OpenMS
ContinuousWaveletTransformNumIntegration.h
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1// Copyright (c) 2002-2023, The OpenMS Team -- EKU Tuebingen, ETH Zurich, and FU Berlin
2// SPDX-License-Identifier: BSD-3-Clause
3//
4// --------------------------------------------------------------------------
5// $Maintainer: Timo Sachsenberg $
6// $Authors: Eva Lange $
7// --------------------------------------------------------------------------
8//
9
10#pragma once
11
12#include <cmath>
13
16
17
18#ifdef DEBUG_PEAK_PICKING
19#include <iostream>
20#include <fstream>
21#endif
22
23namespace OpenMS
24{
32 {
33public:
36
44
45
49 {}
50
53
67 template <typename InputPeakIterator>
68 void transform(InputPeakIterator begin_input,
69 InputPeakIterator end_input,
70 float resolution)
71 {
72#ifdef DEBUG_PEAK_PICKING
73 std::cout << "ContinuousWaveletTransformNumIntegration::transform: start " << begin_input->getMZ() << " until " << (end_input - 1)->getMZ() << std::endl;
74#endif
75 if (fabs(resolution - 1) < 0.0001)
76 {
77 // resolution = 1 corresponds to the cwt at supporting points which have a distance corresponding to the minimal spacing in [begin_input,end_input)
78 SignedSize n = distance(begin_input, end_input);
79 signal_length_ = n;
80
81 signal_.clear();
82 signal_.resize(n);
83
84 // TODO avoid to compute the cwt for the zeros in signal
85#ifdef DEBUG_PEAK_PICKING
86 std::cout << "---------START TRANSFORM---------- \n";
87#endif
88 InputPeakIterator help = begin_input;
89 for (int i = 0; i < n; ++i)
90 {
91 signal_[i].setMZ(help->getMZ());
92 signal_[i].setIntensity((Peak1D::IntensityType)integrate_(help, begin_input, end_input));
93 ++help;
94 }
95#ifdef DEBUG_PEAK_PICKING
96 std::cout << "---------END TRANSFORM----------" << std::endl;
97#endif
98 // no zeropadding
99 begin_right_padding_ = n;
100 end_left_padding_ = -1;
101 }
102 else
103 {
104 SignedSize n = SignedSize(resolution * distance(begin_input, end_input));
105 double origin = begin_input->getMZ();
106 double spacing = ((end_input - 1)->getMZ() - origin) / (n - 1);
107
108 std::vector<double> processed_input(n);
109 signal_.clear();
110 signal_.resize(n);
111
112 InputPeakIterator it_help = begin_input;
113 processed_input[0] = it_help->getIntensity();
114
115 double x;
116 for (SignedSize k = 1; k < n; ++k)
117 {
118 x = origin + k * spacing;
119 // go to the real data point next to x
120 while (((it_help + 1) < end_input) && ((it_help + 1)->getMZ() < x))
121 {
122 ++it_help;
123 }
124 processed_input[k] = getInterpolatedValue_(x, it_help);
125 }
126
127 // TODO avoid to compute the cwt for the zeros in signal
128 for (Int i = 0; i < n; ++i)
129 {
130 signal_[i].setMZ(origin + i * spacing);
131 signal_[i].setIntensity((Peak1D::IntensityType)integrate_(processed_input, spacing, i));
132 }
133
134 begin_right_padding_ = n;
135 end_left_padding_ = -1;
136 }
137 }
138
149 void init(double scale, double spacing) override;
150
151protected:
152
154 template <typename InputPeakIterator>
155 double integrate_(InputPeakIterator x, InputPeakIterator first, InputPeakIterator last)
156 {
157#ifdef DEBUG_PEAK_PICKING
158 std::cout << "integrate_" << std::endl;
159#endif
160
161 double v = 0.;
162 double middle_spacing = wavelet_.size() * spacing_;
163
164 double start_pos = ((x->getMZ() - middle_spacing) > first->getMZ()) ? (x->getMZ() - middle_spacing)
165 : first->getMZ();
166 double end_pos = ((x->getMZ() + middle_spacing) < (last - 1)->getMZ()) ? (x->getMZ() + middle_spacing)
167 : (last - 1)->getMZ();
168
169 InputPeakIterator help = x;
170
171#ifdef DEBUG_PEAK_PICKING
172 std::cout << "integrate from middle to start_pos " << help->getMZ() << " until " << start_pos << std::endl;
173#endif
174
175 //integrate from middle to start_pos
176 while ((help != first) && ((help - 1)->getMZ() > start_pos))
177 {
