Rapid, autonomous high-throughput characterization of hydrogel rheological properties via automated sensing and physics-guided machine learning
Junru Zhang, Yang Liu, Durga Chandra Sekhar.P, Manjot Singh, Yuxin Tong, Ezgi Küçükdeğer, Hu Young Yoon, Alexander P. Haring, Maren Roman, Zhenyu Kong, Blake N. Johnson
Topics & Concepts
Characterization (materials science)RheologySelf-healing hydrogelsMaterials scienceThroughputComputer scienceBiological systemArtificial intelligencePoloxamerMachine learningNanotechnologyMechanical engineeringPolymerEngineeringComposite materialBiologyWirelessCopolymerTelecommunicationsPolymer chemistry3D Printing in Biomedical ResearchCollagen: Extraction and CharacterizationAdvanced machining processes and optimization