Research graph
References from Discovery of high-diffusivity COF fillers for mixed-matrix ECMO membranes via integrated molecular simulation and active learning. Local targets link to admitted publications; unresolved targets remain external evidence.
Application of a mechanical heart and lung apparatus to cardiac surgery, minn
1954 · External reference
Platelets and extra-corporeal membrane oxygenation in adult patients: a systematic review and meta-analysis
10.1007/s00134-020-06031-4 · 2020 · External reference
Modification strategies to improve the membrane hemocompatibility in extracorporeal membrane oxygenator (ECMO)
10.1007/s42114-021-00244-x · 2021 · External reference
Membranes for extracorporeal membrane oxygenator (ECMO): history, preparation, modification and mass transfer
10.1016/j.cjche.2022.05.027 · 2022 · External reference
Sulfonated covalent organic frameworks (COF)/Polyethersulfone (PES) membrane with enhanced hemocompatibility for blood oxygenation
10.1016/j.colsurfb.2025.114716 · 2025 · External reference
Advanced hemocompatible polyethersulfone composite artificial lung membrane with efficient CO2/O2 exchange channel constructed by modified carbon nanotubes network
10.1016/j.jmst.2023.02.060 · 2023 · External reference
Recent advances in hydrophilic modification and performance of polyethersulfone (PES) membrane via additive blending
10.1039/c8ra03296c · 2018 · External reference
Maximizing the right stuff: the trade-off between membrane permeability and selectivity
10.1126/science.aab0530 · 2017 · External reference
High-performance polyolefin material: synthesis, properties, and application of Poly(4-Methyl-1-pentene)
10.3390/ijms26020600 · 2025 · External reference
The roles of membrane technology in artificial organs: current challenges and perspectives
10.3390/membranes11040239 · 2021 · External reference
A new UiO-66-NH2 based mixed-matrix membranes with high CO2/CH4 separation performance
10.1016/j.micromeso.2018.08.003 · 2019 · External reference
Mixed matrix membranes (MMMs) comprising exfoliated 2D covalent organic frameworks (COFs) for efficient CO2 separation
10.1021/acs.chemmater.5b02902 · 2016 · External reference
Biomimetic gas channel constructed for efficient CO2 removal based on computational simulations
10.1016/j.memsci.2024.123469 · 2025 · External reference
Mixed matrix membranes (MMMs) comprising the CO2-Philic wavelike layer of hydrogen-bonded organic frameworks (HOFs) for highly efficient blood oxygenation
10.1016/j.memsci.2023.121728 · 2023 · External reference
Covalent organic framework (COF) based mixed matrix membranes as an alternative solution for gas separation
10.1016/j.memsci.2026.125620 · 2026 · External reference
An azine-linked covalent organic framework ACOF-1 membrane for highly selective CO2/CH4 separation
10.1039/c8ta05641b · 2018 · External reference
Building interfacial compatible PIM-1-based mixed-matrix membranes with β-ketoenamine-linked COF fillers for effective CO2/N2 separation
10.1016/j.memsci.2023.121561 · 2023 · External reference
Core-shell structured fillers based on TpPa-1 covalently modified ZIF-90 for mixed matrix membranes enabling highly efficient CO2 separation
10.1016/j.memsci.2025.124455 · 2025 · External reference
Functionalized modulators in imine-linked covalent organic frameworks (COFs)
10.1016/j.micromeso.2022.112318 · 2023 · External reference
Engineering host–guest interactions in organic framework materials for drug delivery
10.1002/hlca.202300013 · 2023 · External reference
Machine learning for molecular and materials science
10.1038/s41586-018-0337-2 · 2018 · External reference
Machine-learning-assisted discovery of polymers with high thermal conductivity using a molecular design algorithm
10.1038/s41524-019-0203-2 · 2019 · External reference
Optimizing piezoelectric nanocomposites by high-throughput phase-field simulation and machine learning
2022 · External reference
Ensemble machine learning-based approach for predicting of FRP–concrete interfacial bonding
10.3390/math10020231 · 2022 · External reference
Accelerating discovery of high fractional free volume polymers from a data-driven approach
10.1021/acsami.2c03917 · 2022 · External reference
Machine learning-accelerated discovery of covalent organic frameworks for hydrogen peroxide photosynthesis
10.1038/s44160-026-01037-0 · 2026 · External reference
Accelerating discovery of polyimides with intrinsic microporosity for membrane-based gas separation: synergizing physics-informed performance metrics and active learning
2024 · External reference
Machine learning-enabled prediction and high-throughput screening of polymer membranes for pervaporation separation
10.1021/acsami.1c22886 · 2022 · External reference
Machine learning-assisted design of thin-film composite membranes for solvent recovery
10.1021/acs.est.3c04773 · 2023 · External reference
Machine learning for layer-by-layer nanofiltration membrane performance prediction and polymer candidate exploration
