Symbolic Regression in Materials Science: Discovering Interatomic Potentials from Data

Keyphrases

• Symbolic Regression 100%
• Materials Science 100%
• Interatomic Potential 100%
• High Computational Cost 66%
• Atomic Potential 66%
• Potential Energy 66%
• Structure Data 66%
• Machine Learning 33%
• Genetic Programming 33%
• High Efficiency 33%
• Plethora 33%
• Particle Simulation 33%
• Electronic Structure 33%
• Ab Initio Electronic Structure 33%
• Material Modeling 33%
• First-principles 33%
• Ab Initio Potential 33%
• Atomic Position 33%
• Functional Form 33%
• Principles-based 33%
• Particle-based Modeling 33%
• Order of Accuracy 33%
• Methodological Challenges 33%
• Atomic System 33%
• Atomic Coordinates 33%
• Atomic Scale 33%
• White-box Approach 33%

Material Science

• Energy Levels 100%