178 // search for the corresponding data point of help in the wavelet (take the left most adjacent point)
179 double distance = fabs(x->getMZ() - help->getMZ());
180 Size index_w_r = (Size) Math::round(distance / spacing_);
181 if (index_w_r >= wavelet_.size())
182 {
183 index_w_r = wavelet_.size() - 1;
184 }
185 double wavelet_right = wavelet_[index_w_r];
186
187#ifdef DEBUG_PEAK_PICKING
188 std::cout << "distance x help " << distance << std::endl;
189 std::cout << "distance in wavelet_ " << index_w_r * spacing_ << std::endl;
190 std::cout << "wavelet_right " << wavelet_right << std::endl;
191#endif
192
193 // search for the corresponding datapoint for (help-1) in the wavelet (take the left most adjacent point)
194 distance = fabs(x->getMZ() - (help - 1)->getMZ());
195 Size index_w_l = (Size) Math::round(distance / spacing_);
196 if (index_w_l >= wavelet_.size())
197 {
198 index_w_l = wavelet_.size() - 1;
199 }
200 double wavelet_left = wavelet_[index_w_l];
201
202 // start the interpolation for the true value in the wavelet
203
204#ifdef DEBUG_PEAK_PICKING
205 std::cout << " help-1 " << (help - 1)->getMZ() << " distance x, help-1" << distance << std::endl;
206 std::cout << "distance in wavelet_ " << index_w_l * spacing_ << std::endl;
207 std::cout << "wavelet_ at left " << wavelet_left << std::endl;
208
209 std::cout << " intensity " << fabs((help - 1)->getMZ() - help->getMZ()) / 2. << " * " << (help - 1)->getIntensity() << " * " << wavelet_left << " + " << (help)->getIntensity() << "* " << wavelet_right
210 << std::endl;
211#endif
212
213 v += fabs((help - 1)->getMZ() - help->getMZ()) / 2. * ((help - 1)->getIntensity() * wavelet_left + help->getIntensity() * wavelet_right);
214 --help;
215 }
216
217
218 //integrate from middle to end_pos
219 help = x;
220#ifdef DEBUG_PEAK_PICKING
221 std::cout << "integrate from middle to endpos " << (help)->getMZ() << " until " << end_pos << std::endl;
222#endif
223 while ((help != (last - 1)) && ((help + 1)->getMZ() < end_pos))
224 {
225 // search for the corresponding datapoint for help in the wavelet (take the left most adjacent point)
226 double distance = fabs(x->getMZ() - help->getMZ());
227 Size index_w_l = (Size) Math::round(distance / spacing_);
228 if (index_w_l >= wavelet_.size())
229 {
230 index_w_l = wavelet_.size() - 1;
231 }
232 double wavelet_left = wavelet_[index_w_l];
233
234#ifdef DEBUG_PEAK_PICKING
235 std::cout << " help " << (help)->getMZ() << " distance x, help" << distance << std::endl;
236 std::cout << "distance in wavelet_ " << index_w_l * spacing_ << std::endl;
237 std::cout << "wavelet_ at left " << wavelet_left << std::endl;
238#endif
239
240 // search for the corresponding datapoint for (help+1) in the wavelet (take the left most adjacent point)
241 distance = fabs(x->getMZ() - (help + 1)->getMZ());
242 Size index_w_r = (Size) Math::round(distance / spacing_);
243 if (index_w_r >= wavelet_.size())
244 {
245 index_w_r = wavelet_.size() - 1;
246 }
247 double wavelet_right = wavelet_[index_w_r];
248
249#ifdef DEBUG_PEAK_PICKING
250 std::cout << " help+1 " << (help + 1)->getMZ() << " distance x, help+1" << distance << std::endl;
251 std::cout << "distance in wavelet_ " << index_w_r * spacing_ << std::endl;
252 std::cout << "wavelet_ at right " << wavelet_right << std::endl;
253#endif
254
255 v += fabs(help->getMZ() - (help + 1)->getMZ()) / 2. * (help->getIntensity() * wavelet_left + (help + 1)->getIntensity() * wavelet_right);
256 ++help;
257 }
258
259
260#ifdef DEBUG_PEAK_PICKING
261 std::cout << "return" << (v / sqrt(scale_)) << std::endl;
262#endif
263 return v / sqrt(scale_);
264 }
265
267 double integrate_(const std::vector<double> & processed_input, double spacing_data, int index);
268
270 inline double marr_(const double x) const
271 {
272 return (1 - x * x) * exp(-x * x / 2);
273 }
274
275 };
276} //namespace OpenMS
This class computes the continuous wavelet transformation using a marr wavelet.
