Federated office plug-load identification for building management systems

Keyphrases

• Building Management System 100%
• Load Identification 100%
• Plug Loads 100%
• Non-IID 75%
• Performance Metrics 50%
• Federated Learning 50%
• F1 Score 50%
• Electricity Consumption 50%
• Building Energy Consumption 50%
• Energy Consumption 25%
• Energy Efficiency 25%
• Network Traffic 25%
• Model Driven Architecture 25%
• Training Time 25%
• Learning Architecture 25%
• U-Net 25%
• Data Distribution 25%
• DenseNet 25%
• Training Methods 25%
• Mobile Phone 25%
• Convolutional Long Short-term Memory (ConvLSTM) 25%
• Washing Machine 25%
• European Union 25%
• Metric Accuracy 25%
• Energy Management System 25%
• Data Privacy 25%
• Peak Shaving 25%
• Regulatory Requirements 25%
• Regulatory Framework 25%
• Fridge 25%
• Thermal Energy 25%
• Training Approaches 25%
• Energy Data 25%
• Peak Demand 25%
• Kettle 25%
• Power Scalability 25%
• General Data Protection Regulation 25%
• United States of America 25%
• Privacy Sensitive 25%
• Demand Side Management 25%
• Energy Building 25%
• LSTM Model 25%
• Energy Label 25%
• Client Selection 25%
• USB Battery Charger 25%
• Final Energy Consumption 25%
• Office Appliances 25%
• High-frequency Energy 25%
• Large Appliances 25%

Engineering

• Metrics 100%
• Building Management System 100%
• Electricity Consumption 100%
• Lstm 100%
• Federated machine learning 100%
• Energy Management System 50%
• Washing Machines 50%
• Additional Data 50%
• Energy Demand Management 50%
• Energy Label 50%
• Energy Efficiency 50%
• Data Privacy 50%
• Convolutional Neural Network 50%
• Mobile Phones 50%
• Thermal Energy 50%
• United States 50%
• Resnet 50%
• Densenet 50%