Files
RBF-aPID-Controller/NP_Implementation/tests/test_RBF_np.py
T

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760 B
Python

import unittest
import numpy as np
from RBF_numpy import RBFNetwork
class TestRBFNetwork(unittest.TestCase):
def setUp(self):
"""Set up an RBFNetwork instance for testing."""
self.input_dim = 3
self.n_centers = 5
self.x = np.array([6.0, 0.5, 0.2])
self.rbf_network = RBFNetwork(self.input_dim, self.n_centers)
def test_gaussian(self):
"""Test the Gaussian function."""
center = np.random.rand(1, self.input_dim)
expected_output = np.exp(-np.linalg.norm(self.x - center) ** 2 / (2 * self.rbf_network.sigma ** 2))
output = self.rbf_network.gaussian(self.x, center)
self.assertAlmostEqual(output, expected_output, places=5)
if __name__ == "__main__":
unittest.main()