A package for Design of Experiments (DoE) and Design Space Exploration (DSE)
Project description
EngineeringDoE
Introduction
This package is a wrapper of pyDOE2 package. It is used to generate design of experiments (DoE) for engineering applications in a way that are easy to set up and export as csv files.
Installation
To install the package, run the following command in the terminal:
pip install EngineeringDoE
Usage
There package support two phases: Generation of DoE and tracking of the evaluation of the DoE design cases.
Generation of DoE
from EngineeringDoE import DoE, VariableDefinition, Variable
v1 = VariableDefinition("Thickness", bounds=(0.1, 0.5), units="m")
v2 = VariableDefinition("Width", type="discrete", options=[4, 5, 6])
v3 = VariableDefinition("Height", bounds=(0.1, 0.5), units="m") PerformanceMetricDefinition("Weight", "kg")
# create a DoE object with 10 samples distrubuted according to a Latin Hypercube Sampling.
doe = DoE(variables=[v1, v2, v3], n=10)
# export the DoE to a csv file
doe.export("doe.csv")
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