Beispiel #1
0
def cullOffsetsRoipac(offsets, numThreshold=50):
    '''
    cull offsets using fortran program from ROI_PAC
    numThreshold: minmum number of offsets left
    '''
    import os
    from contrib.alos2proc_f.alos2proc_f import fitoff
    from isceobj.Alos2Proc.Alos2ProcPublic import readOffset
    from isceobj.Alos2Proc.Alos2ProcPublic import writeOffset

    offsetFile = 'offset.off'
    cullOffsetFile = 'cull.off'
    writeOffset(offsets, offsetFile)

    #try different parameters to cull offsets
    breakFlag = 0
    for maxrms in [0.08, 0.16, 0.24]:
        for nsig in [1.5, 1.4, 1.3, 1.2, 1.1, 1.0, 0.9]:
            fitoff(offsetFile, cullOffsetFile, nsig, maxrms, numThreshold)

            #check number of matching points left
            with open(cullOffsetFile, 'r') as ff:
                numCullOffsets = sum(1 for linex in ff)
            if numCullOffsets < numThreshold:
                print(
                    'offsets culling with nsig {} maxrms {}:  {} left after culling, too few points'
                    .format(nsig, maxrms, numCullOffsets))
            else:
                print(
                    'offsets culling with nsig {} maxrms {}:  {} left after culling, success'
                    .format(nsig, maxrms, numCullOffsets))
                breakFlag = 1
                break

        if breakFlag == 1:
            break

    if numCullOffsets < numThreshold:
        refinedOffsets = None
    else:
        refinedOffsets = readOffset(cullOffsetFile)

    os.remove(offsetFile)
    os.remove(cullOffsetFile)

    return refinedOffsets
Beispiel #2
0
def runIonSubband(self):
    '''create subband interferograms
    '''
    catalog = isceobj.Catalog.createCatalog(self._insar.procDoc.name)
    self.updateParamemetersFromUser()

    if not self.doIon:
        catalog.printToLog(logger, "runIonSubband")
        self._insar.procDoc.addAllFromCatalog(catalog)
        return

    masterTrack = self._insar.loadTrack(master=True)
    slaveTrack = self._insar.loadTrack(master=False)

    #using 1/3, 1/3, 1/3 band split
    radarWavelength = masterTrack.radarWavelength
    rangeBandwidth = masterTrack.frames[0].swaths[0].rangeBandwidth
    rangeSamplingRate = masterTrack.frames[0].swaths[0].rangeSamplingRate
    radarWavelengthLower = SPEED_OF_LIGHT / (SPEED_OF_LIGHT / radarWavelength -
                                             rangeBandwidth / 3.0)
    radarWavelengthUpper = SPEED_OF_LIGHT / (SPEED_OF_LIGHT / radarWavelength +
                                             rangeBandwidth / 3.0)
    subbandRadarWavelength = [radarWavelengthLower, radarWavelengthUpper]
    subbandBandWidth = [
        rangeBandwidth / 3.0 / rangeSamplingRate,
        rangeBandwidth / 3.0 / rangeSamplingRate
    ]
    subbandFrequencyCenter = [
        -rangeBandwidth / 3.0 / rangeSamplingRate,
        rangeBandwidth / 3.0 / rangeSamplingRate
    ]

    subbandPrefix = ['lower', 'upper']
    '''
    ionDir = {
        ionDir['swathMosaic'] : 'mosaic',
        ionDir['insar'] : 'insar',
        ionDir['ion'] : 'ion',
        ionDir['subband'] : ['lower', 'upper'],
        ionDir['ionCal'] : 'ion_cal'
        }
    '''
    #define upper level directory names
    ionDir = defineIonDir()

    self._insar.subbandRadarWavelength = subbandRadarWavelength

    ############################################################
    # STEP 1. create directories
    ############################################################
    #create and enter 'ion' directory
    #after finishing each step, we are in this directory
    if not os.path.exists(ionDir['ion']):
        os.makedirs(ionDir['ion'])
    os.chdir(ionDir['ion'])

    #create insar processing directories
    for k in range(2):
        subbandDir = ionDir['subband'][k]
        for i, frameNumber in enumerate(self._insar.masterFrames):
            frameDir = 'f{}_{}'.format(i + 1, frameNumber)
            for j, swathNumber in enumerate(
                    range(self._insar.startingSwath,
                          self._insar.endingSwath + 1)):
                swathDir = 's{}'.format(swathNumber)
                fullDir = os.path.join(subbandDir, frameDir, swathDir)
                if not os.path.exists(fullDir):
                    os.makedirs(fullDir)

    #create ionospheric phase directory
    if not os.path.exists(ionDir['ionCal']):
        os.makedirs(ionDir['ionCal'])

    ############################################################
    # STEP 2. create subband interferograms
    ############################################################
    import numpy as np
    import stdproc
    from iscesys.StdOEL.StdOELPy import create_writer
    from isceobj.Alos2Proc.Alos2ProcPublic import readOffset
    from contrib.alos2proc.alos2proc import rg_filter

    for i, frameNumber in enumerate(self._insar.masterFrames):
        frameDir = 'f{}_{}'.format(i + 1, frameNumber)
        for j, swathNumber in enumerate(
                range(self._insar.startingSwath, self._insar.endingSwath + 1)):
            swathDir = 's{}'.format(swathNumber)
            #filter master and slave images
            for slcx in [self._insar.masterSlc, self._insar.slaveSlc]:
                slc = os.path.join('../', frameDir, swathDir, slcx)
                slcLower = os.path.join(ionDir['subband'][0], frameDir,
                                        swathDir, slcx)
                slcUpper = os.path.join(ionDir['subband'][1], frameDir,
                                        swathDir, slcx)
                rg_filter(slc, 2, [slcLower, slcUpper], subbandBandWidth,
                          subbandFrequencyCenter, 257, 2048, 0.1, 0, 0.0)
            #resample
            for k in range(2):
                os.chdir(os.path.join(ionDir['subband'][k], frameDir,
                                      swathDir))
                #recreate xml file to remove the file path
                #can also use fixImageXml.py?
                for x in [self._insar.masterSlc, self._insar.slaveSlc]:
                    img = isceobj.createSlcImage()
                    img.load(x + '.xml')
                    img.setFilename(x)
                    img.extraFilename = x + '.vrt'
                    img.setAccessMode('READ')
                    img.renderHdr()

