Transmission line tower failure warning based on FBG strain monitoring and prediction model

•Early warning of transmission tower failure by strain on-line monitoring.•Complete fiber Bragg grating strain monitoring system including power supply and signal transmission.•The rolling short-term prediction model accurately predicts the strain changes at the weak location of the transmission tower.•The ARIMA-LSTM combined prediction model has higher accuracy and versatility than the single prediction model.