AIMC Topic: Polymers
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Magnetic Microrobot Swarms with Polymeric Hands Catching Bacteria and Microplastics in Water.
ACS nano
May 8, 2024
The forefront of micro- and nanorobot research involves the development of smart swimming micromachines emulating the complexity of natural systems, such as the swarming and collective behaviors typically observed in animals and microorganisms, for e...
Machine-Learning-Aided Understanding of Protein Adsorption on Zwitterionic Polymer Brushes.
ACS applied materials & interfaces
May 3, 2024
Constructing antifouling surfaces is a crucial technique for optimizing the performance of devices such as water treatment membranes and medical devices in practical environments. These surfaces are achieved by modification with hydrophilic polymers....
Protocol for creating representations of molecular structures using a polymer-specific decoder.
STAR protocols
May 2, 2024
To supply chemical structures of polymers for machine learning applications, decoding is necessary. Here, we present a protocol for generating polymer fingerprints (PFPs), which are representations of molecular structures, using a polymer-specific de...
Study on design optimization of GFRP tubular column composite structure based on machine learning method.
PloS one
Apr 26, 2024
Circular reinforced concrete wound glass fiber reinforced polymer (GFRP) columns and reinforced concrete filled GFRP columns are extensively utilized in civil engineering practice. Various factors influence the performance of these two types of GFRP ...
Building Uniformly Structured Polymer Memristors via a 2D Conjugation Strategy for Neuromorphic Computing.
Macromolecular rapid communications
Apr 21, 2024
Polymer memristors represent a highly promising avenue for the advancement of next-generation computing systems. However, the intrinsic structural heterogeneity characteristic of most polymers often results in organic polymer memristors displaying er...
Prevention of Leakage in Machine Learning Prediction for Polymer Composite Properties.
Journal of chemical information and modeling
Apr 20, 2024
Machine learning (ML) has facilitated property prediction for intricate materials by integrating materials and experimental features such as processing and measurement conditions. However, ML models designed for material properties have often disrega...
Flexible 3D Force Sensor Based on Polymer Nanocomposite for Soft Robotics and Medical Applications.
Sensors (Basel, Switzerland)
Mar 14, 2024
The three-dimensional (3D) force sensor has become essential in industrial and medical applications. The existing conventional 3D force sensors quantify the three-direction force components at a point of interest or extended contact area. However, th...
Physics-Informed Deep Learning Approach for Reintroducing Atomic Detail in Coarse-Grained Configurations of Multiple Poly(lactic acid) Stereoisomers.
Journal of chemical information and modeling
Mar 1, 2024
Multiscale modeling of complex molecular systems, such as macromolecules, encompasses methods that combine information from fine and coarse representations of molecules to capture material properties over a wide range of spatiotemporal scales. Being ...
Conductive interpenetrating network organohydrogels of gellan gum/polypyrrole with weather-tolerance, piezoresistive sensing and shape-memory capability.
International journal of biological macromolecules
Feb 15, 2024
To develop ecofriendly multifunctional gel materials for sustainable flexible electronic devices, composite organohydrogels of gellan gum (GG) and polypyrrole (PPy) with an interpenetrating network structure (IPN-GG/PPy organohydrogels) were develope...
Effective On-Line Performance Modulation and Efficient Continuous Preparation of Ultra-Long Twisted and Coiled Polymer Artificial Muscles for Engineering Applications.
Soft robotics
Jan 8, 2024
Artificial muscle is a kind of thread-like actuator that can produce contractile strain, generate force, and output mechanical work under external stimulations to imitate the functions and achieve the performances of biological muscles. It can be use...
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