                #############################################
                #1. form interferogram
                #############################################
                masterSwath = masterTrack.frames[i].swaths[j]
                slaveSwath = slaveTrack.frames[i].swaths[j]

                refinedOffsets = readOffset(
                    os.path.join('../../../../', frameDir, swathDir,
                                 'cull.off'))
                intWidth = int(masterSwath.numberOfSamples /
                               self._insar.numberRangeLooks1)
                intLength = int(masterSwath.numberOfLines /
                                self._insar.numberAzimuthLooks1)
                dopplerVsPixel = [
                    i / slaveSwath.prf for i in slaveSwath.dopplerVsPixel
                ]

                #master slc
                mSLC = isceobj.createSlcImage()
                mSLC.load(self._insar.masterSlc + '.xml')
                mSLC.setAccessMode('read')
                mSLC.createImage()

                #slave slc
                sSLC = isceobj.createSlcImage()
                sSLC.load(self._insar.slaveSlc + '.xml')
                sSLC.setAccessMode('read')
                sSLC.createImage()

                #interferogram
                interf = isceobj.createIntImage()
                interf.setFilename(self._insar.interferogram)
                interf.setWidth(intWidth)
                interf.setAccessMode('write')
                interf.createImage()

                #amplitdue
                amplitude = isceobj.createAmpImage()
                amplitude.setFilename(self._insar.amplitude)
                amplitude.setWidth(intWidth)
                amplitude.setAccessMode('write')
                amplitude.createImage()

                #create a writer for resamp
                stdWriter = create_writer("log",
                                          "",
                                          True,
                                          filename="resamp.log")
                stdWriter.setFileTag("resamp", "log")
                stdWriter.setFileTag("resamp", "err")
                stdWriter.setFileTag("resamp", "out")

                #set up resampling program now
                #The setting has been compared with resamp_roi's setting in ROI_pac item by item.
                #The two kinds of setting are exactly the same. The number of setting items are
                #exactly the same
                objResamp = stdproc.createResamp()
                objResamp.wireInputPort(name='offsets', object=refinedOffsets)
                objResamp.stdWriter = stdWriter
                objResamp.setNumberFitCoefficients(6)
                objResamp.setNumberRangeBin1(masterSwath.numberOfSamples)
                objResamp.setNumberRangeBin2(slaveSwath.numberOfSamples)
                objResamp.setStartLine(1)
                objResamp.setNumberLines(masterSwath.numberOfLines)
                objResamp.setFirstLineOffset(1)
                objResamp.setDopplerCentroidCoefficients(dopplerVsPixel)
                objResamp.setRadarWavelength(subbandRadarWavelength[k])
                objResamp.setSlantRangePixelSpacing(slaveSwath.rangePixelSize)
                objResamp.setNumberRangeLooks(self._insar.numberRangeLooks1)
                objResamp.setNumberAzimuthLooks(
                    self._insar.numberAzimuthLooks1)
                objResamp.setFlattenWithOffsetFitFlag(0)
                objResamp.resamp(mSLC, sSLC, interf, amplitude)

                #finialize images
                mSLC.finalizeImage()
                sSLC.finalizeImage()
                interf.finalizeImage()
                amplitude.finalizeImage()
                stdWriter.finalize()

                #############################################
                #2. trim amplitude
                #############################################
                #using memmap instead, which should be faster, since we only have a few pixels to change
                amp = np.memmap(self._insar.amplitude,
                                dtype='complex64',
                                mode='r+',
                                shape=(intLength, intWidth))
                index = np.nonzero((np.real(amp) == 0) + (np.imag(amp) == 0))
                amp[index] = 0

                #Deletion flushes memory changes to disk before removing the object:
                del amp

                #############################################
                #3. delete subband slcs
                #############################################
                os.remove(self._insar.masterSlc)
                os.remove(self._insar.masterSlc + '.vrt')
                os.remove(self._insar.masterSlc + '.xml')
                os.remove(self._insar.slaveSlc)
                os.remove(self._insar.slaveSlc + '.vrt')
                os.remove(self._insar.slaveSlc + '.xml')

                os.chdir('../../../')

    ############################################################
    # STEP 3. mosaic swaths
    ############################################################
    from isceobj.Alos2Proc.runSwathMosaic import swathMosaic
    from isceobj.Alos2Proc.Alos2ProcPublic import create_xml

    for k in range(2):
        os.chdir(ionDir['subband'][k])
        for i, frameNumber in enumerate(self._insar.masterFrames):
            frameDir = 'f{}_{}'.format(i + 1, frameNumber)
            os.chdir(frameDir)

            mosaicDir = ionDir['swathMosaic']
            if not os.path.exists(mosaicDir):
                os.makedirs(mosaicDir)
            os.chdir(mosaicDir)

            if not (
                   ((self._insar.modeCombination == 21) or \
                    (self._insar.modeCombination == 22) or \
                    (self._insar.modeCombination == 31) or \
                    (self._insar.modeCombination == 32))
                   and
                   (self._insar.endingSwath-self._insar.startingSwath+1 > 1)
                   ):
                import shutil
                swathDir = 's{}'.format(
                    masterTrack.frames[i].swaths[0].swathNumber)

                # if not os.path.isfile(self._insar.interferogram):
                #     os.symlink(os.path.join('../', swathDir, self._insar.interferogram), self._insar.interferogram)
                # shutil.copy2(os.path.join('../', swathDir, self._insar.interferogram+'.vrt'), self._insar.interferogram+'.vrt')
                # shutil.copy2(os.path.join('../', swathDir, self._insar.interferogram+'.xml'), self._insar.interferogram+'.xml')
                # if not os.path.isfile(self._insar.amplitude):
                #     os.symlink(os.path.join('../', swathDir, self._insar.amplitude), self._insar.amplitude)
                # shutil.copy2(os.path.join('../', swathDir, self._insar.amplitude+'.vrt'), self._insar.amplitude+'.vrt')
                # shutil.copy2(os.path.join('../', swathDir, self._insar.amplitude+'.xml'), self._insar.amplitude+'.xml')

                os.rename(
                    os.path.join('../', swathDir, self._insar.interferogram),
                    self._insar.interferogram)
                os.rename(
                    os.path.join('../', swathDir,
                                 self._insar.interferogram + '.vrt'),
                    self._insar.interferogram + '.vrt')
                os.rename(
                    os.path.join('../', swathDir,
                                 self._insar.interferogram + '.xml'),
                    self._insar.interferogram + '.xml')
                os.rename(os.path.join('../', swathDir, self._insar.amplitude),
                          self._insar.amplitude)
                os.rename(
                    os.path.join('../', swathDir,
                                 self._insar.amplitude + '.vrt'),
                    self._insar.amplitude + '.vrt')
                os.rename(
                    os.path.join('../', swathDir,
                                 self._insar.amplitude + '.xml'),
                    self._insar.amplitude + '.xml')

