Comparison of Data-Driven and Physics-Informed Neural Networks for Surrogate Modelling of the Huxley Muscle Model

Keyphrases

• Muscle Model 100%
• Physics-informed Neural Networks 100%
• Surrogate Model 100%
• Huxley 100%
• Muscle Contraction 66%
• Neural Network 66%
• Cross-bridge 66%
• Binding Site 33%
• Actin 33%
• Multilayer Perceptron 33%
• Finite Element Analysis 33%
• Stiffness 33%
• Muscle Fiber 33%
• Actin Binding 33%
• Characteristics Method 33%
• Approximate Solution 33%
• Bridge Formation 33%
• Macro Level 33%
• Myosin Head 33%
• Neural Network Prediction 33%
• Sliding Filaments 33%
• Cross-bridge Theory 33%

Engineering

• Muscle Model 100%
• Physics Informed Neural Network 100%
• Finite Element Analysis 33%
• Binding Site 33%
• Muscle Fiber 33%
• Approximate Solution 33%
• Method of Characteristics 33%
• Macro Level 33%
• Prediction Network 33%
• Rigidity 33%