Optimizing typhoon wave height forecasting with LSTM model using SWAN-BP model output and TCWiSE synthetic typhoons

Key Points

• Forecasting accuracy improves significantly with the LSTM model, which integrates synthetic typhoon data.
• Model outputs from SWAN-BP enhance wave height predictions, indicating a reliable methodology in extreme weather projections.
• Assessment using an LSTM approach on synthetic typhoons shows substantial gains over traditional forecasting methods.
• These findings support the need for advanced modeling techniques in meteorology, potentially aiding disaster preparedness.