Easy DOE simplifies the generation process of Design of Experiments (DOE) based on Latin Hypercube for various applications, including Soft Sensor development and multivariate analysis. With an intuitive interface, Easy DOE empowers users to efficiently create DOE configurations, facilitating data exploration and experimentation in diverse industries.
DOE plays a crucial role in optimizing processes, understanding complex systems, and identifying key factors affecting outcomes. In data analysis, it helps in efficient parameter exploration, model calibration, and sensitivity analysis. Easy DOE streamlines this process, making it accessible to researchers, engineers, and analysts
- Simple Generation: Intuitively generate DOE configurations based on Latin Hypercube sampling.
- Application Scope: Tailored for Soft Sensor development and multivariate analysis, accommodating both continuous and discrete values.
- Ease of Use: User-friendly interface ensures seamless navigation and configuration.
To install the necessary dependencies, you need to have Python installed on your system. If you don't have Python, you can download it here. After installing Python, follow the steps below:
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Clone the Repository
First, clone the Easy DOE repository to your local machine..
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Install Dependencies
Within the project directory, locate the
requirements.txtfile containing all necessary libraries. Install them by running:pip install -r requirements.txtThis will install all dependencies required to run Easy DOE.
To run the application, follow these steps:
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Navigate to the project directory where
main.pyis located. -
Execute the
main.pyfile using Python: python main.py -
After running the command, Dash will start the local server and you can access the application through your browser. Normally, the URL will be something like
http://127.0.0.45:8080/.
- In the Examples directory, you will find example datasets that can assist you.
If you encounter any problems or have any questions, do not hesitate to open an issue in the GitHub repository or contact us directly.
Contact: https://linktr.ee/CascaGrossaSuprema
Experience seamless DOE generation with Easy DOE!