26QString QgsRasterDtmSlopeBasedFilterAlgorithm::name()
const
28 return QStringLiteral(
"dtmslopebasedfilter" );
31QString QgsRasterDtmSlopeBasedFilterAlgorithm::displayName()
const
33 return QObject::tr(
"DTM filter (slope-based)" );
36QStringList QgsRasterDtmSlopeBasedFilterAlgorithm::tags()
const
38 return QObject::tr(
"dem,filter,slope,dsm,dtm,terrain" ).split(
',' );
41QString QgsRasterDtmSlopeBasedFilterAlgorithm::group()
const
43 return QObject::tr(
"Raster terrain analysis" );
46QString QgsRasterDtmSlopeBasedFilterAlgorithm::groupId()
const
48 return QStringLiteral(
"rasterterrainanalysis" );
51QString QgsRasterDtmSlopeBasedFilterAlgorithm::shortHelpString()
const
53 return QObject::tr(
"This algorithm can be used to filter a Digital Elevation Model in order to classify its cells into ground and object (non-ground) cells.\n\n"
54 "The tool uses concepts as described by Vosselman (2000) and is based on the assumption that a large height difference between two nearby "
55 "cells is unlikely to be caused by a steep slope in the terrain. The probability that the higher cell might be non-ground increases when "
56 "the distance between the two cells decreases. Therefore the filter defines a maximum height difference (<i>dz_max</i>) between two cells as a "
57 "function of the distance (<i>d</i>) between the cells (<i>dz_max( d ) = d</i>).\n\n"
58 "A cell is classified as terrain if there is no cell within the kernel radius to which the height difference is larger than the allowed "
59 "maximum height difference at the distance between these two cells.\n\n"
60 "The approximate terrain slope (<i>s</i>) parameter is used to modify the filter function to match the overall slope in the study "
61 "area (<i>dz_max( d ) = d * s</i>).\n\n"
62 "A 5 % confidence interval (<i>ci = 1.65 * sqrt( 2 * stddev )</i>) may be used to modify the filter function even further by either "
63 "relaxing (<i>dz_max( d ) = d * s + ci</i>) or amplifying (<i>dz_max( d ) = d * s - ci</i>) the filter criterium.\n\n"
64 "References: Vosselman, G. (2000): Slope based filtering of laser altimetry data. IAPRS, Vol. XXXIII, Part B3, Amsterdam, The Netherlands, 935-942\n\n"
65 "This algorithm is a port of the SAGA 'DTM Filter (slope-based)' tool." );
68QString QgsRasterDtmSlopeBasedFilterAlgorithm::shortDescription()
const
70 return QObject::tr(
"Filters a Digital Elevation Model in order to classify its cells into ground and object (non-ground) cells." );
73void QgsRasterDtmSlopeBasedFilterAlgorithm::initAlgorithm(
const QVariantMap & )
77 addParameter(
new QgsProcessingParameterBand( QStringLiteral(
"BAND" ), QObject::tr(
"Band number" ), 1, QStringLiteral(
"INPUT" ) ) );
80 radiusParam->setHelp( QObject::tr(
"The radius of the filter kernel (in pixels). Must be large enough to reach ground cells next to non-ground objects." ) );
81 addParameter( radiusParam.release() );
83 auto terrainSlopeParam = std::make_unique<QgsProcessingParameterNumber>( QStringLiteral(
"TERRAIN_SLOPE" ), QObject::tr(
"Terrain slope (%, pixel size/vertical units)" ),
Qgis::ProcessingNumberParameterType::Double, 30,
false, 0, 1000 );
84 terrainSlopeParam->setHelp( QObject::tr(
"The approximate terrain slope in %. The terrain slope must be adjusted to account for the ratio of height units vs raster pixel dimensions. Used to relax the filter criterium in steeper terrain." ) );
85 addParameter( terrainSlopeParam.release() );
87 auto filterModificationParam = std::make_unique<QgsProcessingParameterEnum>( QStringLiteral(
"FILTER_MODIFICATION" ), QObject::tr(
"Filter modification" ), QStringList { QObject::tr(
"None" ), QObject::tr(
"Relax filter" ), QObject::tr(
"Amplify" ) },
false, 0 );
88 filterModificationParam->setHelp( QObject::tr(
"Choose whether to apply the filter kernel without modification or to use a confidence interval to relax or amplify the height criterium." ) );
89 addParameter( filterModificationParam.release() );
