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17 package org.hipparchus.util;
18
19 import org.hipparchus.exception.MathIllegalArgumentException;
20 import org.hipparchus.linear.MatrixUtils;
21 import org.hipparchus.linear.RealMatrix;
22 import org.hipparchus.linear.RealVector;
23 import org.junit.jupiter.api.Test;
24
25 import static org.junit.jupiter.api.Assertions.assertEquals;
26 import static org.junit.jupiter.api.Assertions.assertThrows;
27
28 class JulierUnscentedTransformTest {
29
30
31 @Test
32 void testWrongStateDimension() {
33 assertThrows(MathIllegalArgumentException.class, () -> {
34 new JulierUnscentedTransform(0);
35 });
36 }
37
38
39 @Test
40 void testWeights() {
41
42
43 final int stateDim = 2;
44 final JulierUnscentedTransform julier = new JulierUnscentedTransform(stateDim, 0.0);
45 final RealVector wc = julier.getWc();
46 final RealVector wm = julier.getWm();
47
48
49 assertEquals(5, wc.getDimension());
50 assertEquals(5, wm.getDimension());
51 assertEquals(0.0, wc.getEntry(0), Double.MIN_VALUE);
52 assertEquals(0.0, wm.getEntry(0), Double.MIN_VALUE);
53 assertEquals(0.25, wc.getEntry(1), Double.MIN_VALUE);
54 assertEquals(0.25, wm.getEntry(1), Double.MIN_VALUE);
55 assertEquals(0.25, wc.getEntry(2), Double.MIN_VALUE);
56 assertEquals(0.25, wm.getEntry(2), Double.MIN_VALUE);
57
58 }
59
60
61 @Test
62 void testUnscentedTransform() {
63
64
65 final int stateDim = 2;
66 final JulierUnscentedTransform julier = new JulierUnscentedTransform(stateDim);
67 final RealVector state = MatrixUtils.createRealVector(new double[] {1.0, 1.0});
68 final RealMatrix covariance = MatrixUtils.createRealDiagonalMatrix(new double[] {0.5, 0.5});
69
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71 final RealVector[] sigma = julier.unscentedTransform(state, covariance);
72
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74 assertEquals(5, sigma.length);
75 checkSigmaPoint(sigma[0], 1.0, 1.0);
76 checkSigmaPoint(sigma[1], 2.0, 1.0);
77 checkSigmaPoint(sigma[2], 1.0, 2.0);
78 checkSigmaPoint(sigma[3], 0.0, 1.0);
79 checkSigmaPoint(sigma[4], 1.0, 0.0);
80
81 }
82
83
84 @Test
85 void testInverseUnscentedTransform() {
86
87
88 final int stateDim = 2;
89 final JulierUnscentedTransform julier = new JulierUnscentedTransform(stateDim);
90 final RealVector[] sigmaPoints = new RealVector[] {MatrixUtils.createRealVector(new double[] {1.0, 1.0}),
91 MatrixUtils.createRealVector(new double[] {2.0, 1.0}),
92 MatrixUtils.createRealVector(new double[] {1.0, 2.0}),
93 MatrixUtils.createRealVector(new double[] {0.0, 1.0}),
94 MatrixUtils.createRealVector(new double[] {1.0, 0.0})};
95
96 final Pair<RealVector, RealMatrix> inverse = julier.inverseUnscentedTransform(sigmaPoints);
97 final RealVector state = inverse.getFirst();
98 final RealMatrix covariance = inverse.getSecond();
99
100
101 assertEquals(2, state.getDimension());
102 assertEquals(1.0, state.getEntry(0), 0.);
103 assertEquals(1.0, state.getEntry(1), 0.);
104
105 assertEquals(2, covariance.getColumnDimension());
106 assertEquals(2, covariance.getRowDimension());
107 assertEquals(0.5, covariance.getEntry(0, 0), 0.);
108 assertEquals(0.0, covariance.getEntry(0, 1), 0.);
109 assertEquals(0.0, covariance.getEntry(1, 0), 0.);
110 assertEquals(0.5, covariance.getEntry(1, 1), 0.);
111 }
112
113 private static void checkSigmaPoint(final RealVector sigma, final double ref1, final double ref2) {
114 assertEquals(ref1, sigma.getEntry(0), Double.MIN_VALUE);
115 assertEquals(ref2, sigma.getEntry(1), Double.MIN_VALUE);
116 }
117
118 }