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Smart Data Hub

Welcome to the smart data hub repository, developed by the Methods for Model-based Development in Computational Engineering (MBD) and Geophysical Imaging and Monitoring (GIM) groups at RWTH Aachen University. The smart data hub is a product of the 'Smart-Monitoring' project, which aims to provide innovative solutions in data-integrated simulation studies: scenario-based, uncertainty-integrated database.

The smart data hub offers a direct interface to the analysis and simulation of specific repository sites. Our approach ensures the reproducibility and transparency of our results, while it is also feasible to apply the method to other research areas, such as the ice data hub.

Installation

This repository contains a submodule sim_data_hub. The sim data hub offers guidelines on creating your own data hub and serves as a platform to connect with the GUI. If you want to clone the project with a submodule, follow the steps below:

  1. Clone the current repository:
     git clone https://github.com/geo-fluid-dynamics/smart_data_hub.git
    
  2. Navigate to the data_hub directory by running cd data_hub.
  3. clone the submodule:
     git clone --recurse-submodules https://github.com/geo-fluid-dynamics/sim_data_hub.git
    

If you are only interested in the scenario-base database, you don't need to use the sim_data_hub.

Data Hub Architecture

The data hub is designed to serve two different use cases:

  1. Scenario-based Database: The data is stored in YAML format, managed and constructed using the yaml-db module. All relevant files for this use case can be found in the data_hub/yaml-db directory.
  2. Data Visualization: Data is visualized through a Graphical User Interface (GUI), which supports data import, export, and visualization. The basic features can be found in the GUI_for_data_hubs repository (which will be made public soon). Files associated with this use case are located in the following directories:
    • assets
    • data_hub/export
    • data_hub/library
    • data_hub/sim_data_hub
    • config_gui.yml

Please refer to the documentation in the sim_data_hub repository for a detailed explanation of these files and their usage.

Credits

The authors of this project are @CQVera, @ninomenzel1 and @mboxberg.

License

smart_data_hub is released under the MIT License. See LICENSE file for details.

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