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Machine learning for the advancement of membrane science and technology: A critical review
Abstract Machine learning (ML) has been rapidly transforming the landscape of natural
sciences and has the potential to revolutionize the process of data analysis and hypothesis …
sciences and has the potential to revolutionize the process of data analysis and hypothesis …
AI-driven inverse design of materials: Past, present and future
XQ Han, XD Wang, MY Xu, Z Feng, BW Yao… - Chinese Physics …, 2024 - iopscience.iop.org
The discovery of advanced materials is the cornerstone of human technological
development and progress. The structures of materials and their corresponding properties …
development and progress. The structures of materials and their corresponding properties …
Development of the CO2 Adsorption Model on Porous Adsorbent Materials Using Machine Learning Algorithms
H Mashhadimoslem, MA Abdol… - ACS Applied Energy …, 2024 - ACS Publications
Porous adsorbents have common characteristics, such as high porosity and a large specific
surface area. These characteristics, attributed to the internal structure of the material …
surface area. These characteristics, attributed to the internal structure of the material …
The role of voronoi catalytic porous foam in reactive flow for hydrogen production through steam methane reforming (SMR): A pore-scale investigation
Complex pore structures in catalysts can significantly impact flow, heat transfer, and
ultimately, reaction efficiency. In steam methane reforming (SMR) for hydrogen production …
ultimately, reaction efficiency. In steam methane reforming (SMR) for hydrogen production …
Experimental performance analysis of methanol adsorption in granular activated carbon packed bed through design of a double pipe heat exchanger with longitudinal …
Activated carbon (AC) is essential for its exceptional adsorption properties and high surface
area in various applications. Adsorption/desorption (A/D) processes with AC can be …
area in various applications. Adsorption/desorption (A/D) processes with AC can be …
Experiment-in-Loop Interactive Optimization of Polymer Composites for" 5G-and-Beyond"
B Xu, TA Sultana, K Kitai, J Guo, T Seki, R Tamura… - Materials …, 2025 - pubs.rsc.org
“Fifth generation and beyond” communication technologies have sparked considerable
demand for polymer composite materials with low thermal expansion coefficients (CTE) and …
demand for polymer composite materials with low thermal expansion coefficients (CTE) and …
Scaling the predictions of multiphase flow through porous media using operator learning
Operator learning promises generalized and accelerated predictions for fluid flow problems.
Using non-body fitted Cartesian mesh based CFD simulation data, we explore if multiphase …
Using non-body fitted Cartesian mesh based CFD simulation data, we explore if multiphase …
Application of machine learning in adsorption energy storage using metal organic frameworks: A review
Tackling the issues posed by climate change and the need to reduce greenhouse gas
emissions has led to the development of novel adsorbent materials tailored for clean energy …
emissions has led to the development of novel adsorbent materials tailored for clean energy …
[HTML][HTML] Machine Learning in Computational Design and Optimization of Disordered Nanoporous Materials
A Vishnyakov - Materials, 2025 - mdpi.com
This review analyzes the current practices in the data-driven characterization, design and
optimization of disordered nanoporous materials with pore sizes ranging from angstroms …
optimization of disordered nanoporous materials with pore sizes ranging from angstroms …
AI-driven inverse design of materials: Past, present and future
H **ao-Qi, X Meng-Yuan, F Zhen, Y Bo-Wen… - Chin. Phys. Lett …, 2025 - cpl.iphy.ac.cn
The discovery of advanced materials is the cornerstone of human technological
development and progress. The structures of materials and their corresponding properties …
development and progress. The structures of materials and their corresponding properties …