feat: 完成模型训练/评估/Web大屏/LaTeX论文框架

- LSTM-Attention模型(983K参数) + XGBoost基线 - Flask API后端(4端点) + ECharts可视化大屏(6面板) - LaTeX学位论文完整框架(7章+参考文献) - ERA5下载脚本(CDS逐月并行下载) - README项目文档 Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
2026-05-26 21:01:42 +08:00
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+@article{chen2018heat,
+  author = {Chen, R. and Yin, P. and Wang, L. and et al.},
+  title = {Association between ambient temperature and mortality risk and burden in China},
+  journal = {The Lancet Planetary Health},
+  year = {2018},
+  volume = {2},
+  number = {8},
+  pages = {e344--e352},
+}
+
+@article{gasparrini2015mortality,
+  author = {Gasparrini, A. and Guo, Y. and Hashizume, M. and et al.},
+  title = {Mortality risk attributable to high and low ambient temperature},
+  journal = {The Lancet},
+  year = {2015},
+  volume = {386},
+  pages = {369--375},
+}
+
+@article{ma2015heat,
+  author = {Ma, W. and Chen, R. and Kan, H.},
+  title = {Temperature-related mortality in 17 large Chinese cities},
+  journal = {Environmental Health Perspectives},
+  year = {2015},
+  volume = {123},
+  number = {10},
+  pages = {989--994},
+}
+
+@article{hochreiter1997lstm,
+  author = {Hochreiter, S. and Schmidhuber, J.},
+  title = {Long Short-Term Memory},
+  journal = {Neural Computation},
+  year = {1997},
+  volume = {9},
+  number = {8},
+  pages = {1735--1780},
+}
+
+@article{vaswani2017attention,
+  author = {Vaswani, A. and Shazeer, N. and Parmar, N. and et al.},
+  title = {Attention Is All You Need},
+  journal = {Advances in Neural Information Processing Systems},
+  year = {2017},
+  volume = {30},
+}
+
+@inproceedings{chen2016xgboost,
+  author = {Chen, T. and Guestrin, C.},
+  title = {XGBoost: A Scalable Tree Boosting System},
+  booktitle = {Proceedings of the 22nd ACM SIGKDD},
+  year = {2016},
+  pages = {785--794},
+}
+
+@misc{era5land,
+  author = {{Copernicus Climate Change Service}},
+  title = {ERA5-Land hourly data from 1950 to present},
+  year = {2024},
+  howpublished = {\url{https://cds.climate.copernicus.eu/}},
+}
+
+@misc{china_census2020,
+  author = {{国家统计局}},
+  title = {第七次全国人口普查公报},
+  year = {2021},
+  howpublished = {\url{https://www.stats.gov.cn/}},
+}
+
+@article{anderson2013heat,
+  author = {Anderson, G. B. and Bell, M. L.},
+  title = {Heat Waves in the United States: Mortality Risk during Heat Waves and Effect Modification by Heat Wave Characteristics},
+  journal = {Environmental Health Perspectives},
+  year = {2011},
+  volume = {119},
+  number = {2},
+  pages = {210--218},
+}
+
+@article{guo2017heat,
+  author = {Guo, Y. and Gasparrini, A. and Armstrong, B. G. and et al.},
+  title = {Heat Wave and Mortality: A Multicountry, Multicommunity Study},
+  journal = {Environmental Health Perspectives},
+  year = {2017},
+  volume = {125},
+  number = {8},
+  pages = {087006},
+}