Intelligent Pulse Diagnosis in Traditional Chinese Medicine: Signal Processing and Deep Learning for Health Status Classification
摘要
The intelligent pulse diagnostic instrument, developed by Jianwei TCM Studio, integrates signal processing and deep learning for standardized pulse wave acquisition and recognition. This device combines hardware, including a sensor, pressure device, signal amplification module, and STM32 microcontroller, with software featuring Alibaba Cloud servers, HVG networking, and an attention-based ACRNN for pulse wave analysis and physique recognition. It offers two primary functions: standardized pulse wave data acquisition and cloud storage, enabling health monitoring through a user-friendly, portable design; and pulse wave preprocessing and physique recognition using HVG and ACRNN, achieving high diagnostic accuracy for sub-healthy populations. A prototype has been successfully developed with all functional modules operational.