92 stDevParam->setHelp( QObject::tr(
"The standard deviation used to calculate a 5% confidence interval applied to the height threshold." ) );
93 addParameter( stDevParam.release() );
97 auto createOptsParam = std::make_unique<QgsProcessingParameterString>( QStringLiteral(
"CREATE_OPTIONS" ), QObject::tr(
"Creation options" ), QVariant(),
false,
true );
98 createOptsParam->setMetadata( QVariantMap( { { QStringLiteral(
"widget_wrapper" ), QVariantMap( { { QStringLiteral(
"widget_type" ), QStringLiteral(
"rasteroptions" ) } } ) } } ) );
100 addParameter( createOptsParam.release() );
102 auto creationOptsParam = std::make_unique<QgsProcessingParameterString>( QStringLiteral(
"CREATION_OPTIONS" ), QObject::tr(
"Creation options" ), QVariant(),
false,
true );
103 creationOptsParam->setMetadata( QVariantMap( { { QStringLiteral(
"widget_wrapper" ), QVariantMap( { { QStringLiteral(
"widget_type" ), QStringLiteral(
"rasteroptions" ) } } ) } } ) );
105 addParameter( creationOptsParam.release() );
107 auto outputLayerGroundParam = std::make_unique<QgsProcessingParameterRasterDestination>( QStringLiteral(
"OUTPUT_GROUND" ), QObject::tr(
"Output layer (ground)" ), QVariant(),
true,
true );
108 outputLayerGroundParam->setHelp( QObject::tr(
"The filtered DEM containing only cells classified as ground." ) );
109 addParameter( outputLayerGroundParam.release() );
111 auto outputLayerNonGroundParam = std::make_unique<QgsProcessingParameterRasterDestination>( QStringLiteral(
"OUTPUT_NONGROUND" ), QObject::tr(
"Output layer (non-ground objects)" ), QVariant(),
true,
false );
112 outputLayerNonGroundParam->setHelp( QObject::tr(
"The non-ground objects removed by the filter." ) );
113 addParameter( outputLayerNonGroundParam.release() );
116QgsRasterDtmSlopeBasedFilterAlgorithm *QgsRasterDtmSlopeBasedFilterAlgorithm::createInstance()
const
118 return new QgsRasterDtmSlopeBasedFilterAlgorithm();
123 QgsRasterLayer *layer = parameterAsRasterLayer( parameters, QStringLiteral(
"INPUT" ), context );
127 const int band = parameterAsInt( parameters, QStringLiteral(
"BAND" ), context );
129 mBand = parameterAsInt( parameters, QStringLiteral(
"BAND" ), context );
130 if ( mBand < 1 || mBand > layer->
bandCount() )
131 throw QgsProcessingException( QObject::tr(
"Invalid band number for BAND (%1): Valid values for input raster are 1 to %2" ).arg( mBand ).arg( layer->
bandCount() ) );
135 mLayerWidth = layer->
width();
136 mLayerHeight = layer->
height();
137 mExtent = layer->
extent();
148 QString creationOptions = parameterAsString( parameters, QStringLiteral(
"CREATION_OPTIONS" ), context ).trimmed();
150 const QString optionsString = parameterAsString( parameters, QStringLiteral(
"CREATE_OPTIONS" ), context );
151 if ( !optionsString.isEmpty() )
152 creationOptions = optionsString;
154 const QString groundOutputFile = parameterAsOutputLayer( parameters, QStringLiteral(
"OUTPUT_GROUND" ), context );
155 std::unique_ptr<QgsRasterFileWriter> groundWriter;
156 std::unique_ptr<QgsRasterDataProvider> groundDestProvider;
158 if ( !groundOutputFile.isEmpty() )
160 const QString outputFormat = parameterAsOutputRasterFormat( parameters, QStringLiteral(
"OUTPUT_GROUND" ), context );
162 groundWriter = std::make_unique<QgsRasterFileWriter>( groundOutputFile );
163 groundWriter->setOutputProviderKey( QStringLiteral(
"gdal" ) );
164 if ( !creationOptions.isEmpty() )
166 groundWriter->setCreationOptions( creationOptions.split(
'|' ) );
168 groundWriter->setOutputFormat( outputFormat );
170 groundDestProvider.reset( groundWriter->createOneBandRaster( mDataType, mLayerWidth, mLayerHeight, mExtent, mCrs ) );
172 if ( !groundDestProvider )
173 throw QgsProcessingException( QObject::tr(
"Could not create raster output: %1" ).arg( groundOutputFile ) );
174 if ( !groundDestProvider->isValid() )
177 groundDestProvider->setNoDataValue( 1, mNoData );
178 groundDestProvider->setEditable(
true );
