Tutorials

Tutorials

  • Building a QD Model
  • Classical MD Simulations of QDs
  • Filtering Candidates
  • Machine Learning Force Fields of QDs
    • Machine Learning Force Fields (MLFF): Comprehensive Dataset Generation Guide
    • Training Machine Learning Model
    • Training Machine Learning Model with Electrostatic Interaction
    • Geometry Optimization with ML Model
    • MD Simulations with ML Model
  • Tutorials
Tutorials
  • Machine Learning Force Fields of QDs
  • View page source

Machine Learning Force Fields of QDs

Machine Learning Force Fields of QDs

  • Machine Learning Force Fields (MLFF): Comprehensive Dataset Generation Guide
    • Workflow Overview
    • Step 1: Running Ab-initio Molecular Dynamics (AIMD) Simulation
    • Step 2: Enhancing AIMD Data with Principal Component Analysis (PCA)
    • Step 3: High-Accuracy DFT Calculations on the Generated Structures
    • Step 4: Convert All DFT Structures to ML-Ready Format
  • Training Machine Learning Model
  • Training Machine Learning Model with Electrostatic Interaction
  • Geometry Optimization with ML Model
  • MD Simulations with ML Model
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