Smart community management and control method based on multi-dimensional data monitoring
By collecting and optimizing multi-dimensional data in the smart community, and adjusting the cache size, training size and compression ratio according to the packet loss rate, the packet loss problem in data transmission is solved, and the management stability and reliability of the smart community are improved.
Patent Information
- Application Number
- CN202510199007.9
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-02-24
- Publication Date
- 2025-03-25
- Estimated Expiration
- Not applicable · inactive patent
AI Technical Summary
In the prior art, there is a long transmission distance between the data acquisition equipment of the smart community and the data center, resulting in a gradual attenuation of signal strength and data packet loss, thereby reducing the control stability of the smart community.
A smart community control method based on multi-dimensional data monitoring is adopted to generate optimized data by collecting, caching, cleaning, integrating and compressing multi-dimensional data, and using this data to train an early warning model to form an active security model. Through active security models, the smart community is monitored and controlled, the packet loss rate of multi-dimensional data is obtained, and the cache size of multi-dimensional data is adjusted according to the variance of packet loss rate, the batch training size of optimized data, and the compression ratio of multi-dimensional data is improved to improve management stability.
By adjusting the cache size of multi-dimensional data, optimizing the batch training size of data and the compression ratio of multi-dimensional data, we can effectively reduce data packet loss, improve the management stability and reliability of the smart community, and ensure the safety and normal operation of the community.