                #no need to update frame parameters here
                os.chdir('../')
                #no need to save parameter file here
                os.chdir('../')

                continue

            #choose offsets
            numberOfFrames = len(masterTrack.frames)
            numberOfSwaths = len(masterTrack.frames[i].swaths)
            if self.swathOffsetMatching:
                #no need to do this as the API support 2-d list
                #rangeOffsets = (np.array(self._insar.swathRangeOffsetMatchingMaster)).reshape(numberOfFrames, numberOfSwaths)
                #azimuthOffsets = (np.array(self._insar.swathAzimuthOffsetMatchingMaster)).reshape(numberOfFrames, numberOfSwaths)
                rangeOffsets = self._insar.swathRangeOffsetMatchingMaster
                azimuthOffsets = self._insar.swathAzimuthOffsetMatchingMaster

            else:
                #rangeOffsets = (np.array(self._insar.swathRangeOffsetGeometricalMaster)).reshape(numberOfFrames, numberOfSwaths)
                #azimuthOffsets = (np.array(self._insar.swathAzimuthOffsetGeometricalMaster)).reshape(numberOfFrames, numberOfSwaths)
                rangeOffsets = self._insar.swathRangeOffsetGeometricalMaster
                azimuthOffsets = self._insar.swathAzimuthOffsetGeometricalMaster

            rangeOffsets = rangeOffsets[i]
            azimuthOffsets = azimuthOffsets[i]

            #list of input files
            inputInterferograms = []
            inputAmplitudes = []
            for j, swathNumber in enumerate(
                    range(self._insar.startingSwath,
                          self._insar.endingSwath + 1)):
                swathDir = 's{}'.format(swathNumber)
                inputInterferograms.append(
                    os.path.join('../', swathDir, self._insar.interferogram))
                inputAmplitudes.append(
                    os.path.join('../', swathDir, self._insar.amplitude))

            #note that frame parameters are updated after mosaicking, here no need to update parameters
            #mosaic amplitudes
            swathMosaic(masterTrack.frames[i],
                        inputAmplitudes,
                        self._insar.amplitude,
                        rangeOffsets,
                        azimuthOffsets,
                        self._insar.numberRangeLooks1,
                        self._insar.numberAzimuthLooks1,
                        resamplingMethod=0)
            #mosaic interferograms
            swathMosaic(masterTrack.frames[i],
                        inputInterferograms,
                        self._insar.interferogram,
                        rangeOffsets,
                        azimuthOffsets,
                        self._insar.numberRangeLooks1,
                        self._insar.numberAzimuthLooks1,
                        updateFrame=False,
                        phaseCompensation=True,
                        resamplingMethod=1)

            create_xml(self._insar.amplitude,
                       masterTrack.frames[i].numberOfSamples,
                       masterTrack.frames[i].numberOfLines, 'amp')
            create_xml(self._insar.interferogram,
                       masterTrack.frames[i].numberOfSamples,
                       masterTrack.frames[i].numberOfLines, 'int')

            #update slave frame parameters here, here no need to update parameters
            os.chdir('../')
            #save parameter file, here no need to save parameter file
            os.chdir('../')
        os.chdir('../')

    ############################################################
    # STEP 4. mosaic frames
    ############################################################
    from isceobj.Alos2Proc.runFrameMosaic import frameMosaic
    from isceobj.Alos2Proc.Alos2ProcPublic import create_xml

    for k in range(2):
        os.chdir(ionDir['subband'][k])

        mosaicDir = ionDir['insar']
        if not os.path.exists(mosaicDir):
            os.makedirs(mosaicDir)
        os.chdir(mosaicDir)

        numberOfFrames = len(masterTrack.frames)
        if numberOfFrames == 1:
            import shutil
            frameDir = os.path.join('f1_{}/mosaic'.format(
                self._insar.masterFrames[0]))
            # if not os.path.isfile(self._insar.interferogram):
            #     os.symlink(os.path.join('../', frameDir, self._insar.interferogram), self._insar.interferogram)
            # #shutil.copy2() can overwrite
            # shutil.copy2(os.path.join('../', frameDir, self._insar.interferogram+'.vrt'), self._insar.interferogram+'.vrt')
            # shutil.copy2(os.path.join('../', frameDir, self._insar.interferogram+'.xml'), self._insar.interferogram+'.xml')
            # if not os.path.isfile(self._insar.amplitude):
            #     os.symlink(os.path.join('../', frameDir, self._insar.amplitude), self._insar.amplitude)
            # shutil.copy2(os.path.join('../', frameDir, self._insar.amplitude+'.vrt'), self._insar.amplitude+'.vrt')
            # shutil.copy2(os.path.join('../', frameDir, self._insar.amplitude+'.xml'), self._insar.amplitude+'.xml')

            os.rename(os.path.join('../', frameDir, self._insar.interferogram),
                      self._insar.interferogram)
            os.rename(
                os.path.join('../', frameDir,
                             self._insar.interferogram + '.vrt'),
                self._insar.interferogram + '.vrt')
            os.rename(
                os.path.join('../', frameDir,
                             self._insar.interferogram + '.xml'),
                self._insar.interferogram + '.xml')
            os.rename(os.path.join('../', frameDir, self._insar.amplitude),
                      self._insar.amplitude)
            os.rename(
                os.path.join('../', frameDir, self._insar.amplitude + '.vrt'),
                self._insar.amplitude + '.vrt')
            os.rename(
                os.path.join('../', frameDir, self._insar.amplitude + '.xml'),
                self._insar.amplitude + '.xml')

            #update track parameters, no need to update track parameters here

        else:
            #choose offsets
            if self.frameOffsetMatching:
                rangeOffsets = self._insar.frameRangeOffsetMatchingMaster
                azimuthOffsets = self._insar.frameAzimuthOffsetMatchingMaster
            else:
                rangeOffsets = self._insar.frameRangeOffsetGeometricalMaster
                azimuthOffsets = self._insar.frameAzimuthOffsetGeometricalMaster

            #list of input files
            inputInterferograms = []
            inputAmplitudes = []
            for i, frameNumber in enumerate(self._insar.masterFrames):
                frameDir = 'f{}_{}'.format(i + 1, frameNumber)
                inputInterferograms.append(
                    os.path.join('../', frameDir, 'mosaic',
                                 self._insar.interferogram))
                inputAmplitudes.append(
                    os.path.join('../', frameDir, 'mosaic',
                                 self._insar.amplitude))

