Chapman, John Stuart Anderson, Andrew L. Ferguson
Read original paper ↗ ·Function–Structure–Synthesis: Machine Learning Enabled Closed-Loop Design of Biomass-Derived Porous Carbon Materials
ACS Sustainable Chemistry & Engineering · 2025
Xiaotong Sun, Ruili Li, Bowen Zhang, Hui Wang, Yujun Cheng, Jianping Guan, Qi Liu, Xiaoqing Chen
Read original paper ↗ ·Dynamic Machine Learning‐Driven Optimization of Microwave‐Synthesized Photocatalysts for Enhanced Hydrogen Peroxide Production
ChemCatChem · 2025
Jiacheng Li, Jiaxuan Wang, Tiwei He, Zenan Li, Haojie Xu, Zhenglong Fan, Fan Liao, Yang Liu, Zhenhui Kang
Read original paper ↗ ·Metal-organic frameworks-based photoelectrochemical Biosensors: From material design to intelligent detection
Trends in Food Science & Technology · 2025
Jiaqi Zhang, Jiaqi Zhang, Xiaobo Zhang, Jingli Yuan, Qiuyue Zheng, Bing Hu, Ronggang Liu, Ruijie Deng, Jijuan Cao
Read original paper ↗ ·A one-shot automated framework based on large language model and AutoML: Accelerating the design of porous carbon materials and carbon capture optimization
Separation and Purification Technology · 2025
Lin Hu, Zhaorong Zhou, Guozhu Jia
Read original paper ↗ ·Accelerating the discovery of stable metal–organic frameworks for ethane/ethylene separation using data mining and multitarget screening
Separation and Purification Technology · 2025
Shixiang Tang, Haolun Yuan, Ruihan Wang, Dingguo Xu
Read original paper ↗ ·Comparison of laboratory-acquired ZIF-8 drug delivery-related parameters with literature-based data via machine learning tools
Materials Today Chemistry · 2025
Niki Pouyanfar, Niloofar Masoumi, Mahnaz Ahmadi, Seyed Mohammad Ayyoubzadeh, Golrokh Farnam, Elham Asadian, Farshid Sefat, Farshad H. Shirazi, Fatemeh Ghorbani‐Bidkorbeh
Read original paper ↗ ·Machine Learning-Guided Conductivity Prediction in 2D Organic Metal Chalcogenides for Accelerated Electromagnetic Wave Absorber Design
ACS Applied Materials & Interfaces · 2025
Ruru Gao, Hongcheng Shang, Qinglin Zhou, Bao-Feng Tan, Xiu-Shen Wei, Jinghui Zhang, Yingzhi Jiao, Weijin Li
Read original paper ↗ ·Artificial Intelligence Paradigms for Next-Generation Metal–Organic Framework Research
Journal of the American Chemical Society · 2025
Aydın Özcan, François‐Xavier Coudert, Sven M. J. Rogge, Greta Heydenrych, Dong Fan, Antonios P. Sarikas, Seda Keskın, Guillaume Maurin, George E. Froudakis, Stefan Wuttke, İlknur Eruçar
Read original paper ↗ ·Conversational Large-Language-Model Artificial Intelligence Agent for Accelerated Synthesis of Metal–Organic Frameworks Catalysts in Olefin Hydrogenation
ACS Nano · 2025
Jing Lin, Danfeng Zhao, Shaopeng Lu, Rushuo Li, Xinmeng Xu, Zhaokun Wang, Wenqing Li, Yujing Ji, Chenjun Zhang, Lei Shi, Jin Xu, Hongyi Gao, Ge Wang
Read original paper ↗ ·Identification of Metal–Organic Frameworks for near Practical Energy Limit CO 2 Capture from Wet Flue Gases: An Integrated Atomistic and Process Simulation Screening of Experimental MOFs
ACS Central Science · 2025
Ohmin Kwon, Marco Gibaldi, Kasturi Nagesh Pai, Arvind Rajendran, Tom K. Woo
Read original paper ↗ ·High-precision prediction of fluorescence wavelength of organic based on ensemble automatic machine learning method and online querying
Dyes and Pigments · 2025
Shao Zhen Zhao, Jiadong Li, Lingjun Wu, Xiaoyan Zheng, Anping Tang, Wanqiang Liu
