Author

Ning Miao

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Review Open access 2026

A Cross-Layer Survey of Low-Power Machine Learning From Algorithm to Hardware

Energy is now a primary constraint for modern machine-learning training and inference, from hyperscale data centers to battery-constrained edge devices. Prior surveys cover efficient and green deep learning, edge artificial intelligence (AI), accelerator architectures, lifecycle-level energy reduction, and measurement...

Zu-Xiong Tan, Ali Karkehabadi, Ning Miao et al. · IEEE Access · 0 citations

Preprint Jul 2026

Low-Rate Wrist SpO2 Estimation under Micro-Perturbations Using Motion-Aware Beat Selection and Perfusion-Guided Calibration

A lightweight low-rate wrist SPO2 estimation framework that integrates motion-aware beat selection and perfusion-guided calibration is proposed that achieves the best 25 Hz performance and reduces PPG sensor power consumption for energy-efficient wearable implementation.

Zequan Liang, Ning Miao, Wei Shao et al. · 0 citations