181 const QString nonGroundOutputFile = parameterAsOutputLayer( parameters, QStringLiteral(
"OUTPUT_NONGROUND" ), context );
182 std::unique_ptr<QgsRasterFileWriter> nonGroundWriter;
183 std::unique_ptr<QgsRasterDataProvider> nonGroundDestProvider;
185 if ( !nonGroundOutputFile.isEmpty() )
187 const QString outputFormat = parameterAsOutputRasterFormat( parameters, QStringLiteral(
"OUTPUT_NONGROUND" ), context );
189 nonGroundWriter = std::make_unique<QgsRasterFileWriter>( nonGroundOutputFile );
190 nonGroundWriter->setOutputProviderKey( QStringLiteral(
"gdal" ) );
191 if ( !creationOptions.isEmpty() )
193 nonGroundWriter->setCreationOptions( creationOptions.split(
'|' ) );
195 nonGroundWriter->setOutputFormat( outputFormat );
197 nonGroundDestProvider.reset( nonGroundWriter->createOneBandRaster( mDataType, mLayerWidth, mLayerHeight, mExtent, mCrs ) );
199 if ( !nonGroundDestProvider )
200 throw QgsProcessingException( QObject::tr(
"Could not create raster output: %1" ).arg( nonGroundOutputFile ) );
201 if ( !nonGroundDestProvider->isValid() )
204 nonGroundDestProvider->setNoDataValue( 1, mNoData );
205 nonGroundDestProvider->setEditable(
true );
210 const int numBlocksX =
static_cast<int>( std::ceil( 1.0 * mLayerWidth / blockWidth ) );
211 const int numBlocksY =
static_cast<int>( std::ceil( 1.0 * mLayerHeight / blockHeight ) );
212 const int numBlocks = numBlocksX * numBlocksY;
214 const int radius = parameterAsInt( parameters, QStringLiteral(
"RADIUS" ), context );
216 const double terrainSlopePercent = parameterAsDouble( parameters, QStringLiteral(
"TERRAIN_SLOPE" ), context ) / 100;
217 const int filterModification = parameterAsEnum( parameters, QStringLiteral(
"FILTER_MODIFICATION" ), context );
218 const double standardDeviation = parameterAsDouble( parameters, QStringLiteral(
"STANDARD_DEVIATION" ), context );
221 QVector<double> kernel;
222 kernel.reserve( ( radius * 2 ) * ( radius * 2 ) );
224 for (
int y = -radius; y <= radius; y++ )
226 for (
int x = -radius; x <= radius; x++ )
228 const double distance = std::sqrt( x * x + y * y );
229 if ( distance < radius )
232 kernel.push_back( x );
233 kernel.push_back( y );
234 switch ( filterModification )
237 kernel.push_back( distance * terrainSlopePercent );
241 kernel.push_back( distance * terrainSlopePercent + 1.65 * std::sqrt( 2 * standardDeviation ) );
246 const double dz = distance * terrainSlopePercent - 1.65 * std::sqrt( 2 * standardDeviation );
247 kernel.push_back( dz > 0 ? dz : 0 );
256 iter.startRasterRead( 1, mLayerWidth, mLayerHeight, mExtent );
268 std::unique_ptr<QgsRasterBlock> inputBlock;
270 while ( iter.readNextRasterPart( 1, iterCols, iterRows, inputBlock, iterLeft, iterTop, &blockExtent, &tileCols, &tileRows, &tileLeft, &tileTop ) )
272 std::unique_ptr<QgsRasterBlock> outputGroundBlock;
273 if ( groundDestProvider )
274 outputGroundBlock = std::make_unique<QgsRasterBlock>( mDataType, tileCols, tileRows );
276 std::unique_ptr<QgsRasterBlock> outputNonGroundBlock;
277 if ( nonGroundDestProvider )
278 outputNonGroundBlock = std::make_unique<QgsRasterBlock>( mDataType, tileCols, tileRows );
280 double baseProgress =
static_cast<double>( blockIndex ) / numBlocks;
286 const int tileBoundaryLeft = tileLeft - iterLeft;
287 const int tileBoundaryTop = tileTop - iterTop;
289 const double rowProgressStep = 1.0 / numBlocks / tileRows;
290 double rowProgress = 0;
291 for (
int row = tileBoundaryTop; row < tileBoundaryTop + tileRows; row++ )
296 feedback->
setProgress( 100.0 * ( baseProgress + rowProgress ) );
297 rowProgress += rowProgressStep;
299 for (
int col = tileBoundaryLeft; col < tileBoundaryLeft + tileCols; col++ )
304 bool isNoData =
false;
305 const double val = inputBlock->valueAndNoData( row, col, isNoData );
308 if ( outputGroundBlock )
309 outputGroundBlock->setValue( row - tileBoundaryTop, col - tileBoundaryLeft, mNoData );
310 if ( outputNonGroundBlock )
