A Dual Neural Network Approach to Topology Optimization for Thermal-Electromagnetic Device Design

Keyphrases

• Topology Optimization 100%
• Neural Network Method 100%
• Dual Neural Network 100%
• Electromagnetic Device Design 100%
• Neural Network 50%
• Extinction Ratio 50%
• Sub-pixel 50%
• Multiphysics 25%
• Three-dimensional (3D) 25%
• Finite Element Model 25%
• Temperature Rise 25%
• Design Optimization 25%
• Electromagnetic Devices 25%
• Wave Frequency 25%
• Multiple Time Scales 25%
• Performance Prediction 25%
• Training Data 25%
• Electromagnetic Waves 25%
• Engineering Problems 25%
• Manufacturing Tolerances 25%
• Repeating Unit Cell 25%
• Thermal Time 25%
• Dual Objective Function 25%
• Manufacturing Constraints 25%
• Maximum Temperature Rise 25%
• Time-domain Problem 25%
• Manufacturing Considerations 25%
• Optical Shutter 25%

Engineering

• Temperature Rise 100%
• Neural Network Approach 100%
• Extinction Ratio 100%
• Time Domain 50%
• Finite Element Modeling 50%
• Frequency Domain 50%
• Objective Function 50%
• Optimised Design 50%
• Maximum Temperature 50%
• Repeating Unit 50%
• Target Value 50%
• Engineering Problem 50%
• Manufacturing Tolerance 50%
• Manufacturing Constraint 50%