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Now using an outlier filter rather than signal smoothing for speed graphs

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This commit is contained in:
Martin Tůma 2015-10-15 19:44:34 +02:00
parent 405c1d2dde
commit b398f04839
1 changed files with 41 additions and 6 deletions
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47
src/gpx.cpp
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@ -7,7 +7,7 @@
#define ALPHA 0.5
#define WINDOW 5
#define WINDOW 11
bool GPX::loadFile(const QString &fileName)
@ -57,14 +57,51 @@ static qreal median(QVector<QPointF> v)
return v.at(v.size() / 2).y();
}
static qreal MAD(QVector<QPointF> v, qreal m)
{
for (int i = 0; i < v.size(); i++)
v[i].setY(qAbs(v.at(i).y() - m));
qSort(v.begin(), v.end(), lt);
return v.at(v.size() / 2).y();
}
static QVector<QPointF> filter(const QVector<QPointF> &v)
{
QList<int> rm;
QVector<QPointF> ret;
qreal m, M;
if (v.size() < WINDOW)
return QVector<QPointF>(v);
for (int i = WINDOW/2; i < v.size() - WINDOW/2; i++) {
m = median(v.mid(i - WINDOW/2, WINDOW));
M = MAD(v.mid(i - WINDOW/2, WINDOW), m);
if (qAbs((0.6745 * (v.at(i).y() - m)) / M) > 3.5)
rm.append(i);
}
QList<int>::const_iterator it = rm.begin();
for (int i = 0; i < v.size(); i++) {
if (*it != i)
ret.append(v.at(i));
else
it++;
}
return ret;
}
void GPX::speedGraph(QVector<QPointF> &graph) const
{
qreal dist = 0, v, ds, dt;
QVector<QPointF> raw;
if (!_data.size())
return;
graph.append(QPointF(0, 0));
raw.append(QPointF(0, 0));
for (int i = 1; i < _data.size(); i++) {
ds = llDistance(_data.at(i).coordinates, _data.at(i-1).coordinates);
dt = _data.at(i-1).timestamp.msecsTo(_data.at(i).timestamp) / 1000.0;
@ -77,12 +114,10 @@ void GPX::speedGraph(QVector<QPointF> &graph) const
} else
v = _data.at(i).speed;
graph.append(QPointF(dist, v));
raw.append(QPointF(dist, v));
}
if (graph.size() > WINDOW)
for (int i = WINDOW/2; i < graph.size() - WINDOW/2; i++)
graph[i].setY(median(graph.mid(i - WINDOW/2, WINDOW)));
graph = filter(raw);
}
void GPX::track(QVector<QPointF> &track) const