10.1016/j.chemosphere.2023.140999 · 2024 · External reference
Exploring the structure-property relationships of covalent organic frameworks for noble gas separations
10.1016/j.ces.2017.05.004 · 2017 · External reference
ReDD-COFFEE: a ready-to-use database of covalent organic framework structures and accurate force fields to enable high-throughput screenings
10.1039/d3ta00470h · 2023 · External reference
Algorithms and tools for high-throughput geometry-based analysis of crystalline porous materials
10.1016/j.micromeso.2011.08.020 · 2012 · External reference
An extended charge equilibration method
10.1021/jz3008485 · 2012 · External reference
GROMACS: high performance molecular simulations through multi-level parallelism from laptops to supercomputers
10.1016/j.softx.2015.06.001 · 2015 · External reference
Development and testing of a general amber force field
10.1002/jcc.20035 · 2004 · External reference
Unresolved reference
External reference
Rapid screening of metal–organic frameworks for propane/propylene separation by synergizing molecular simulation and machine learning
10.1021/acsami.1c13786 · 2021 · External reference
Matminer: an open source toolkit for materials data mining
10.1016/j.commatsci.2018.05.018 · 2018 · External reference
Unresolved reference
2020 · External reference
A unified approach to interpreting model predictions
2017 · External reference
Scikit-learn: machine learning in python
2011 · External reference
Random forests
10.1023/a:1010933404324 · 2001 · External reference
Efficient global optimization of expensive black-box functions
10.1023/a:1008306431147 · 1998 · External reference
Active learning in materials science with emphasis on adaptive sampling using uncertainties for targeted design
10.1038/s41524-019-0153-8 · 2019 · External reference
Finite-time analysis of the multiarmed bandit problem
10.1023/a:1013689704352 · 2002 · External reference
Visualizing data using t-SNE
2008 · External reference
Estimating models for predicting effective permeability of mixed matrix membranes
10.1016/j.memsci.2005.10.007 · 2006 · External reference
Covalent organic frameworks (COFs): from design to applications
10.1039/c2cs35072f · 2013 · External reference
Deconstructing the crystal structures of metal–organic frameworks and related materials into their underlying nets
10.1021/cr200205j · 2012 · External reference
Microporous organic polymers: design, synthesis, and function
2010 · External reference
Effect of water content and side chain on hydroxide transport in Quaternary ammonium functionalized covalent organic frameworks as anion exchange membranes
10.1016/j.apsusc.2022.154363 · 2022 · External reference
Hopping behavior mediates the anomalous confined diffusion of nanoparticles in porous hydrogels
10.1021/acs.jpclett.2c02733 · 2022 · External reference
Engineering host–guest interactions in organic framework materials for drug delivery
10.1002/hlca.202300013 · ExternalCitation · doi-reference
Development and testing of a general amber force field
10.1002/jcc.20035 · ExternalCitation · doi-reference
Platelets and extra-corporeal membrane oxygenation in adult patients: a systematic review and meta-analysis
10.1007/s00134-020-06031-4 · ExternalCitation · doi-reference
Modification strategies to improve the membrane hemocompatibility in extracorporeal membrane oxygenator (ECMO)
10.1007/s42114-021-00244-x · ExternalCitation · doi-reference
Effect of water content and side chain on hydroxide transport in Quaternary ammonium functionalized covalent organic frameworks as anion exchange membranes
10.1016/j.apsusc.2022.154363 · ExternalCitation · doi-reference
Exploring the structure-property relationships of covalent organic frameworks for noble gas separations
10.1016/j.ces.2017.05.004 · ExternalCitation · doi-reference
Machine learning for layer-by-layer nanofiltration membrane performance prediction and polymer candidate exploration
10.1016/j.chemosphere.2023.140999 · ExternalCitation · doi-reference
Membranes for extracorporeal membrane oxygenator (ECMO): history, preparation, modification and mass transfer
10.1016/j.cjche.2022.05.027 · ExternalCitation · doi-reference
Sulfonated covalent organic frameworks (COF)/Polyethersulfone (PES) membrane with enhanced hemocompatibility for blood oxygenation
10.1016/j.colsurfb.2025.114716 · ExternalCitation · doi-reference
Matminer: an open source toolkit for materials data mining
10.1016/j.commatsci.2018.05.018 · ExternalCitation · doi-reference
Advanced hemocompatible polyethersulfone composite artificial lung membrane with efficient CO2/O2 exchange channel constructed by modified carbon nanotubes network
10.1016/j.jmst.2023.02.060 · ExternalCitation · doi-reference
Estimating models for predicting effective permeability of mixed matrix membranes
10.1016/j.memsci.2005.10.007 · ExternalCitation · doi-reference
Building interfacial compatible PIM-1-based mixed-matrix membranes with β-ketoenamine-linked COF fillers for effective CO2/N2 separation
