Estimates propagation error tolerances for systems of equations.
Project description
Error Solver
About
This package contains classes for estimating the propagation error tolerances for a system of equations.
Installation
This package may be installed via pip:
pip install error_solver
The above installation only install the dependencies required for the
ErrorSolverPy class. To also install the dependencies necessary for the
ErrorSolver class, use the following command instead:
pip install error_solver[all]
Example: Error in Cylinder
The below example determines the propagation error tolerances for the cross sectional
area A and volume V of a cylinder given the measurement tolerance for the radius
r and height h.
from error_solver import ErrorSolver
# Define the equations
EQUATIONS = [
'A = pi * r**2',
'V = A * h'
]
# Solve the equations by some means and assemble the values in a dictionary
values = {
'h': 12,
'r': 5,
'A': 78.54,
'V': 942.48
}
# Define the known error tolerances
errors = {
'h': 0.05,
'r': 0.05
}
solver = ErrorSolver(EQUATIONS)
solver.solve(values, errors)
# value error pct_error is_calc
# var
# A 78.539816 1.570796 2.000000 True
# V 942.477796 22.776547 2.416667 True
# h 12.000000 0.050000 0.416667 False
# r 5.000000 0.050000 1.000000 False
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