Read original paper ↗ ·Machine learning optimized adsorption heat transformations from adsorbents screening to enhanced performances
Energy Conversion and Management · 2025
Bo Han, Anutosh Chakraborty
Read original paper ↗ ·Strategies to Optimize Metal–Organic Frameworks for Efficient Electrocatalytic CO 2 Reduction
Advanced Functional Materials · 2025
Meng‐Hua Tang, Zhi‐Wen Yang, Hang Xu, Bin Zhao
Read original paper ↗ ·In situ monitoring nucleation and growth of metal organic frameworks: device, mechanism and application
TrAC Trends in Analytical Chemistry · 2025
Xiaohui Wen, Juan He, Xiaoying Huang, Zhengjun Gong, Xiandeng Hou
Read original paper ↗ ·From Algorithms to Applications: A Comprehensive Review of Machine Learning in Computational Materials Science
Archives of Computational Methods in Engineering · 2025
Yanbing Guo, Yongheng Wang, Wang Zhang, Zhikang Shen, Li Zeng
Read original paper ↗ ·High-Performance Polyimide Design: Machine Learning–Accelerated Multiobjective Optimization
ACS Applied Materials & Interfaces · 2025
Yu Zhang, Tongle Xu, Luling He, MA Wei-bin, Xiong Li, Minjie Li, Guangrui Xu, Wei Lv, Peng Ding
Read original paper ↗ ·Predicting the synthesizability of inorganic crystals by bridging crystal graphs and phonon dynamics
Chinese Physics B · 2025
Mei Ma, Wei Ma, Le Gao, Zongguo Wang, Hao 昊 Liu 刘
Read original paper ↗ ·Accelerating the discovery and optimization of metal-organic framework materials via machine learning
Advances in Colloid and Interface Science · 2025
Hong Wang, Liang Yang, Deying Leng, Yanhai Du, Hao Ning
Read original paper ↗ ·Application of attention-BiLSTM within a deep learning framework for forecasting synthesis conditions of MOF materials
Materials Today Communications · 2025
Ziyue Li, Guangzhen Pan, Yongfeng Li, Tianqi Wang, Yishu Zhang, Xuankai Wang
Read original paper ↗ ·Transfer learning-based modeling of synthesis-particle size relationships in metal-organic frameworks
Nano Trends · 2025
Yuncheng Du
Read original paper ↗ ·AI-driven design of powder-based nanomaterials for smart textiles: from data intelligence to system integration
Advanced Powder Materials · 2025
Zihui Liang, Yun Deng, Zhicheng Shi, Xiaohong Liao, Huiyi Zong, Lizhi Ren, Xiangzhe Li, Xinyao Zeng, Peiying Hu, Wei Ke, Bing Wu, Kai Wang, Jin Wen Qian, Weilin Xu, Fengxiang Chen
Read original paper ↗ ·Photoswitching Conduction in Framework Materials
Advanced Functional Materials · 2025
Helmy Pacheco Hernandez, Stefan Hecht, Wolfgang Wenzel, Lars Heinke, Mariana Kozłowska
Read original paper ↗ ·Review of Nanoscale Metal–Organic Frameworks as Flame-Retardants for Polymers
ACS Applied Nano Materials · 2025
Wang Zhan, Chang Eun Song, Qinghong Kong, Lixia Li, Le Chen, Mingyi Chen, Minxue Zheng, Juncheng Jiang
Read original paper ↗ ·Advancing Environmental Remediation with Metal–Organic Frameworks: Perspectives on Green Synthesis, Scale‐Up Strategies, Techno‐Economic Analysis, and Life Cycle Assessment
Advanced Materials Technologies · 2025
Pallavi Singh, Sugandha Panwar, Pragnesh N. Dave
Read original paper ↗ ·Two Birds, One Stone: Smart MOF Nanozymes for Dual Catalysis and Theranostics
Small · 2025
Mohammed Ali Dheyab, Wesam Abdullah, Azlan Bin Abdul Aziz, Nik Noor Ashikin Nik Ab Razak, Nursakinah Suardi, Saleh T. Alanezi, Mahmood Subhi Jameel, Farhank Saber Braim, Firas Fohely, Pegah Moradi Khaniabadi, Nazila Oladzadabbasabadi, Mehran Ghasemlou
