## 5 Conclusions  
This paper presents an innovative approach to reconstructing the three-dimensional thermal structure of the ocean, particularly under typhoon conditions, by utilizing a  
Figure 7: Distribution of news reporting subjects in typhoon reports (2011–2020). fully connected transformer network (FCT). By effectively integrating multi-scale ocean dynamical features, the model successfully reconstructs ocean temperature profiles at various depths. The study's findings indicate that the FCT model demonstrates high predictive accuracy under extreme weather conditions, as validated by its application to Typhoon Lekima in 2019, with an overall RMSE of 1.03 \({}^{\circ}\)C and MAE of 0.83 \({}^{\circ}\)C. The robustness of the model was further confirmed through five-fold cross-validation, where the validation loss remained stable across folds, with minor fluctuations averaging 0.986 \({}^{\circ}\)C. Sensitivity analysis also revealed that the model is resilient to input variability, showing minimal changes in output even with perturbations of up to 10% in input variables. These results suggest that the FCT model can effectively capture trends in ocean temperature variations, especially under the influence of extreme weather events like typhoons, while maintaining stability and generalizability across different data partitions. Moreover, this study combines content analysis of typhoon-related news reports from 2011 to 2020, systematically exploring media narrative strategies and the roles of various stakeholders in disaster events. The analysis reveals that news coverage not only reflects the extensive impact of typhoons on the marine environment but also highlights the central roles of government and enterprises in disaster management. Government actions, including policy decisions and implementation, received significant attention in the news, underscoring the government's critical role in responding to typhoon disasters. Similarly, the contributions of enterprises in post-disaster economic recovery and their social responsibilities were prominently reported. By examining these reports, we gain a deeper understanding of societal responses and role distributions during disaster events. By integrating the reconstruction of ocean thermal structures with news report analysis, this study provides a comprehensive perspective on the impact of typhoons, addressing both physical processes and societal responses. Changes in ocean heat content not only directly influence the intensity and trajectory of typhoons but also affect public and policy responses as mediated through news coverage. This dual analytical approach enhances our understanding of the dynamics of oceanography under typhoon influence and provides critical scientific insights for improving typhoon prediction models and developing more effective disaster response strategies. Future research could focus on further optimizing the FCT model and exploring its potential applications in other ocean basins and under different extreme weather conditions. Additionally, continued investigation into how news reporting influences public risk perception and response strategies could provide valuable data to improve public communication during disasters. These efforts will contribute to enhancing our overall disaster response capabilities, ultimately mitigating the destructive impact of extreme weather events like typhoons on society and the environment. Conceptualization, Y.Z. and Z.G. ; methodology, F.Y. ; software, Z.G. and R.F. ; validation, F.Y. ; formal analysis, X.Z. and J.T. ; investigation, F.Y. ; writing--original draft preparation, Y.Z. ; writing--review and editing, Z.G. and R.F. ; visualization, Z.G. ; supervision, G.C. and F.Y. ; project administration, G.C. All authors have read and agreed to the published version of the manuscript. This work is supported by Laoshan Laboratory (Nos.