A systematic review of recent advances in the application of machine learning in membrane-based gas separation technologies

A systematic review of recent advances in the application of machine learning in membrane-based gas separation technologies

<p dir="ltr">Machine learning (ML) has proven to be an effective tool for accelerating the discovery of high-performance <u>polymeric membranes</u> and materials for gas separation. Despite several current articles on this subject, no systematic literature review has been...

وصف كامل

محفوظ في:

التفاصيل البيبلوغرافية
المؤلف الرئيسي:	Farideh Abdollahi (22303153) (author)
مؤلفون آخرون:	Arash Khosravi (15209988) (author), Seçkin Karagöz (22303156) (author), Ahmad Keshavarz (14235365) (author)
منشور في:	2024
الموضوعات:	Engineering Chemical engineering Materials engineering Machine learning Random Forest PRISMA Membrane Gas separation
الوسوم:	إضافة وسم لا توجد وسوم, كن أول من يضع وسما على هذه التسجيلة!

مواد مشابهة

Key Applications and Potential Limitations of Ionic Liquid Membranes in the Gas Separation Process of CO<sub>2</sub>, CH<sub>4</sub>, N<sub>2</sub>, H<sub>2</sub> or Mixtures of These Gases from Various Gas Streams
حسب: Salma Elhenawy (18810343)
منشور في: (2020)

Advances in ceramic membrane technology: Versatility of fabrication technique, industrial applications, and challenges
حسب: Rayane Akoumeh (18560659)
منشور في: (2025)

Influence of Casting Solvents on CO<sub>2</sub>/CH<sub>4</sub> Separation Using Polysulfone Membranes
حسب: Roba Almuhtaseb (18877750)
منشور في: (2021)

Enhanced Oil/Water Separation Performance of Asymmetric PVDF-PLA/MXene Composite Membranes
حسب: Zainab Mahmoud Abdel Mejeed (23770824)
منشور في: (2025)

A new nanocomposite forward osmosis membrane custom-designed for treating shale gas wastewater
حسب: Detao Qin (4769205)
منشور في: (2015)

Recent Progress on Nanomaterial-Based Membranes for Water Treatment
حسب: Majeda Khraisheh (1349376)
منشور في: (2021)

Natural Gas Sweetening Using an Energy-Efficient, State-of-the-Art, Solid–Vapor Separation Process
حسب: Hani Ababneh (9218272)
منشور في: (2022)

Ultrafiltration polyethersulfone-MXene mixed matrix membranes with enhanced air dehumidification and oil-water separation performance
حسب: Ahmed Nabeeh (11084772)
منشور في: (2024)

Validation and application of a membrane filtration evaluation protocol for oil-water separation
حسب: Mashael Al-Maas (14152386)
منشور في: (2021)

A windable and stretchable three-dimensional all-inorganic membrane for efficient oil/water separation
حسب: Kui Wang (137551)
منشور في: (2017)

FPGA-Based Network Traffic Classification Using Machine Learning
حسب: Elnawawy, Mohammed
منشور في: (2020)

Metal-Organic Frameworks as a Platform for CO<sub>2</sub> Capture and Chemical Processes: Adsorption, Membrane Separation, Catalytic-Conversion, and Electrochemical Reduction of CO<sub>2</sub>
حسب: Salma Ehab Mohamed Elhenawy (12585682)
منشور في: (2020)

Recent Developments and Advancements in Graphene-Based Technologies for Oil Spill Cleanup and Oil–Water Separation Processes
حسب: Salma Elhenawy (18810343)
منشور في: (2021)

Recent Advances in Femtosecond Laser-Induced Surface Structuring for Oil–Water Separation
حسب: Alnaser, Ali
منشور في: (2019)

Efficient oil/saltwater separation using a highly permeable and fouling-resistant all-inorganic nanocomposite membrane
حسب: Rand Elshorafa (14151666)
منشور في: (2020)

Hydrogen Separation with a Pd-Pt Membrane
حسب: unknown
منشور في: (2020)

Membrane bioreactor for wastewater treatment: A review
حسب: Al-Asheh, Sameer
منشور في: (2021)

