Holistic Design Explorations of Building Envelopes Supported by Machine Learning

Keyphrases

• Machine Learning 100%
• Early Design Phases 100%
• Design Exploration 100%
• Design Space 100%
• Holistic Design 100%
• Building Envelope 100%
• Quantitative Aspects 100%
• Human-centered Design 50%
• Large Set 50%
• Geometry-aware 50%
• Machine Learning Algorithms 50%
• Structural Design 50%
• Design Decisions 50%
• Optimization Techniques 50%
• Linear Approach 50%
• Design Framework 50%
• Design Aspects 50%
• Interactive Tool 50%
• Performance Criteria 50%
• Building Physics 50%
• Personal Preferences 50%
• Multidisciplinary Approach 50%
• High-dimensional Design 50%
• Computational Optimization 50%
• Intuitive Geometry 50%
• Generative Tools 50%
• Multidimensional Design 50%
• Hierarchical Linear 50%
• Qualitative Aspects 50%
• Structural Build-up 50%
• Criteria Preference 50%

Engineering

• Design Stage 100%
• Design Space 100%
• Holistic Design 100%
• Building Envelope 100%
• Dimensional Design 100%
• Learning System 100%
• Human Centred Design 50%
• Structural Design 50%
• Design Option 50%
• Performance Criterion 50%
• Building Physics 50%
• Design Aspect 50%
• Responsiveness 50%
• Machine Learning Algorithm 50%
• Optimization Technique 50%

Computer Science

• Design Exploration 100%
• Early Design Stage 100%
• Machine Learning 100%
• Learning System 100%
• Optimization Technique 50%
• Machine Learning Algorithm 50%
• Design Framework 50%
• Interactive Tool 50%
• Personal Preference 50%
• Structural Design 50%
• Case Study 50%
• Performance Criterion 50%