            #note that track parameters are updated after mosaicking
            #mosaic amplitudes
            frameMosaic(masterTrack,
                        inputAmplitudes,
                        self._insar.amplitude,
                        rangeOffsets,
                        azimuthOffsets,
                        self._insar.numberRangeLooks1,
                        self._insar.numberAzimuthLooks1,
                        updateTrack=False,
                        phaseCompensation=False,
                        resamplingMethod=0)
            #mosaic interferograms
            frameMosaic(masterTrack,
                        inputInterferograms,
                        self._insar.interferogram,
                        rangeOffsets,
                        azimuthOffsets,
                        self._insar.numberRangeLooks1,
                        self._insar.numberAzimuthLooks1,
                        updateTrack=False,
                        phaseCompensation=True,
                        resamplingMethod=1)

            create_xml(self._insar.amplitude, masterTrack.numberOfSamples,
                       masterTrack.numberOfLines, 'amp')
            create_xml(self._insar.interferogram, masterTrack.numberOfSamples,
                       masterTrack.numberOfLines, 'int')

            #update slave parameters here, no need to update slave parameters here

        os.chdir('../')
        #save parameter file, no need to save parameter file here
        os.chdir('../')

    ############################################################
    # STEP 5. clear frame processing files
    ############################################################
    import shutil
    from isceobj.Alos2Proc.Alos2ProcPublic import runCmd

    for k in range(2):
        os.chdir(ionDir['subband'][k])
        for i, frameNumber in enumerate(self._insar.masterFrames):
            frameDir = 'f{}_{}'.format(i + 1, frameNumber)
            shutil.rmtree(frameDir)
            #cmd = 'rm -rf {}'.format(frameDir)
            #runCmd(cmd)
        os.chdir('../')

    ############################################################
    # STEP 6. create differential interferograms
    ############################################################
    import numpy as np
    from isceobj.Alos2Proc.Alos2ProcPublic import runCmd

    for k in range(2):
        os.chdir(ionDir['subband'][k])

        insarDir = ionDir['insar']
        if not os.path.exists(insarDir):
            os.makedirs(insarDir)
        os.chdir(insarDir)

        rangePixelSize = self._insar.numberRangeLooks1 * masterTrack.rangePixelSize
        radarWavelength = subbandRadarWavelength[k]
        rectRangeOffset = os.path.join('../../../', insarDir,
                                       self._insar.rectRangeOffset)

        cmd = "imageMath.py -e='a*exp(-1.0*J*b*4.0*{}*{}/{}) * (b!=0)' --a={} --b={} -o {} -t cfloat".format(
            np.pi, rangePixelSize, radarWavelength, self._insar.interferogram,
            rectRangeOffset, self._insar.differentialInterferogram)
        runCmd(cmd)

        os.chdir('../../')

    os.chdir('../')
    catalog.printToLog(logger, "runIonSubband")
    self._insar.procDoc.addAllFromCatalog(catalog)
                            rangePoly._meanAzimuth))
                        print('rangePoly._normAzimuth: {}'.format(
                            rangePoly._normAzimuth))
                        print('azimuthPoly._meanRange: {}'.format(
                            azimuthPoly._meanRange))
                        print('azimuthPoly._normRange: {}'.format(
                            azimuthPoly._normRange))
                        print('azimuthPoly._meanAzimuth: {}'.format(
                            azimuthPoly._meanAzimuth))
                        print('azimuthPoly._normAzimuth: {}'.format(
                            azimuthPoly._normAzimuth))
                        print()

                else:
                    offsets = readOffset(
                        os.path.join(dateDirs[idate], frameDir, swathDir,
                                     'cull.off'))
                    #                                                   x1                      x2                 x3
                    #                                                   y1                      y2                 y3
                    #create new offset field to save offsets: swathReferenceResampled --> swathReference --> swathSecondary
                    offsetsUpdated = OffsetField()

                    for offset in offsets:
                        offsetUpdate = Offset()

                        x1 = offset.x * swathReference.rangePixelSize / swathReferenceResampled.rangePixelSize + \
                             (swathReference.startingRange - swathReferenceResampled.startingRange) / swathReferenceResampled.rangePixelSize
                        y1 = offset.y * swathReference.azimuthLineInterval / swathReferenceResampled.azimuthLineInterval + \
                             (swathReference.sensingStart - swathReferenceResampled.sensingStart).total_seconds() / swathReferenceResampled.azimuthLineInterval

                        x3 = offset.x + offset.dx
Beispiel #4
0
def runFormInterferogram(self):
    '''form interferograms.
    '''
    if hasattr(self, 'doInSAR'):
        if not self.doInSAR:
            return

    catalog = isceobj.Catalog.createCatalog(self._insar.procDoc.name)
    self.updateParamemetersFromUser()

    referenceTrack = self._insar.loadTrack(reference=True)
    secondaryTrack = self._insar.loadTrack(reference=False)

    for i, frameNumber in enumerate(self._insar.referenceFrames):
        frameDir = 'f{}_{}'.format(i + 1, frameNumber)
        os.chdir(frameDir)
        for j, swathNumber in enumerate(
                range(self._insar.startingSwath, self._insar.endingSwath + 1)):
            swathDir = 's{}'.format(swathNumber)
            os.chdir(swathDir)

            print('forming interferogram frame {}, swath {}'.format(
                frameNumber, swathNumber))

            referenceSwath = referenceTrack.frames[i].swaths[j]
            secondarySwath = secondaryTrack.frames[i].swaths[j]

            #############################################
            #1. form interferogram
            #############################################
            refinedOffsets = readOffset('cull.off')
            intWidth = int(referenceSwath.numberOfSamples /
                           self._insar.numberRangeLooks1)
            intLength = int(referenceSwath.numberOfLines /
                            self._insar.numberAzimuthLooks1)
            dopplerVsPixel = [
                i / secondarySwath.prf for i in secondarySwath.dopplerVsPixel
            ]

            #reference slc
            mSLC = isceobj.createSlcImage()
            mSLC.load(self._insar.referenceSlc + '.xml')
            mSLC.setAccessMode('read')
            mSLC.createImage()

            #secondary slc
            sSLC = isceobj.createSlcImage()
            sSLC.load(self._insar.secondarySlc + '.xml')
            sSLC.setAccessMode('read')
            sSLC.createImage()

            #interferogram
            interf = isceobj.createIntImage()
            interf.setFilename(self._insar.interferogram)
            interf.setWidth(intWidth)
            interf.setAccessMode('write')
            interf.createImage()

            #amplitdue
            amplitude = isceobj.createAmpImage()
            amplitude.setFilename(self._insar.amplitude)
            amplitude.setWidth(intWidth)
            amplitude.setAccessMode('write')
            amplitude.createImage()