Hydrogen separation with a Pd-Pt membrane (DFT investigation)
حسب: unknown
منشور في: (2020)

Designing Carbon Nanotube-Based Oil Absorbing Membranes from Gamma Irradiated and Electrospun Polystyrene Nanocomposites
حسب: Hemalatha Parangusan (6556133)
منشور في: (2019)

Control and Optimization of Membrane Biological Reactor Processes
حسب: Abachi, Noor Ali
منشور في: (2011)

Effective Approach for Increasing the Heteroatom Doping Levels of Porous Carbons for Superior CO2 Capture and Separation Performance
حسب: Abdelmoaty, Yomna H
منشور في: (2017)

Enhancing the stability and performance of graphene oxide-poly(amido amine) polysulfone membranes with (3-aminopropyl)triethoxysilane crosslinker
حسب: Ahmed T. Yasir (17302753)
منشور في: (2025)

Mixed matrix membranes containing aspartic acid functionalized graphene oxide for enhanced oil-water emulsion separation
حسب: Omnya Abdalla (17100211)
منشور في: (2020)

First-Principles Density Functional Theory Calculations of Bilayer Membranes Heterostructures of Ti<sub>3</sub>C<sub>2</sub>T<sub>2</sub> (MXene)/Graphene and AgNPs
حسب: Golibjon. R. Berdiyorov (18520053)
منشور في: (2021)

Power System Transient Stability Assessment Based on Machine Learning Algorithms and Grid Topology
حسب: Senyuk, Mihail
منشور في: (2023)

FPGA-Based Network Traffic Classification Using Machine Learning
حسب: Elnawawy, Mohammed
منشور في: (2019)

Design and Analysis of Gas Diffusion Layers in a Proton Exchange Membrane Fuel Cell
حسب: Saka, Kenan
منشور في: (2022)

A review of recent advances in water-gas shift catalysis for hydrogen production
حسب: Parisa Ebrahimi (14152392)
منشور في: (2022)

State of the Art in Separation Processes for Alternative Working Fluids in Clean and Efficient Power Generation
حسب: Odi Fawwaz Alrebei (18288904)
منشور في: (2022)

A review on Deep eutectic solvents as the emerging class of green solvents for membrane fabrication and separations
حسب: Yousef Elhamarnah (17869382)
منشور في: (2024)

Poly (amido amine) dendrimer based membranes for wastewater treatment – A critical review
حسب: Ahmed T. Yasir (17302753)
منشور في: (2023)

Development of eco-friendly coating for the fabrication of high performing loose nanofiltration membranes for dye-contaminated wastewater treatment
حسب: Abedalkader Alkhouzaam (15842647)
منشور في: (2024)

A Novel Big Data Classification Technique for Healthcare Application Using Support Vector Machine, Random Forest and J48
حسب: Al-Manaseer, Hitham
منشور في: (2022)

An empirical correlation-based model to predict solid-fluid phase equilibria and phase separation of the ternary system CH<sub>4</sub>-CO<sub>2</sub>-H<sub>2</sub>S
حسب: Hani Ababneh (9218272)
منشور في: (2021)

Enhanced lithium separation from brines using nanofiltration (NF) technology: A review
حسب: Sajna M.S. (22302991)
منشور في: (2024)

Advancing polymeric membranes for produced water treatment: From fouling mitigations to machine-learning driven design
حسب: Rawia Mohammed (23739993)
منشور في: (2025)

Developing a UAE-Based Disputes Prediction Model using Machine Learning
حسب: Abu Laila, Ibrahim Wasef Subhi
منشور في: (2022)

A new nano-engineered hierarchical membrane for concurrent removal of surfactant and oil from oil-in-water nanoemulsion
حسب: Detao Qin (4769205)
منشور في: (2016)

A Novel Partitioned Random Forest Method-Based Facial Emotion Recognition
حسب: Hanif Heidari (22467148)
منشور في: (2025)

Predicting Calcein Release from Ultrasound-Targeted Liposomes: A Comparative Analysis of Random Forest and Support Vector Machine
حسب: Shomope, Ibrahim
منشور في: (2024)