dsp/window: add Tukey window function and simplify tests

This commit is contained in:
Dan Kortschak
2020-09-15 14:21:53 +09:30
parent 7dc1a8963b
commit 880b710e3c
3 changed files with 110 additions and 71 deletions

View File

@@ -330,6 +330,49 @@ func (g Gaussian) Transform(seq []float64) []float64 {
return seq return seq
} }
// Tukey can modify a sequence using the Tukey window and return the result.
// See https://en.wikipedia.org/wiki/Window_function#Tukey_window
// and https://www.recordingblogs.com/wiki/tukey-window for details.
//
// The Tukey window is an adjustable window.
//
// The sequence weights are
// w[k] = 0.5 * (1 + cos(π*(|k - M| - αM)/((1-α) * M))), |k - M| ≥ αM
// = 1, |k - M| < αM
// with M = (N - 1)/2 for k=0,1,...,N-1 where N is the length of the window.
//
// Spectral leakage parameters are summarized in the table:
// | α=0.3 | α=0.5 | α=0.7 |
// -------|--------------------------|
// ΔF_0 | 1.33 | 1.22 | 1.13 |
// ΔF_0.5 | 1.28 | 1.16 | 1.04 |
// K | 0.67 | 0.61 | 0.57 |
// ɣ_max | -18.2 | -15.1 | -13.8 |
// β | -1.41 | -2.50 | -3.74 |
type Tukey struct {
Alpha float64
}
// Transform applies the Tukey transformation to seq in place, using the value
// of the receiver as the Alpha parameter, and returning the result
func (t Tukey) Transform(seq []float64) []float64 {
switch {
case t.Alpha <= 0:
return Rectangular(seq)
case t.Alpha >= 1:
return Hann(seq)
default:
alphaL := t.Alpha * float64(len(seq)-1)
width := int(0.5*alphaL) + 1
for i := range seq[:width] {
w := 0.5 * (1 - math.Cos(2*math.Pi*float64(i)/alphaL))
seq[i] *= w
seq[len(seq)-1-i] *= w
}
return seq
}
}
// Values is an arbitrary real window function. // Values is an arbitrary real window function.
type Values []float64 type Values []float64

View File

@@ -330,6 +330,49 @@ func (g GaussianComplex) Transform(seq []complex128) []complex128 {
return seq return seq
} }
// TukeyComplex can modify a sequence using the Tukey window and return the result.
// See https://en.wikipedia.org/wiki/Window_function#Tukey_window
// and https://www.recordingblogs.com/wiki/tukey-window for details.
//
// The Tukey window is an adjustable window.
//
// The sequence weights are
// w[k] = 0.5 * (1 + cos(π*(|k - M| - αM)/((1-α) * M))), |k - M| ≥ αM
// = 1, |k - M| < αM
// with M = (N - 1)/2 for k=0,1,...,N-1 where N is the length of the window.
//
// Spectral leakage parameters are summarized in the table:
// | α=0.3 | α=0.5 | α=0.7 |
// -------|--------------------------|
// ΔF_0 | 1.33 | 1.22 | 1.13 |
// ΔF_0.5 | 1.28 | 1.16 | 1.04 |
// K | 0.67 | 0.61 | 0.57 |
// ɣ_max | -18.2 | -15.1 | -13.8 |
// β | -1.41 | -2.50 | -3.74 |
type TukeyComplex struct {
Alpha float64
}
// Transform applies the Tukey transformation to seq in place, using the value
// of the receiver as the Alpha parameter, and returning the result
func (t TukeyComplex) Transform(seq []complex128) []complex128 {
switch {
case t.Alpha <= 0:
return RectangularComplex(seq)
case t.Alpha >= 1:
return HannComplex(seq)
default:
alphaL := t.Alpha * float64(len(seq)-1)
width := int(0.5*alphaL) + 1
for i := range seq[:width] {
w := complex(0.5*(1-math.Cos(2*math.Pi*float64(i)/alphaL)), 0)
seq[i] *= w
seq[len(seq)-1-i] *= w
}
return seq
}
}
// ValuesComplex is an arbitrary complex window function. // ValuesComplex is an arbitrary complex window function.
type ValuesComplex []complex128 type ValuesComplex []complex128