            #create a writer for resamp
            stdWriter = create_writer("log", "", True, filename="resamp.log")
            stdWriter.setFileTag("resamp", "log")
            stdWriter.setFileTag("resamp", "err")
            stdWriter.setFileTag("resamp", "out")

            #set up resampling program now
            #The setting has been compared with resamp_roi's setting in ROI_pac item by item.
            #The two kinds of setting are exactly the same. The number of setting items are
            #exactly the same
            objResamp = stdproc.createResamp()
            objResamp.wireInputPort(name='offsets', object=refinedOffsets)
            objResamp.stdWriter = stdWriter
            objResamp.setNumberFitCoefficients(6)
            objResamp.setNumberRangeBin1(referenceSwath.numberOfSamples)
            objResamp.setNumberRangeBin2(secondarySwath.numberOfSamples)
            objResamp.setStartLine(1)
            objResamp.setNumberLines(referenceSwath.numberOfLines)
            objResamp.setFirstLineOffset(1)
            objResamp.setDopplerCentroidCoefficients(dopplerVsPixel)
            objResamp.setRadarWavelength(secondaryTrack.radarWavelength)
            objResamp.setSlantRangePixelSpacing(secondarySwath.rangePixelSize)
            objResamp.setNumberRangeLooks(self._insar.numberRangeLooks1)
            objResamp.setNumberAzimuthLooks(self._insar.numberAzimuthLooks1)
            objResamp.setFlattenWithOffsetFitFlag(0)
            objResamp.resamp(mSLC, sSLC, interf, amplitude)

            #finialize images
            mSLC.finalizeImage()
            sSLC.finalizeImage()
            interf.finalizeImage()
            amplitude.finalizeImage()
            stdWriter.finalize()

            #############################################
            #2. trim amplitude
            #############################################
            # tmpAmplitude = 'tmp.amp'
            # cmd = "imageMath.py -e='a_0*(a_1>0);a_1*(a_0>0)' --a={} -o={} -s BIP -t float".format(
            #     self._insar.amplitude,
            #     tmpAmplitude
            #     )
            # runCmd(cmd)
            # os.remove(self._insar.amplitude)
            # os.remove(tmpAmplitude+'.xml')
            # os.remove(tmpAmplitude+'.vrt')
            # os.rename(tmpAmplitude, self._insar.amplitude)

            #using memmap instead, which should be faster, since we only have a few pixels to change
            amp = np.memmap(self._insar.amplitude,
                            dtype='complex64',
                            mode='r+',
                            shape=(intLength, intWidth))
            index = np.nonzero((np.real(amp) == 0) + (np.imag(amp) == 0))
            amp[index] = 0
            del amp

            os.chdir('../')
        os.chdir('../')

    catalog.printToLog(logger, "runFormInterferogram")
    self._insar.procDoc.addAllFromCatalog(catalog)
Beispiel #5
0
def runIonSubband(self):
    '''create subband interferograms
    '''
    if hasattr(self, 'doInSAR'):
        if not self.doInSAR:
            return

    catalog = isceobj.Catalog.createCatalog(self._insar.procDoc.name)
    self.updateParamemetersFromUser()

    if not self.doIon:
        catalog.printToLog(logger, "runIonSubband")
        self._insar.procDoc.addAllFromCatalog(catalog)
        return

    referenceTrack = self._insar.loadTrack(reference=True)
    secondaryTrack = self._insar.loadTrack(reference=False)

    #using 1/3, 1/3, 1/3 band split
    radarWavelength = referenceTrack.radarWavelength
    rangeBandwidth = referenceTrack.frames[0].swaths[0].rangeBandwidth
    rangeSamplingRate = referenceTrack.frames[0].swaths[0].rangeSamplingRate
    radarWavelengthLower = SPEED_OF_LIGHT / (SPEED_OF_LIGHT / radarWavelength -
                                             rangeBandwidth / 3.0)
    radarWavelengthUpper = SPEED_OF_LIGHT / (SPEED_OF_LIGHT / radarWavelength +
                                             rangeBandwidth / 3.0)
    subbandRadarWavelength = [radarWavelengthLower, radarWavelengthUpper]
    subbandBandWidth = [
        rangeBandwidth / 3.0 / rangeSamplingRate,
        rangeBandwidth / 3.0 / rangeSamplingRate
    ]
    subbandFrequencyCenter = [
        -rangeBandwidth / 3.0 / rangeSamplingRate,
        rangeBandwidth / 3.0 / rangeSamplingRate
    ]

    subbandPrefix = ['lower', 'upper']
    '''
    ionDir = {
        ionDir['swathMosaic'] : 'mosaic',
        ionDir['insar'] : 'insar',
        ionDir['ion'] : 'ion',
        ionDir['subband'] : ['lower', 'upper'],
        ionDir['ionCal'] : 'ion_cal'
        }
    '''
    #define upper level directory names
    ionDir = defineIonDir()

    self._insar.subbandRadarWavelength = subbandRadarWavelength

    ############################################################
    # STEP 1. create directories
    ############################################################
    #create and enter 'ion' directory
    #after finishing each step, we are in this directory
    os.makedirs(ionDir['ion'], exist_ok=True)
    os.chdir(ionDir['ion'])

    #create insar processing directories
    for k in range(2):
        subbandDir = ionDir['subband'][k]
        for i, frameNumber in enumerate(self._insar.referenceFrames):
            frameDir = 'f{}_{}'.format(i + 1, frameNumber)
            for j, swathNumber in enumerate(
                    range(self._insar.startingSwath,
                          self._insar.endingSwath + 1)):
                swathDir = 's{}'.format(swathNumber)
                fullDir = os.path.join(subbandDir, frameDir, swathDir)
                os.makedirs(fullDir, exist_ok=True)

    #create ionospheric phase directory
    os.makedirs(ionDir['ionCal'], exist_ok=True)

    ############################################################
    # STEP 2. create subband interferograms
    ############################################################
    import numpy as np
    import stdproc
    from iscesys.StdOEL.StdOELPy import create_writer
    from isceobj.Alos2Proc.Alos2ProcPublic import readOffset
    from contrib.alos2proc.alos2proc import rg_filter

    for i, frameNumber in enumerate(self._insar.referenceFrames):
        frameDir = 'f{}_{}'.format(i + 1, frameNumber)
        for j, swathNumber in enumerate(
                range(self._insar.startingSwath, self._insar.endingSwath + 1)):
            swathDir = 's{}'.format(swathNumber)

