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heat-flux-prediction

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ChanMeng666 / heat-flux-perceptrons-neural-networks

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Neural network models (MLP) for predicting heat flux in residential buildings. Includes manual backpropagation, architecture comparison (1/3/5 neurons), and optimizer analysis (SGD vs Adagrad). Best model achieves R²=0.9588.

python machine-learning deep-learning neural-network tensorflow scikit-learn keras jupyter-notebook regression neural-networks backpropagation heat-flux multilayer-perceptron thermal-analysis building-energy building-design architectural-engineering heat-flux-prediction
  • Updated Jun 16, 2026
  • Jupyter Notebook

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