Definition: ContinuousWaveletTransformNumIntegration.h:32
ContinuousWaveletTransform::PeakConstIterator PeakConstIterator
Profile data const iterator type.
Definition: ContinuousWaveletTransformNumIntegration.h:35
void transform(InputPeakIterator begin_input, InputPeakIterator end_input, float resolution)
Computes the wavelet transform of a given profile data interval [begin_input,end_input)
Definition: ContinuousWaveletTransformNumIntegration.h:68
double integrate_(InputPeakIterator x, InputPeakIterator first, InputPeakIterator last)
Computes the convolution of the wavelet and the profile data at position x with resolution = 1.
Definition: ContinuousWaveletTransformNumIntegration.h:155
ContinuousWaveletTransformNumIntegration()
Constructor.
Definition: ContinuousWaveletTransformNumIntegration.h:47
double integrate_(const std::vector< double > &processed_input, double spacing_data, int index)
Computes the convolution of the wavelet and the profile data at position x with resolution > 1.
void init(double scale, double spacing) override
Perform necessary preprocessing steps like tabulating the Wavelet.
double marr_(const double x) const
Computes the Marr wavelet at position x.
Definition: ContinuousWaveletTransformNumIntegration.h:270
~ContinuousWaveletTransformNumIntegration() override
Destructor.
Definition: ContinuousWaveletTransformNumIntegration.h:52
This class is the base class of the continuous wavelet transformation.
Definition: ContinuousWaveletTransform.h:21
double scale_
Spacing and scale of the wavelet and length of the signal.
Definition: ContinuousWaveletTransform.h:197
std::vector< double > wavelet_
The pre-tabulated wavelet used for the transform.
Definition: ContinuousWaveletTransform.h:194
SignedSize end_left_padding_
Definition: ContinuousWaveletTransform.h:204
double spacing_
Definition: ContinuousWaveletTransform.h:198
SignedSize begin_right_padding_
Definition: ContinuousWaveletTransform.h:205
std::vector< Peak1D >::const_iterator PeakConstIterator
Raw data const iterator type.
Definition: ContinuousWaveletTransform.h:24
SignedSize signal_length_
Definition: ContinuousWaveletTransform.h:199
std::vector< Peak1D > signal_
The transformed signal.
Definition: ContinuousWaveletTransform.h:191
float IntensityType
Intensity type.
Definition: Peak1D.h:36
int Int
Signed integer type.
Definition: Types.h:76
ptrdiff_t SignedSize
Signed Size type e.g. used as pointer difference.
Definition: Types.h:108
size_t Size
Size type e.g. used as variable which can hold result of size()
Definition: Types.h:101
T round(T x)
Rounds the value.
Definition: MathFunctions.h:184
const double k
Definition: Constants.h:132
Main OpenMS namespace.
Definition: FeatureDeconvolution.h:22