            #skip this time consuming process, if interferogram already exists
            if os.path.isfile(os.path.join(ionDir['subband'][0], frameDir, swathDir, self._insar.interferogram)) and \
               os.path.isfile(os.path.join(ionDir['subband'][0], frameDir, swathDir, self._insar.interferogram+'.vrt')) and \
               os.path.isfile(os.path.join(ionDir['subband'][0], frameDir, swathDir, self._insar.interferogram+'.xml')) and \
               os.path.isfile(os.path.join(ionDir['subband'][0], frameDir, swathDir, self._insar.amplitude)) and \
               os.path.isfile(os.path.join(ionDir['subband'][0], frameDir, swathDir, self._insar.amplitude+'.vrt')) and \
               os.path.isfile(os.path.join(ionDir['subband'][0], frameDir, swathDir, self._insar.amplitude+'.xml')) and \
               os.path.isfile(os.path.join(ionDir['subband'][1], frameDir, swathDir, self._insar.interferogram)) and \
               os.path.isfile(os.path.join(ionDir['subband'][1], frameDir, swathDir, self._insar.interferogram+'.vrt')) and \
               os.path.isfile(os.path.join(ionDir['subband'][1], frameDir, swathDir, self._insar.interferogram+'.xml')) and \
               os.path.isfile(os.path.join(ionDir['subband'][1], frameDir, swathDir, self._insar.amplitude)) and \
               os.path.isfile(os.path.join(ionDir['subband'][1], frameDir, swathDir, self._insar.amplitude+'.vrt')) and \
               os.path.isfile(os.path.join(ionDir['subband'][1], frameDir, swathDir, self._insar.amplitude+'.xml')):
                print('interferogram already exists at swath {}, frame {}'.
                      format(swathNumber, frameNumber))
                continue

            #filter reference and secondary images
            for slcx in [self._insar.referenceSlc, self._insar.secondarySlc]:
                slc = os.path.join('../', frameDir, swathDir, slcx)
                slcLower = os.path.join(ionDir['subband'][0], frameDir,
                                        swathDir, slcx)
                slcUpper = os.path.join(ionDir['subband'][1], frameDir,
                                        swathDir, slcx)
                rg_filter(slc, 2, [slcLower, slcUpper], subbandBandWidth,
                          subbandFrequencyCenter, 257, 2048, 0.1, 0, 0.0)
            #resample
            for k in range(2):
                os.chdir(os.path.join(ionDir['subband'][k], frameDir,
                                      swathDir))
                #recreate xml file to remove the file path
                #can also use fixImageXml.py?
                for x in [self._insar.referenceSlc, self._insar.secondarySlc]:
                    img = isceobj.createSlcImage()
                    img.load(x + '.xml')
                    img.setFilename(x)
                    img.extraFilename = x + '.vrt'
                    img.setAccessMode('READ')
                    img.renderHdr()

                #############################################
                #1. form interferogram
                #############################################
                referenceSwath = referenceTrack.frames[i].swaths[j]
                secondarySwath = secondaryTrack.frames[i].swaths[j]

                refinedOffsets = readOffset(
                    os.path.join('../../../../', frameDir, swathDir,
                                 'cull.off'))
                intWidth = int(referenceSwath.numberOfSamples /
                               self._insar.numberRangeLooks1)
                intLength = int(referenceSwath.numberOfLines /
                                self._insar.numberAzimuthLooks1)
                dopplerVsPixel = [
                    i / secondarySwath.prf
                    for i in secondarySwath.dopplerVsPixel
                ]

                #reference slc
                mSLC = isceobj.createSlcImage()
                mSLC.load(self._insar.referenceSlc + '.xml')
                mSLC.setAccessMode('read')
                mSLC.createImage()

                #secondary slc
                sSLC = isceobj.createSlcImage()
                sSLC.load(self._insar.secondarySlc + '.xml')
                sSLC.setAccessMode('read')
                sSLC.createImage()

                #interferogram
                interf = isceobj.createIntImage()
                interf.setFilename(self._insar.interferogram)
                interf.setWidth(intWidth)
                interf.setAccessMode('write')
                interf.createImage()

                #amplitdue
                amplitude = isceobj.createAmpImage()
                amplitude.setFilename(self._insar.amplitude)
                amplitude.setWidth(intWidth)
                amplitude.setAccessMode('write')
                amplitude.createImage()

                #create a writer for resamp
                stdWriter = create_writer("log",
                                          "",
                                          True,
                                          filename="resamp.log")
                stdWriter.setFileTag("resamp", "log")
                stdWriter.setFileTag("resamp", "err")
                stdWriter.setFileTag("resamp", "out")

                #set up resampling program now
                #The setting has been compared with resamp_roi's setting in ROI_pac item by item.
                #The two kinds of setting are exactly the same. The number of setting items are
                #exactly the same
                objResamp = stdproc.createResamp()
                objResamp.wireInputPort(name='offsets', object=refinedOffsets)
                objResamp.stdWriter = stdWriter
                objResamp.setNumberFitCoefficients(6)
                objResamp.setNumberRangeBin1(referenceSwath.numberOfSamples)
                objResamp.setNumberRangeBin2(secondarySwath.numberOfSamples)
                objResamp.setStartLine(1)
                objResamp.setNumberLines(referenceSwath.numberOfLines)
                objResamp.setFirstLineOffset(1)
                objResamp.setDopplerCentroidCoefficients(dopplerVsPixel)
                objResamp.setRadarWavelength(subbandRadarWavelength[k])
                objResamp.setSlantRangePixelSpacing(
                    secondarySwath.rangePixelSize)
                objResamp.setNumberRangeLooks(self._insar.numberRangeLooks1)
                objResamp.setNumberAzimuthLooks(
                    self._insar.numberAzimuthLooks1)
                objResamp.setFlattenWithOffsetFitFlag(0)
                objResamp.resamp(mSLC, sSLC, interf, amplitude)

                #finialize images
                mSLC.finalizeImage()
                sSLC.finalizeImage()
                interf.finalizeImage()
                amplitude.finalizeImage()
                stdWriter.finalize()

                #############################################
                #2. trim amplitude
                #############################################
                #using memmap instead, which should be faster, since we only have a few pixels to change
                amp = np.memmap(self._insar.amplitude,
                                dtype='complex64',
                                mode='r+',
                                shape=(intLength, intWidth))
                index = np.nonzero((np.real(amp) == 0) + (np.imag(amp) == 0))
                amp[index] = 0

                #Deletion flushes memory changes to disk before removing the object:
                del amp

                #############################################
                #3. delete subband slcs
                #############################################
                os.remove(self._insar.referenceSlc)
                os.remove(self._insar.referenceSlc + '.vrt')
                os.remove(self._insar.referenceSlc + '.xml')
                os.remove(self._insar.secondarySlc)
                os.remove(self._insar.secondarySlc + '.vrt')
                os.remove(self._insar.secondarySlc + '.xml')

                os.chdir('../../../')

