Deep learning for predictive window operation modeling in open-plan offices

Keyphrases

• Deep Learning 100%
• Feedforward Neural Network 100%
• F1 Score 100%
• Long Short-term Memory Network 100%
• Open-plan Office 100%
• Operational Modelling 100%
• Window Operation 100%
• Long Short-term Memory 66%
• Deep Learning Methods 33%
• Artificial Neural Network 33%
• Training Time 33%
• Sensory Systems 33%
• Network Model 33%
• Bayesian Optimization 33%
• True Positive Rate 33%
• System Data 33%
• Network Training 33%
• Explainability 33%
• Hyperparameter Tuning 33%
• Bidirectional Long Short-term Memory (BiLSTM) 33%
• Ensemble Model 33%
• Model Explanation 33%
• Imbalanced Data 33%
• Extensive Training 33%
• Operation Data 33%
• Weather Data 33%
• Stateful 33%
• Memory Type 33%
• Weather Station 33%
• Early Stopping 33%
• Training Epochs 33%
• Indoor Environmental Data 33%
• Interval Comparison 33%
• Feature Importance Score 33%
• Class Weights 33%

Computer Science

• Long Short-Term Memory Network 100%
• Deep Learning Method 100%
• Feedforward Neural Network 60%
• Neural Network 20%
• True Positive Rate 20%
• Interpretability 20%
• Bidirectional Long Short-Term Memory Network 20%
• Extensive Training 20%
• Individual Model 20%
• Environmental Data 20%
• Leaning Parameter 20%

Chemical Engineering

• Deep Learning Method 100%
• Long Short-Term Memory Network 100%
• Feedforward Neural Network 50%
• Long Short-Term Memory 33%
• Neural Network 16%
• Bayesian Optimization 16%