Multi-modal medical data processing method and system based on wearable device

By employing a multimodal data processing method based on wearable devices, we have achieved full-dimensional perception and compliant collection of medical data. This solves the problems of low efficiency, data fragmentation, poor real-time performance, and weak privacy protection in existing technologies, improves the accuracy and security of medical records, and provides real-time alerts and operation capture.

CN121483472AInactive Publication Date: 2026-02-06SHENZHEN HUARUI MEDICAL MANAGEMENT CO LTD
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Patent Information

Application Number
CN202610021517.1
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2026-01-08
Publication Date
2026-02-06
Estimated Expiration
Not applicable · inactive patent

AI Technical Summary

Technical Problem

Existing methods of recording medical information are inefficient, fragmented, lack real-time performance, have insufficient intelligence, and weak privacy protection, which affects the quality and safety of diagnosis and treatment.

Method used

By employing a wearable device-based multimodal data processing method, multimodal data streams are synchronously collected using a unified time reference. Local preprocessing and privacy policy fuzzing are performed using a deep reinforcement learning agent model. Combined with edge computing and cloud platforms, cross-modal temporal alignment and logical verification are performed to automatically generate structured medical records.

Benefits of technology

It achieves full-dimensional perception and compliant data collection, improves the integrity and security of medical data, ensures low-latency transmission of key information, enhances the accuracy and credibility of records, frees medical staff from paperwork, and provides a real-time early warning mechanism and precise capture of operational actions.

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Abstract

The invention is suitable for the technical field of medical treatment, and provides a multi-modal medical data processing method and system based on wearable equipment, and the method comprises the steps: synchronously collecting a multi-modal data flow through a wearable equipment group and vital sign monitoring equipment, and carrying out the local preprocessing of the multi-modal data flow through terminal equipment; constructing a multi-dimensional state vector by using terminal equipment, performing reasoning to output a network slice selection instruction and a resource allocation strategy, and transmitting a multi-modal data stream to an edge computing node through a logic transmission channel; the edge computing node maps the semantic features and the spatial-temporal features to a joint embedding space for matching through a cross-modal time sequence alignment algorithm, generates a fusion medical event and uploads the fusion medical event to the cloud platform; and the cloud platform receives the fused medical event and generates a medical record report through a medical special multi-modal large model. According to the invention, the problems of low efficiency, data splitting, poor real-time performance, insufficient intelligence and weak privacy protection in the existing medical recording process are solved.
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