Method and system for monitoring battery swap station based on Internet of Things
By using the SHA-256 algorithm and blockchain system to verify power data at battery swapping stations, combining the Dijkstra algorithm and MILP model to optimize power paths, and constructing the XGBoost prediction model for load forecasting, the problems of authenticity in power data processing and resource allocation at battery swapping stations are solved, achieving efficient power flow and accountability.
Patent Information
- Application Number
- CN202511324089.1
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-09-17
- Publication Date
- 2025-10-24
- Estimated Expiration
- 2045-09-17
AI Technical Summary
Existing battery swapping stations suffer from insufficient verification of power data authenticity, lack of dynamic encryption mechanisms, and failure to optimize path planning in real time by incorporating multiple factors. This results in uneven resource allocation, low power flow efficiency, and a lack of clear accountability mechanisms, making it difficult to trace responsibility when the system malfunctions.
The SHA-256 algorithm is used to generate power data blocks. A blockchain system based on a threshold-editable hash function is constructed for error detection and accountability. The optimal power path is calculated by combining the Dijkstra algorithm, the MILP model is used to optimize power allocation, the XGBoost prediction model is constructed for load forecasting, and anomaly classification and decision-making are performed through multi-dimensional features.
It has improved the ability to verify the authenticity of power data and detect anomalies, optimized power paths and distribution strategies, enhanced the accuracy of load forecasting and the intelligence of the system, and achieved accuracy in accountability tracking and decision-making.
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Figure CN120834645A_ABST
Abstract
Citation Information
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