Artificial intelligence (AI)-based methods continue to make inroads into accelerated
materials design and development. Here, we review AI-enabled advances made in the …

Membrane fouling is one of major obstacles in the application of membrane technologies.
Accurately predicting or simulating membrane fouling behaviours is of great significance to …

Polymeric membrane design is a multidimensional process involving selection of membrane
materials and optimization of fabrication conditions from an infinite candidate space. It is …

Abstract Layer-by-layer (LBL) assembly is a versatile technology with the ability to produce
charged thin film active layers by absorbing oppositely charged polyelectrolytes or …

In the modern era, deep learning (DL), and machine learning (ML), have emerged as
potential technologies that are widely applied in the fields of science, engineering, and …

Large-scale membrane technology has been widely implemented and rapidly growing for
roughly 40 years. However, considering its entire life cycle, there are aspects being …

The issue of membrane fouling poses a significant challenge to the extensive adoption of
nanofiltration membrane technology in public water supply systems. The occurrence of …

Nanofiltration (NF) membranes featuring high water permeance, excellent antifouling
properties, and selective organic matter/minerals separation for drinking water are highly …

Membrane filtration is a major process used in the energy, gas separation, and water
treatment sectors, yet the efficiency of current membranes is limited. Here, we review the use …

Membrane fouling is a major hurdle to effective pressure-driven membrane processes, such
as microfiltration (MF), ultrafiltration (UF), nanofiltration (NF), and reverse osmosis (RO) …