Energy Consumption Forecasting in Net-Zero Energy Buildings: Firefly-Driven LSTM for Smart Consumer Electronics and Edge-Based Energy Optimization

Keyphrases

• Energy Optimization 100%
• Nearly Zero Energy Buildings (nZEB) 100%
• Energy Consumption Prediction 100%
• Firefly 100%
• Consumer Electronics 100%
• Smart Consumer 100%
• Edge-aware 100%
• Term Memory 100%
• Electronic-based 100%
• Proposed Methodology 40%
• Clean Energy 40%
• Renewable Energy Sources 40%
• Vanishing Gradient 20%
• Comprehensive Evaluation 20%
• Energy Consumption 20%
• Long-range Dependence 20%
• Firefly Algorithm 20%
• Processing Time 20%
• Energy Efficient 20%
• Best Solution 20%
• Memory Optimization 20%
• Time Series Data 20%
• Sustainable Environment 20%
• Local Search 20%
• Green Building 20%
• Enhanced Control 20%
• Fewer Iterations 20%
• Proposed Work 20%
• Fixed-length 20%
• Diverse Populations 20%
• Energy Variation 20%
• Prediction Scheme 20%
• Random Forest Regressor 20%
• Exploration Capability 20%
• Premature Convergence 20%
• Complex Time Series 20%
• Existing Issues 20%
• Energy Storage Solutions 20%
• Hybrid Framework 20%
• Global Search 20%
• Support Vector Regressor 20%
• Limited Memory 20%
• Electrical Appliances 20%
• Memory Cell 20%
• Global Exploration 20%
• Adaptive Inertia Weight 20%
• Lévy Flight 20%
• Chaotic Logistic Map 20%
• Nonlinear Consumption 20%
• Modified Firefly 20%
• Cell Length 20%
• Edge Devices 20%
• Energy Consumption Patterns 20%
• Time-series Dataset 20%
• Efficient Decision-making 20%
• Consumer Electronic Devices 20%
• Local Exploration 20%

Engineering

• Long Short-Term Memory 100%
• Lstm 100%
• Net Zero Energy Building 100%
• Consumer Electronics 100%
• Renewable Energy Source 40%
• Regressors 40%
• Clean Energy 40%
• Simulation Result 20%
• Support Vector Machine 20%
• Random Forest 20%
• Processing Time 20%
• Data Series 20%
• Local Search 20%
• Consumption Pattern 20%
• Green Building 20%
• Additional Component 20%
• Energy Storage Solution 20%
• Adaptive Inertia Weight 20%

Computer Science

• Energy Consumption 100%
• Long Short-Term Memory Network 100%
• Energy Optimization 100%
• Random Decision Forest 20%
• Decision-Making 20%
• Optimization Algorithm 20%
• Term Dependency 20%
• Energy Efficient 20%
• Time Series Data 20%
• Processing Time 20%
• Consumption Pattern 20%
• Support Vector 20%
• Attractiveness 20%
• Storage Solution 20%