Back Back
Index Index Next Next

Machine Learning Application Examples

  • Intro
  • Topology Optimization
  • Supervised Learning
  • Unsupervised Learning
  • Reinforcement Learning

Information

Last updated October 1, 2024
Primary category
Secondary category

Responsible

Faculty

Machine Learning Application Examples 0/4

Machine Learning Application Examples

We have collected a selection of Master Thesis projects, PhD publications, and course projects that use Machine Learning to help provide examples and inspiration.

Start Start

Machine Learning Application Examples 1/4

Topology Optimization

Thesis Projects

Thesis: Just Glass – Koniari
Previous chapter Previous chapter Next chapter Next chapter

Machine Learning Application Examples 2/4

Supervised Learning

PhD Papers

Paper: Highrise daylight optimisation – by Ekici et al.
Paper: Design exploration based on self-organizing map and multi-layered perceptron – Pan et al.
Paper: Application of Surrogate Models for Building Envelope Design Exploration and Optimization – Yang et al.

Master Thesis Projects

Thesis: Crosswalk detection – Karatzaferis
Thesis: Deep Generative Shell Structure Designs – Pavlidou
Thesis: CNN solar panel detection – Pereira
Thesis: Deep Generative Truss Structures – Sterrenberg
Thesis: ClimAIte Control – Stripp
Thesis: Dementia-Inclusive Design – Alsaggaf
Previous chapter Previous chapter Next chapter Next chapter

Machine Learning Application Examples 3/4

Unsupervised Learning

PhD Papers

Paper: Design exploration based on self-organizing map and multi-layered perceptron – Pan et al.

Master Thesis Projects

Thesis: Integrated bio-inspired Design by AI – Baruah
Thesis: Visual Analytics for Generative Design Exploration – van Kastel
Thesis: 3D GANs to Autonomously Generate Building Geometry – Mueller
Thesis: Deep Generative Shell Structure Designs – Pavlidou
Thesis: Deep Generative Truss Structures – Sterrenberg

Published Papers

Paper: Gaussian Mixture Model for Robust Design Optimization of Planar Steel Frames – Do & Ohsaki
Paper: Growing Gaussian Mixture Regression for Modeling Passive Chilled Beam Systems in Buildings – Wang et al.
Paper: A visualized soundscape prediction model for design processes in urban parks – Yue et al.
Paper: Extended and Generalized Fragility Functions – Andriotis & Papakonstantinou
Previous chapter Previous chapter Next chapter Next chapter

Machine Learning Application Examples 4/4

Reinforcement Learning

Master Thesis Projects

Thesis: ClimAIte Control – Stripp
Thesis: Reinforce Rays – Wyszomirski
Previous chapter Previous chapter Next chapter Next chapter