Read original paper ↗ ·Uncovering the Multifunctional Roles of Metal‐Organic Frameworks in Protecting Lithium Metal Anodes Assisted by Large Language Models
Israel Journal of Chemistry · 2025
Xinyu Wang, Jiaxin Li, Chunpeng Yang
Read original paper ↗ ·Comparing Similarity Measures: Applications in Mining Frequent Closed Patterns
Lecture notes in networks and systems · 2025
Tu Tran Cam, Dinh Hung
Read original paper ↗ ·Converging pathways of microfluidic metal-organic framework and artificial intelligence: A novel research frontier
Chemical Engineering Journal · 2025
Aslam Hossain, Zhengyou Li, P.D. Kuznetsova, Ilia A. Pankin, Alexander V. Soldatov, Jun Ho Shim
Read original paper ↗ ·Digital Discovery of Synthesizable Metal−Organic Frameworks via Molecular Dynamics‑Informed, High‑Fidelity Deep Learning
Advanced Functional Materials · 2025
Xiaoyu Wu, Rui Zheng, Quan Liu, Jianwen Jiang
Read original paper ↗ ·Chiral SURMOFs for Vibrational Circular Dichroism: Multiscale Modeling and Experimental Insights
Advanced Functional Materials · 2025
Ana Claudia Fingolo, Nadine von Coelln, Benedikt Zerulla, Marjan Krstić, Christian Huck, Thomas G. Mayerhöfer, Christoph Krafft, Petra Tegeder, Carsten Rockstuhl, Christof Wöll
Read original paper ↗ ·Intelligent food preservation systems based on MOFs-AI integration: technological breakthroughs and developmental trends
Food Chemistry · 2025
Xin Ding, Nasi Ai, Yiming Zhao, Lingyun Li, Ge Chen, Donghui Xu, Xiaomin Xu, Lin Qin, Jing Chen, Guangyang Liu
Read original paper ↗ ·Scalable and reproducible sub-5 nm manufacturing for next-generation devices
International Journal of Extreme Manufacturing · 2025
Lijuan Chen, Sihai Luo, Dongxu Yang, Qi Yuan, Yingfang Zhang, Bai Tao Sun, Jian Lv, Xiaoliang Chen, Hongmiao Tian, Xiangming Li, Fenggang Ren, Yi Lv, Stefan Alexander Maier, Jinyou Shao
Read original paper ↗ ·Machine learning accelerates the development of metal–organic frameworks
Elsevier eBooks · 2025
Yujing Ji, Hongyi Gao
Read original paper ↗ ·Thermodynamic trends for carbon dioxide and hydrogen adsorption on MOFs
Elsevier eBooks · 2025
Bo Han, Anutosh Chakraborty
Read original paper ↗ ·Machine learning to design metal–organic frameworks: progress and challenges from a data efficiency perspective
Materials Horizons · 2025
Diego A. Gómez‐Gualdrón, Tatiane Gercina de Vilas, Katherine Ardila, Fernando Fajardo-Rojas, Alexander J. Pak
Read original paper ↗ ·CIF2MOFNet : A deep learning model with multi‐dimensional coordinate features to accelerate MOF screening for CO 2 capture
AIChE Journal · 2025
Shounian Chen, Yan Chen, Zutao Zhu, Zihao Wang, Xiangping Zhang, Zhongmei Li, Wenli Du, Chenglin Chang, Weifeng Shen
Read original paper ↗ ·Prediction of COF Synthesis Reaction Conditions Based on Data Mining and Machine Learning
ACS Applied Polymer Materials · 2025
Jinjin Zhao, Mengwen Yan, Zeyu Shi, Chao Zhao, Lei Qi, Qing Hao, Hong Liu
Read original paper ↗ ·Machine Learning for Time-Resolved Selectivity Analysis in Methanol-To-Olefins Reaction
Journal of Chemical Information and Modeling · 2025
Tenghao Xi, Miao Yang, Xiaoguang Wang
Read original paper ↗ ·Toward smart CO 2 capture by the synthesis of metal organic frameworks using large language models
Digital Discovery · 2025
Hossein Mashhadimoslem, Mohammad Ali Abdol, Kourosh Zanganeh, Ahmed Shafeen, Encheng Liu, Sohrab Zendehboudi, Ali Elkamel, Aiping Yu
Read original paper ↗ ·