Medical vacuum negative pressure machine method and system based on multi-mode man-machine interaction
By employing a multimodal human-computer interaction method on the device side, combined with collaborative decision-making between local lightweight and cloud-based large-scale models, the problems of slow system response and privacy leakage under unstable network conditions are solved, achieving real-time and secure device control and optimizing resource utilization.
Patent Information
- Application Number
- CN202511745647.1
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-11-25
- Publication Date
- 2026-03-06
AI Technical Summary
Existing technologies cannot upload user commands and scene information in a timely manner when there is a network interruption, insufficient bandwidth, or high latency, resulting in slow or no system response, which affects user experience and poses risks to data security and privacy. Furthermore, the cloud processing of a large number of simple or routine control requests leads to a waste of computing resources.
A multimodal human-computer interaction method is adopted. The device determines whether the multimodal context information meets the cloud decision conditions, triggers the local degradation strategy, generates control commands using a local lightweight model, and performs comprehensive reasoning in combination with a large cloud model to generate structured decision results. Finally, the device control operation is verified and executed through a security rule base.
It ensures the real-time performance and reliability of basic control functions when the network is poor, reduces the risk of data transmission of user privacy, reduces cloud computing load, optimizes resource utilization efficiency, and improves the robustness and security of the system.
Smart Images

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