Processed dataset used for developing tsunami inundation emulators(Part-III Simulation and Emulation Dataset)

This dataset is related to the main Zenodo repository: https://doi.org/10.5281/zenodo.13738078

This dataset contains some of the processed datasets covering tsunami inundation depths using simulation results and emulation results discussed in the article - "Towards Using Machine Learning Emulation for Probabilistic Inundation Mapping: Multiple Earthquake Sources and Near-field Effectwith project repo - https://github.com/naveenragur/ML4SicilyTsunami/tree/ptha_emulators.

The post-processed (numpy) files for the two test locations of Catania(CT) and Siracusa(SR) are provided in compressed gzip files(.gz):

Processed inundation depth files from simulation and emulation typically stored in model/CT/ptha or model/SR/ptha

    -pthaSR.tar.gz - max inundation depth1d(eve x m) for true(simulation and pred(emulation of different models))

    -pthaCT.tar.gz - max inundation depth1d(eve x m) for true(simulation and pred(emulation of different models))

The filename follows the nomenclature with:
-true - simulation results

-pred - emulator with pretraining

-pred_direct - emulator without pretraining

-pred_nodeform - emulator without pertaining and deformation input

More information on the attached readme, see project structure and code is available at:

https://github.com/naveenragur/ML4SicilyTsunami/tree/ptha_emulators

本数据集关联的官方Zenodo仓库地址为：https://doi.org/10.5281/zenodo.13738078

本数据集包含经后处理的部分数据集，其基于论文《面向机器学习仿真开展概率淹没制图：多地震源与近场效应》（英文原标题：Towards Using Machine Learning Emulation for Probabilistic Inundation Mapping: Multiple Earthquake Sources and Near-field Effect）中讨论的模拟结果与仿真结果，用于提取海啸淹没深度数据，项目仓库地址为：https://github.com/naveenragur/ML4SicilyTsunami/tree/ptha_emulators

针对卡塔尼亚（Catania，缩写CT）与锡拉库扎（Siracusa，缩写SR）这两个测试点位的经后处理numpy格式文件，均以gzip压缩文件（后缀为.gz）形式发布。

模拟与仿真得到的淹没深度处理文件通常存储于model/CT/ptha或model/SR/ptha路径下：
- pthaSR.tar.gz：包含全事件×网格点维度的最大淹没深度数据，涵盖真实模拟结果（true）与不同模型的仿真预测结果（pred）；
- pthaCT.tar.gz：包含全事件×网格点维度的最大淹没深度数据，涵盖真实模拟结果与不同模型的仿真预测结果。

文件命名遵循以下规范：
- true：模拟计算得到的真实结果；
- pred：经过预训练的仿真器预测结果；
- pred_direct：未经过预训练的仿真器直接预测结果；
- pred_nodeform：未经过预训练且未输入形变参数的仿真器预测结果。

更多细节可参阅随附的自述文件，项目结构与代码可访问以下仓库地址获取：https://github.com/naveenragur/ML4SicilyTsunami/tree/ptha_emulators