View File

@@ -5,7 +5,6 @@
package window package window
import ( import (
"fmt"
"testing" "testing"
"gonum.org/v1/gonum/floats" "gonum.org/v1/gonum/floats"
@@ -111,34 +110,48 @@ var windowTests = []struct {
0.967756, 0.737755, 0.402051, 0.115529, -0.037444, -0.070137, -0.045939, -0.017675, -0.003687, -0.000421, 0.967756, 0.737755, 0.402051, 0.115529, -0.037444, -0.070137, -0.045939, -0.017675, -0.003687, -0.000421,
}, },
}, },
}
var gausWindowTests = []struct {
name string
sigma float64
want []float64
}{
{ {
name: "Gaussian", sigma: 0.3, name: "Gaussian_0.3", fn: Gaussian{0.3}.Transform, fnCmplx: GaussianComplex{0.3}.Transform,
want: []float64{ want: []float64{
0.003866, 0.011708, 0.031348, 0.074214, 0.155344, 0.287499, 0.470444, 0.680632, 0.870660, 0.984728, 0.003866, 0.011708, 0.031348, 0.074214, 0.155344, 0.287499, 0.470444, 0.680632, 0.870660, 0.984728,
0.984728, 0.870660, 0.680632, 0.470444, 0.287499, 0.155344, 0.074214, 0.031348, 0.011708, 0.003866, 0.984728, 0.870660, 0.680632, 0.470444, 0.287499, 0.155344, 0.074214, 0.031348, 0.011708, 0.003866,
}, },
}, },
{ {
name: "Gaussian", sigma: 0.5, name: "Gaussian_0.5", fn: Gaussian{0.5}.Transform, fnCmplx: GaussianComplex{0.5}.Transform,
want: []float64{ want: []float64{
0.135335, 0.201673, 0.287499, 0.392081, 0.511524, 0.638423, 0.762260, 0.870660, 0.951361, 0.994475, 0.135335, 0.201673, 0.287499, 0.392081, 0.511524, 0.638423, 0.762260, 0.870660, 0.951361, 0.994475,
0.994475, 0.951361, 0.870660, 0.762260, 0.638423, 0.511524, 0.392081, 0.287499, 0.201673, 0.135335, 0.994475, 0.951361, 0.870660, 0.762260, 0.638423, 0.511524, 0.392081, 0.287499, 0.201673, 0.135335,
}, },
}, },
{ {
name: "Gaussian", sigma: 1.2, name: "Gaussian_1.2", fn: Gaussian{1.2}.Transform, fnCmplx: GaussianComplex{1.2}.Transform,
want: []float64{ want: []float64{
0.706648, 0.757319, 0.805403, 0.849974, 0.890135, 0.925049, 0.953963, 0.976241, 0.991381, 0.999039, 0.706648, 0.757319, 0.805403, 0.849974, 0.890135, 0.925049, 0.953963, 0.976241, 0.991381, 0.999039,
0.999039, 0.991381, 0.976241, 0.953963, 0.925049, 0.890135, 0.849974, 0.805403, 0.757319, 0.706648, 0.999039, 0.991381, 0.976241, 0.953963, 0.925049, 0.890135, 0.849974, 0.805403, 0.757319, 0.706648,
}, },
}, },
{
name: "Tukey_1", fn: Tukey{1}.Transform, fnCmplx: TukeyComplex{1}.Transform,
want: []float64{ // Hann window case.
0.000000, 0.027091, 0.105430, 0.226526, 0.377257, 0.541290, 0.700848, 0.838641, 0.939737, 0.993181,
0.993181, 0.939737, 0.838641, 0.700848, 0.541290, 0.377257, 0.226526, 0.105430, 0.027091, 0.000000,
},
},
{
name: "Tukey_0", fn: Tukey{0}.Transform, fnCmplx: TukeyComplex{0}.Transform,
want: []float64{ // Rectangular window case.
1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
},
},
{
name: "Tukey_0.5", fn: Tukey{0.5}.Transform, fnCmplx: TukeyComplex{0.5}.Transform,
want: []float64{
0.000000, 0.105430, 0.377257, 0.700847, 0.939737, 1.000000, 1.000000, 1.000000, 1.000000, 1.000000,
1.000000, 1.000000, 1.000000, 1.000000, 1.000000, 0.939737, 0.700847, 0.377257, 0.105429, 0.000000,
},
},
} }
func TestWindows(t *testing.T) { func TestWindows(t *testing.T) {
@@ -169,36 +182,6 @@ func TestWindows(t *testing.T) {
} }
} }
func TestGausWindows(t *testing.T) {
t.Parallel()
const tol = 1e-6
for _, test := range gausWindowTests {
t.Run(fmt.Sprintf("%s (sigma=%.1f)", test.name, test.sigma), func(t *testing.T) {
src := make([]float64, 20)
for i := range src {
src[i] = 1
}
gaussian := Gaussian{test.sigma}
dst := gaussian.Transform(src)
if !floats.EqualApprox(dst, test.want, tol) {
t.Errorf("unexpected result for window function %q:\ngot:%#.6v\nwant:%#v", test.name, dst, test.want)
}
for i := range src {
src[i] = 1
}
dst = NewValues(gaussian.Transform, len(src)).Transform(src)
if !floats.EqualApprox(dst, test.want, tol) {
t.Errorf("unexpected result for lookup window function %q:\ngot:%#.6v\nwant:%#.6v", test.name, dst, test.want)
}
})
}
}
func TestWindowsComplex(t *testing.T) { func TestWindowsComplex(t *testing.T) {
t.Parallel() t.Parallel()
const tol = 1e-6 const tol = 1e-6
@@ -227,36 +210,6 @@ func TestWindowsComplex(t *testing.T) {
} }
} }
func TestGausWindowComplex(t *testing.T) {
t.Parallel()
const tol = 1e-6
for _, test := range gausWindowTests {
t.Run(fmt.Sprintf("%sComplex (sigma=%.1f)", test.name, test.sigma), func(t *testing.T) {
src := make([]complex128, 20)
for i := range src {
src[i] = complex(1, 1)
}
gaussian := GaussianComplex{test.sigma}
dst := gaussian.Transform(src)
if !equalApprox(dst, test.want, tol) {
t.Errorf("unexpected result for window function %q:\ngot:%#.6v\nwant:%#.6v", test.name, dst, test.want)
}
for i := range src {
src[i] = complex(1, 1)
}
dst = NewValuesComplex(gaussian.Transform, len(src)).Transform(src)
if !equalApprox(dst, test.want, tol) {
t.Errorf("unexpected result for lookup window function %q:\ngot:%#.6v\nwant:%#.6v", test.name, dst, test.want)
}
})
}
}
func equalApprox(seq1 []complex128, seq2 []float64, tol float64) bool { func equalApprox(seq1 []complex128, seq2 []float64, tol float64) bool {
if len(seq1) != len(seq2) { if len(seq1) != len(seq2) {
return false return false