Neural surrogate-driven modelling, optimisation, and generation of engineering designs: A concise review

Keyphrases

• Engineering Design 100%
• Model Optimization 100%
• Neural Network Surrogate Model 100%
• Concise Review 100%
• Surrogate Model 80%
• Design Tools 60%
• Artificial Intelligence Design 60%
• Feature Engineering 60%
• Engineering Method 20%
• Neural Network 20%
• Machine Learning 20%
• Geometric Features 20%
• Data Engineering 20%
• CAD Model 20%
• Design Scenarios 20%
• Innovative Design 20%
• Digitalized 20%
• 3D Geometry 20%
• Complex Design 20%
• Engineering Optimization 20%
• Design Generation 20%
• Expanded Roles 20%
• High-fidelity Simulation 20%
• Recent Advancements 20%
• AI Integration 20%
• Engineering Workflow 20%
• Large Language Models 20%
• Neural Network-based 20%
• Promising Solution 20%

Engineering

• Engineering 100%
• Artificial Intelligence 60%
• Design Tool 60%
• Feature Engineering 60%
• Surrogate Model 40%
• Design Concept 20%
• Engineering Method 20%
• Geometric Feature 20%
• Design Optimization 20%
• Computer Aided Design 20%
• Learning System 20%
• Large Language Model 20%
• Design Scenario 20%

Chemical Engineering

• Artificial Intelligence 100%
• Neural Network 66%
• Learning System 33%
• Large Language Model 33%