Power transmission tower power transmission line galloping monitoring system
Through the multi-source data fusion and physical constraint modeling, the transmission tower transmission line dance monitoring system solves the problems of insufficient prediction accuracy and high false alarm rate in the existing technology, and accurately predict and dynamic early warning of transmission line dance to ensure the safety of the power grid.
Patent Information
- Application Number
- CN202510499686.1
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-04-21
- Publication Date
- 2025-07-22
AI Technical Summary
The existing transmission line dance monitoring system relies on a single sensor data and static experience thresholds, making it difficult to capture the nonlinear coupling relationship between meteorological parameters and wire dynamic parameters, resulting in insufficient prediction accuracy, and the fixed early warning threshold cannot adapt to line aging and material fatigue, and the false alarm rate and missed rate are high.
The monitoring system adopts multi-source data fusion and physical constraint modeling, including data acquisition, processing, intelligent prediction and human-computer interaction modules, collects three-dimensional meteorological data in real time, predicts through a hybrid architecture of LSTM network, random forest regressor and physical equation constraints, dynamically adjusts the early warning threshold, and combines the intervention of operation and maintenance personnel.
It significantly improves the accuracy of dance prediction and early warning sensitivity, can accurately identify multimodal vibration patterns under extreme conditions, reduce false alarm rates and missed alarm rates, provide multi-dimensional decision support, and ensure line safety.