Data-Driven Design of Polymer-Based Biomaterials: High-throughput Simulation, Experimentation, and Machine Learning

Keyphrases

• Machine Learning 100%
• Simulation Experiment 100%
• High-throughput Experimentation 100%
• High-resolution Simulation 100%
• Polymeric Biomaterials 100%
• Simulation-based Learning 100%
• Simulation Machine 100%
• Data-driven Design 100%
• Biomaterials 66%
• Copolymer 33%
• Brute Force 33%
• High-throughput Data 33%
• Structure-property Relationships 33%
• Material Design 33%
• Efficient Modeling 33%
• Chemical Characteristics 33%
• Success Strategies 33%
• System Method 33%
• Functional Materials 33%
• Domain of Interest 33%
• Property-based 33%
• Property Optimization 33%
• Response-adapted 33%
• Force Design 33%
• Takeaway 33%
• Surrogate Model 33%
• Machine Learning Paradigms 33%
• Chemical Domain 33%
• Polymer-based 33%
• Property-based Design 33%

Material Science

• Polymer 100%
• Chemical Property 20%
• Copolymer 20%
• Functional Material 20%
• Materials Design 20%
• Surrogate Modeling 20%