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Polymers

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Artificial intelligence and structural design of inorganic hollow fiber membranes: Materials chemistry.

Chemosphere
A key challenge is to produce the uniform morphology and regular pore design of inorganic hollow fiber membranes (HFMs) due to involvement of multiple parameters including, fabrication process and materials chemistry. Inorganic HFMs required technica...

Augmenting Polymer Datasets by Iterative Rearrangement.

Journal of chemical information and modeling
One of the biggest obstacles to successful polymer property prediction is an effective representation that accurately captures the sequence of repeat units in a polymer. Motivated by the success of data augmentation in computer vision and natural lan...

Thermally trainable dual network hydrogels.

Nature communications
Inspired by biological systems, trainable responsive materials have received burgeoning research interests for future adaptive and intelligent material systems. However, the trainable materials to date typically cannot perform active work, and the tr...

Constructing porous ZnFC-PA/PSF composite spheres for highly efficient Cs removal.

Journal of environmental sciences (China)
Radioisotope leaking from nuclear waste has become an intractable problem due to its gamma radiation and strong water solubility. In this work, a novel porous ZnFC-PA/PSF composite sphere was fabricated by immobilization of ferrocyanides modified zin...

Interpretable Machine Learning Models for Phase Prediction in Polymerization-Induced Self-Assembly.

Journal of chemical information and modeling
While polymerization-induced self-assembly (PISA) has become a preferred synthetic route toward amphiphilic block copolymer self-assemblies, predicting their phase behavior from experimental design is extremely challenging, requiring time and work-in...

Self-Healing, Reconfigurable, Thermal-Switching, Transformative Electronics for Health Monitoring.

Advanced materials (Deerfield Beach, Fla.)
Soft, deformable electronic devices provide the means to monitor physiological information and health conditions for disease diagnostics. However, their practical utility is limited due to the lack of intrinsical thermal switching for mechanically tr...

Elastomer-Embedded Multiplexed Optical Fiber Sensor System for Multiplane Shape Reconstruction.

Sensors (Basel, Switzerland)
This paper presents the development and application of a multiplexed intensity variation-based sensor system for multiplane shape reconstruction. The sensor is based on a polymer optical fiber (POF) with sequential lateral sections coupled with a fle...

Four-Dimensional Printing of Stimuli-Responsive Hydrogel-Based Soft Robots.

Journal of visualized experiments : JoVE
The present protocol describes the creation of four-dimensional (4D), time-dependent, shape-changeable, stimuli-responsive soft robots using a three-dimensional (3D) bio-printing method. Recently, 4D printing techniques have been extensively proposed...

Perspectives on development of biomedical polymer materials in artificial intelligence age.

Journal of biomaterials applications
Polymer materials are widely used in biomedicine, chemistry and material science, whose traditional preparations are mainly based on experience, intuition and conceptual insight, having been applied to the development of many new materials, but facin...

An Interdisciplinary Tutorial: A Self-Healing Soft Finger with Embedded Sensor.

Sensors (Basel, Switzerland)
In the field of soft robotics, knowledge of material science is becoming more and more important. However, many researchers have a background in only one of both domains. To aid the understanding of the other domain, this tutorial describes the compl...