Energy Efficient Deep Learning Inference Embedded on FPGA for Sleep Apnea Detection

Keyphrases

• Field Programmable Gate Array 100%
• Sleep Apnea Detection 100%
• Sleep Apnea 100%
• Deep Learning Inference 100%
• Efficient Deep Learning 100%
• Early Detection 33%
• Commercially Available 33%
• Process Optimization 33%
• Low Power 33%
• Power Consumption 33%
• Detection System 33%
• Monitoring Process 33%
• Frequent Monitoring 33%
• Energy Efficient 33%
• Compact Design 33%
• Low Energy Cost 33%
• Biomedical Systems 33%
• Multi-step Optimization 33%
• Design Solutions 33%
• Deep Learning Accelerator 33%
• Sleep Study 33%
• Chip-based 33%
• CMOS Circuits 33%
• Mean Square Error 33%
• Digital Hardware 33%
• Breathing Signal 33%
• Hyperparameters 33%
• Hardware Platform 33%
• Feedforward Neural Network 33%
• Adam Optimizer 33%
• Squared Error Loss 33%
• Blood Oxygen Saturation 33%
• Deep Feedforward Neural Network 33%
• Automatic Feature Extraction 33%
• Monitoring Decisions 33%
• Signal Annotation 33%
• Loss Minimization 33%
• Clinical Decision-making 33%
• Manual Annotation 33%

Computer Science

• Deep Learning Method 100%
• Energy Efficient 100%
• Field Programmable Gate Array 100%
• Feedforward Neural Network 66%
• Decision-Making 33%
• Machine Learning 33%
• Learning System 33%
• Annotation 33%
• Feature Extraction 33%
• Hardware Design 33%
• Biomedical System 33%
• Power Consumption 33%
• Design Solution 33%
• Early Detection 33%
• System on a Chip 33%
• Hardware Platform 33%
• Leaning Parameter 33%
• Loss Minimization 33%
• Process Monitoring 33%
• Frequent Monitoring 33%