whiskyching / Data-driven-methods-in-predicting-the-performance-of-single-span-slab-structure

Explores the potential by using trained Machine Learning Algorithms based on Finite Element Methods results to apply the trained model in edge devices to predict the structural performance without using Finite Element Software.

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Data-driven-methods-in-predicting-the-performance-of-single-span-slab-structure

Software Tool & Plugin:

  • Rhino 3D
  • Grasshopper 3D
  • Python
  • Anaconda
  • Octopus
  • Galapagos

Algorithm

  • Single-Objective Optimization
  • Multi-Objective Optimization
  • Supervised Learning
  • Deep Convolutional Neural Network

Library:

  • Tensorflow
  • Pandas
  • Scikit-learn

[First Part] Data-driven-methods in Predicting the Performance of Single-Span Slab Structure

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[Second Part] Visualization of Robotic Fiber Trajectory

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About

Explores the potential by using trained Machine Learning Algorithms based on Finite Element Methods results to apply the trained model in edge devices to predict the structural performance without using Finite Element Software.