10.1016/j.memsci.2023.121561 · ExternalCitation · doi-reference
Mixed matrix membranes (MMMs) comprising the CO2-Philic wavelike layer of hydrogen-bonded organic frameworks (HOFs) for highly efficient blood oxygenation
10.1016/j.memsci.2023.121728 · ExternalCitation · doi-reference
Biomimetic gas channel constructed for efficient CO2 removal based on computational simulations
10.1016/j.memsci.2024.123469 · ExternalCitation · doi-reference
Core-shell structured fillers based on TpPa-1 covalently modified ZIF-90 for mixed matrix membranes enabling highly efficient CO2 separation
10.1016/j.memsci.2025.124455 · ExternalCitation · doi-reference
Covalent organic framework (COF) based mixed matrix membranes as an alternative solution for gas separation
10.1016/j.memsci.2026.125620 · ExternalCitation · doi-reference
Algorithms and tools for high-throughput geometry-based analysis of crystalline porous materials
10.1016/j.micromeso.2011.08.020 · ExternalCitation · doi-reference
A new UiO-66-NH2 based mixed-matrix membranes with high CO2/CH4 separation performance
10.1016/j.micromeso.2018.08.003 · ExternalCitation · doi-reference
Functionalized modulators in imine-linked covalent organic frameworks (COFs)
10.1016/j.micromeso.2022.112318 · ExternalCitation · doi-reference
GROMACS: high performance molecular simulations through multi-level parallelism from laptops to supercomputers
10.1016/j.softx.2015.06.001 · ExternalCitation · doi-reference
Mixed matrix membranes (MMMs) comprising exfoliated 2D covalent organic frameworks (COFs) for efficient CO2 separation
10.1021/acs.chemmater.5b02902 · ExternalCitation · doi-reference
Machine learning-assisted design of thin-film composite membranes for solvent recovery
10.1021/acs.est.3c04773 · ExternalCitation · doi-reference
Hopping behavior mediates the anomalous confined diffusion of nanoparticles in porous hydrogels
10.1021/acs.jpclett.2c02733 · ExternalCitation · doi-reference
Rapid screening of metal–organic frameworks for propane/propylene separation by synergizing molecular simulation and machine learning
10.1021/acsami.1c13786 · ExternalCitation · doi-reference
Machine learning-enabled prediction and high-throughput screening of polymer membranes for pervaporation separation
10.1021/acsami.1c22886 · ExternalCitation · doi-reference
Accelerating discovery of high fractional free volume polymers from a data-driven approach
10.1021/acsami.2c03917 · ExternalCitation · doi-reference
Deconstructing the crystal structures of metal–organic frameworks and related materials into their underlying nets
10.1021/cr200205j · ExternalCitation · doi-reference
An extended charge equilibration method
10.1021/jz3008485 · ExternalCitation · doi-reference
Efficient global optimization of expensive black-box functions
10.1023/a:1008306431147 · ExternalCitation · doi-reference
Random forests
10.1023/a:1010933404324 · ExternalCitation · doi-reference
Finite-time analysis of the multiarmed bandit problem
10.1023/a:1013689704352 · ExternalCitation · doi-reference
Active learning in materials science with emphasis on adaptive sampling using uncertainties for targeted design
10.1038/s41524-019-0153-8 · ExternalCitation · doi-reference
Machine-learning-assisted discovery of polymers with high thermal conductivity using a molecular design algorithm
10.1038/s41524-019-0203-2 · ExternalCitation · doi-reference
Machine learning for molecular and materials science
10.1038/s41586-018-0337-2 · ExternalCitation · doi-reference
Machine learning-accelerated discovery of covalent organic frameworks for hydrogen peroxide photosynthesis
10.1038/s44160-026-01037-0 · ExternalCitation · doi-reference
Covalent organic frameworks (COFs): from design to applications
10.1039/c2cs35072f · ExternalCitation · doi-reference
Recent advances in hydrophilic modification and performance of polyethersulfone (PES) membrane via additive blending
10.1039/c8ra03296c · ExternalCitation · doi-reference
An azine-linked covalent organic framework ACOF-1 membrane for highly selective CO2/CH4 separation
10.1039/c8ta05641b · ExternalCitation · doi-reference
ReDD-COFFEE: a ready-to-use database of covalent organic framework structures and accurate force fields to enable high-throughput screenings
10.1039/d3ta00470h · ExternalCitation · doi-reference
Maximizing the right stuff: the trade-off between membrane permeability and selectivity
10.1126/science.aab0530 · ExternalCitation · doi-reference
High-performance polyolefin material: synthesis, properties, and application of Poly(4-Methyl-1-pentene)
10.3390/ijms26020600 · ExternalCitation · doi-reference
Ensemble machine learning-based approach for predicting of FRP–concrete interfacial bonding
10.3390/math10020231 · ExternalCitation · doi-reference
The roles of membrane technology in artificial organs: current challenges and perspectives
10.3390/membranes11040239 · ExternalCitation · doi-reference