    ############################################################
    # STEP 3. mosaic swaths
    ############################################################
    from isceobj.Alos2Proc.runSwathMosaic import swathMosaic
    from isceobj.Alos2Proc.Alos2ProcPublic import create_xml

    for k in range(2):
        os.chdir(ionDir['subband'][k])
        for i, frameNumber in enumerate(self._insar.referenceFrames):
            frameDir = 'f{}_{}'.format(i + 1, frameNumber)
            os.chdir(frameDir)

            mosaicDir = ionDir['swathMosaic']
            os.makedirs(mosaicDir, exist_ok=True)
            os.chdir(mosaicDir)

            if not (
                   ((self._insar.modeCombination == 21) or \
                    (self._insar.modeCombination == 22) or \
                    (self._insar.modeCombination == 31) or \
                    (self._insar.modeCombination == 32))
                   and
                   (self._insar.endingSwath-self._insar.startingSwath+1 > 1)
                   ):
                import shutil
                swathDir = 's{}'.format(
                    referenceTrack.frames[i].swaths[0].swathNumber)

                # if not os.path.isfile(self._insar.interferogram):
                #     os.symlink(os.path.join('../', swathDir, self._insar.interferogram), self._insar.interferogram)
                # shutil.copy2(os.path.join('../', swathDir, self._insar.interferogram+'.vrt'), self._insar.interferogram+'.vrt')
                # shutil.copy2(os.path.join('../', swathDir, self._insar.interferogram+'.xml'), self._insar.interferogram+'.xml')
                # if not os.path.isfile(self._insar.amplitude):
                #     os.symlink(os.path.join('../', swathDir, self._insar.amplitude), self._insar.amplitude)
                # shutil.copy2(os.path.join('../', swathDir, self._insar.amplitude+'.vrt'), self._insar.amplitude+'.vrt')
                # shutil.copy2(os.path.join('../', swathDir, self._insar.amplitude+'.xml'), self._insar.amplitude+'.xml')

                os.rename(
                    os.path.join('../', swathDir, self._insar.interferogram),
                    self._insar.interferogram)
                os.rename(
                    os.path.join('../', swathDir,
                                 self._insar.interferogram + '.vrt'),
                    self._insar.interferogram + '.vrt')
                os.rename(
                    os.path.join('../', swathDir,
                                 self._insar.interferogram + '.xml'),
                    self._insar.interferogram + '.xml')
                os.rename(os.path.join('../', swathDir, self._insar.amplitude),
                          self._insar.amplitude)
                os.rename(
                    os.path.join('../', swathDir,
                                 self._insar.amplitude + '.vrt'),
                    self._insar.amplitude + '.vrt')
                os.rename(
                    os.path.join('../', swathDir,
                                 self._insar.amplitude + '.xml'),
                    self._insar.amplitude + '.xml')

                #no need to update frame parameters here
                os.chdir('../')
                #no need to save parameter file here
                os.chdir('../')

                continue

            #choose offsets
            numberOfFrames = len(referenceTrack.frames)
            numberOfSwaths = len(referenceTrack.frames[i].swaths)
            if self.swathOffsetMatching:
                #no need to do this as the API support 2-d list
                #rangeOffsets = (np.array(self._insar.swathRangeOffsetMatchingReference)).reshape(numberOfFrames, numberOfSwaths)
                #azimuthOffsets = (np.array(self._insar.swathAzimuthOffsetMatchingReference)).reshape(numberOfFrames, numberOfSwaths)
                rangeOffsets = self._insar.swathRangeOffsetMatchingReference
                azimuthOffsets = self._insar.swathAzimuthOffsetMatchingReference

            else:
                #rangeOffsets = (np.array(self._insar.swathRangeOffsetGeometricalReference)).reshape(numberOfFrames, numberOfSwaths)
                #azimuthOffsets = (np.array(self._insar.swathAzimuthOffsetGeometricalReference)).reshape(numberOfFrames, numberOfSwaths)
                rangeOffsets = self._insar.swathRangeOffsetGeometricalReference
                azimuthOffsets = self._insar.swathAzimuthOffsetGeometricalReference

            rangeOffsets = rangeOffsets[i]
            azimuthOffsets = azimuthOffsets[i]

            #list of input files
            inputInterferograms = []
            inputAmplitudes = []
            #phaseDiff = [None]
            swathPhaseDiffIon = [
                self.swathPhaseDiffLowerIon, self.swathPhaseDiffUpperIon
            ]
            phaseDiff = swathPhaseDiffIon[k]
            if swathPhaseDiffIon[k] is None:
                phaseDiff = None
            else:
                phaseDiff = swathPhaseDiffIon[k][i]
                phaseDiff.insert(0, None)

            for j, swathNumber in enumerate(
                    range(self._insar.startingSwath,
                          self._insar.endingSwath + 1)):
                swathDir = 's{}'.format(swathNumber)
                inputInterferograms.append(
                    os.path.join('../', swathDir, self._insar.interferogram))
                inputAmplitudes.append(
                    os.path.join('../', swathDir, self._insar.amplitude))

                if False:
                    #compute phase needed to be compensated using startingRange
                    if j >= 1:
                        #phaseDiffSwath1 = -4.0 * np.pi * (referenceTrack.frames[i].swaths[j-1].startingRange - secondaryTrack.frames[i].swaths[j-1].startingRange)/subbandRadarWavelength[k]
                        #phaseDiffSwath2 = -4.0 * np.pi * (referenceTrack.frames[i].swaths[j].startingRange - secondaryTrack.frames[i].swaths[j].startingRange)/subbandRadarWavelength[k]
                        phaseDiffSwath1 = +4.0 * np.pi * referenceTrack.frames[i].swaths[j-1].startingRange * (1.0/radarWavelength - 1.0/subbandRadarWavelength[k]) \
                                          -4.0 * np.pi * secondaryTrack.frames[i].swaths[j-1].startingRange * (1.0/radarWavelength - 1.0/subbandRadarWavelength[k])
                        phaseDiffSwath2 = +4.0 * np.pi * referenceTrack.frames[i].swaths[j].startingRange * (1.0/radarWavelength - 1.0/subbandRadarWavelength[k]) \
                                          -4.0 * np.pi * secondaryTrack.frames[i].swaths[j].startingRange * (1.0/radarWavelength - 1.0/subbandRadarWavelength[k])
                        if referenceTrack.frames[i].swaths[j-1].startingRange - secondaryTrack.frames[i].swaths[j-1].startingRange == \
                           referenceTrack.frames[i].swaths[j].startingRange - secondaryTrack.frames[i].swaths[j].startingRange:
                            #phaseDiff.append(phaseDiffSwath2 - phaseDiffSwath1)
                            #if reference and secondary versions are all before or after version 2.025 (starting range error < 0.5 m),
                            #it should be OK to do the above.
                            #see results in neom where it meets the above requirement, but there is still phase diff
                            #to be less risky, we do not input values here
                            phaseDiff.append(None)
                        else:
                            phaseDiff.append(None)

