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This project aims to provide an easy to use implementation of time-dependent global sensitivity analysis algorithms.

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Time-Dependent Global Sensitivity Analysis (TDGSA)

Description

This project aims to provide an easy to use implementation of time-dependent global sensitivity analysis algorithms based on the work of Alexanderian et al. [1]. Please also consider citing our preprint when using this package [2].

[1] Alexanderian, A.; Gremaud, P. A.; Smith, R. C. Variance-Based Sensitivity Analysis for Time-Dependent Processes. Reliability Engineering & System Safety 2020, 196, 106722. https://doi.org/10.1016/j.ress.2019.106722.

[2] https://arxiv.org/abs/2502.17275

Installation

To install this project, follow these steps:

  1. Clone the repository.
  2. Run pip install -r requirements.txt to install the dependencies.
  3. Run pip install . to install the package

Usage

To learn how to use this project, please refer to the examples in the examples folder.

Contributing

Contributions are welcome! Please follow these guidelines:

  • Fork the repository.
  • Create a new branch.
  • Make your changes.
  • Submit a pull request.

License

This project is licensed under the BSD-3-Clause License.

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This project aims to provide an easy to use implementation of time-dependent global sensitivity analysis algorithms.

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