311 outputNonGroundBlock->setValue( row - tileBoundaryTop, col - tileBoundaryLeft, mNoData );
315 bool nonGround =
false;
316 const double *kernelData = kernel.constData();
317 for (
int i = 0; i < kernelSize; ++i )
319 const int dx =
static_cast<int>( *kernelData++ );
320 const int dy =
static_cast<int>( *kernelData++ );
321 const double distance = *kernelData++;
322 const int rCol = col + dx;
323 const int rRow = row + dy;
324 if ( rCol >= 0 && ( rCol < ( iterLeft + iterCols ) ) && rRow >= 0 && ( rRow < ( iterTop + iterRows ) ) )
326 bool otherIsNoData =
false;
327 const double otherVal = inputBlock->valueAndNoData( rRow, rCol, otherIsNoData );
328 if ( !otherIsNoData )
330 const double dz = val - otherVal;
331 if ( dz > 0 && dz > distance )
341 if ( outputGroundBlock )
342 outputGroundBlock->setValue( row - tileBoundaryTop, col - tileBoundaryLeft, mNoData );
343 if ( outputNonGroundBlock )
344 outputNonGroundBlock->setValue( row - tileBoundaryTop, col - tileBoundaryLeft, val );
348 if ( outputGroundBlock )
349 outputGroundBlock->setValue( row - tileBoundaryTop, col - tileBoundaryLeft, val );
350 if ( outputNonGroundBlock )
351 outputNonGroundBlock->setValue( row - tileBoundaryTop, col - tileBoundaryLeft, mNoData );
356 if ( groundDestProvider )
358 if ( !groundDestProvider->writeBlock( outputGroundBlock.get(), mBand, tileLeft, tileTop ) )
360 throw QgsProcessingException( QObject::tr(
"Could not write raster block: %1" ).arg( groundDestProvider->error().summary() ) );
363 if ( nonGroundDestProvider )
365 if ( !nonGroundDestProvider->writeBlock( outputNonGroundBlock.get(), mBand, tileLeft, tileTop ) )
367 throw QgsProcessingException( QObject::tr(
"Could not write raster block: %1" ).arg( nonGroundDestProvider->error().summary() ) );
371 if ( groundDestProvider )
372 groundDestProvider->setEditable(
false );
373 if ( nonGroundDestProvider )
374 nonGroundDestProvider->setEditable(
false );
377 outputs.insert( QStringLiteral(
"OUTPUT_GROUND" ), groundOutputFile );
378 outputs.insert( QStringLiteral(
"OUTPUT_NONGROUND" ), nonGroundOutputFile );
@ Hidden
Parameter is hidden and should not be shown to users.
@ Advanced
Parameter is an advanced parameter which should be hidden from users by default.
@ Double
Double/float values.
bool isCanceled() const
Tells whether the operation has been canceled already.
void setProgress(double progress)
Sets the current progress for the feedback object.
virtual QgsRectangle extent() const
Returns the extent of the layer.
QgsCoordinateReferenceSystem crs
Contains information about the context in which a processing algorithm is executed.
Custom exception class for processing related exceptions.
Base class for providing feedback from a processing algorithm.
A raster band parameter for Processing algorithms.
A raster layer parameter for processing algorithms.
QgsRasterDataProvider * clone() const override=0
Clone itself, create deep copy.
virtual bool sourceHasNoDataValue(int bandNo) const
Returns true if source band has no data value.
virtual double sourceNoDataValue(int bandNo) const
Value representing no data value.
Qgis::DataType dataType(int bandNo) const override=0
Returns data type for the band specified by number.
Iterator for sequentially processing raster cells.
static const int DEFAULT_MAXIMUM_TILE_WIDTH
Default maximum tile width.
static const int DEFAULT_MAXIMUM_TILE_HEIGHT
Default maximum tile height.
Represents a raster layer.
int height() const
Returns the height of the (unclipped) raster.
int bandCount() const
Returns the number of bands in this layer.
double rasterUnitsPerPixelX() const
Returns the number of raster units per each raster pixel in X axis.
QgsRasterDataProvider * dataProvider() override
Returns the source data provider.
double rasterUnitsPerPixelY() const
Returns the number of raster units per each raster pixel in Y axis.
int width() const
Returns the width of the (unclipped) raster.
A rectangle specified with double values.