            #note that frame parameters are updated after mosaicking, here no need to update parameters
            #mosaic amplitudes
            swathMosaic(referenceTrack.frames[i],
                        inputAmplitudes,
                        self._insar.amplitude,
                        rangeOffsets,
                        azimuthOffsets,
                        self._insar.numberRangeLooks1,
                        self._insar.numberAzimuthLooks1,
                        resamplingMethod=0)
            #mosaic interferograms
            #These are for ALOS-2, may need to change for ALOS-4!
            phaseDiffFixed = [
                0.0, 0.4754024578084084, 0.9509913179406437,
                1.4261648478671614, 2.179664007520499, 2.6766909968024932,
                3.130810857
            ]

            if False:
                if (referenceTrack.frames[i].processingSoftwareVersion == '2.025' and secondaryTrack.frames[i].processingSoftwareVersion == '2.023') or \
                   (referenceTrack.frames[i].processingSoftwareVersion == '2.023' and secondaryTrack.frames[i].processingSoftwareVersion == '2.025'):

                    #               changed value                number of samples to estimate new value            new values estimate area
                    ###########################################################################################################################
                    #  2.6766909968024932-->2.6581660335779866                    1808694                               d169-f2850, north CA
                    #  2.179664007520499 -->2.204125866652153                      131120                               d169-f2850, north CA

                    phaseDiffFixed = [
                        0.0, 0.4754024578084084, 0.9509913179406437,
                        1.4261648478671614, 2.204125866652153,
                        2.6581660335779866, 3.130810857
                    ]

            snapThreshold = 0.2

            #the above preparetions only applies to 'self._insar.modeCombination == 21'
            #looks like it also works for 31 (scansarNominalModes-stripmapModes)
            if self._insar.modeCombination != 21:
                phaseDiff = None
                phaseDiffFixed = None
                snapThreshold = None

            #whether snap for each swath
            if self.swathPhaseDiffSnapIon == None:
                snapSwath = [[True for jjj in range(numberOfSwaths - 1)]
                             for iii in range(numberOfFrames)]
            else:
                snapSwath = self.swathPhaseDiffSnapIon
                if len(snapSwath) != numberOfFrames:
                    raise Exception(
                        'please specify each frame for parameter: swath phase difference snap to fixed values'
                    )
                for iii in range(numberOfFrames):
                    if len(snapSwath[iii]) != (numberOfSwaths - 1):
                        raise Exception(
                            'please specify correct number of swaths for parameter: swath phase difference snap to fixed values'
                        )

            (phaseDiffEst, phaseDiffUsed, phaseDiffSource,
             numberOfValidSamples) = swathMosaic(
                 referenceTrack.frames[i],
                 inputInterferograms,
                 self._insar.interferogram,
                 rangeOffsets,
                 azimuthOffsets,
                 self._insar.numberRangeLooks1,
                 self._insar.numberAzimuthLooks1,
                 updateFrame=False,
                 phaseCompensation=True,
                 phaseDiff=phaseDiff,
                 phaseDiffFixed=phaseDiffFixed,
                 snapThreshold=snapThreshold,
                 snapSwath=snapSwath[i],
                 pcRangeLooks=1,
                 pcAzimuthLooks=4,
                 filt=False,
                 resamplingMethod=1)

            #the first item is meaningless for all the following list, so only record the following items
            if phaseDiff == None:
                phaseDiff = [
                    None for iii in range(self._insar.startingSwath,
                                          self._insar.endingSwath + 1)
                ]
            catalog.addItem(
                'frame {} {} band swath phase diff input'.format(
                    frameNumber, ionDir['subband'][k]), phaseDiff[1:],
                'runIonSubband')
            catalog.addItem(
                'frame {} {} band swath phase diff estimated'.format(
                    frameNumber, ionDir['subband'][k]), phaseDiffEst[1:],
                'runIonSubband')
            catalog.addItem(
                'frame {} {} band swath phase diff used'.format(
                    frameNumber, ionDir['subband'][k]), phaseDiffUsed[1:],
                'runIonSubband')
            catalog.addItem(
                'frame {} {} band swath phase diff used source'.format(
                    frameNumber, ionDir['subband'][k]), phaseDiffSource[1:],
                'runIonSubband')
            catalog.addItem(
                'frame {} {} band swath phase diff samples used'.format(
                    frameNumber, ionDir['subband'][k]),
                numberOfValidSamples[1:], 'runIonSubband')
            #check if there is value around 3.130810857, which may not be stable
            phaseDiffUnstableExist = False
            for xxx in phaseDiffUsed:
                if abs(abs(xxx) - 3.130810857) < 0.2:
                    phaseDiffUnstableExist = True
            catalog.addItem(
                'frame {} {} band swath phase diff unstable exists'.format(
                    frameNumber, ionDir['subband'][k]), phaseDiffUnstableExist,
                'runIonSubband')

            create_xml(self._insar.amplitude,
                       referenceTrack.frames[i].numberOfSamples,
                       referenceTrack.frames[i].numberOfLines, 'amp')
            create_xml(self._insar.interferogram,
                       referenceTrack.frames[i].numberOfSamples,
                       referenceTrack.frames[i].numberOfLines, 'int')

            #update secondary frame parameters here, here no need to update parameters
            os.chdir('../')
            #save parameter file, here no need to save parameter file
            os.chdir('../')
        os.chdir('../')

    ############################################################
    # STEP 4. mosaic frames
    ############################################################
    from isceobj.Alos2Proc.runFrameMosaic import frameMosaic
    from isceobj.Alos2Proc.Alos2ProcPublic import create_xml

    for k in range(2):
        os.chdir(ionDir['subband'][k])

        mosaicDir = ionDir['insar']
        os.makedirs(mosaicDir, exist_ok=True)
        os.chdir(mosaicDir)

        numberOfFrames = len(referenceTrack.frames)
        if numberOfFrames == 1:
            import shutil
            frameDir = os.path.join('f1_{}/mosaic'.format(
                self._insar.referenceFrames[0]))
            # if not os.path.isfile(self._insar.interferogram):
            #     os.symlink(os.path.join('../', frameDir, self._insar.interferogram), self._insar.interferogram)
            # #shutil.copy2() can overwrite
            # shutil.copy2(os.path.join('../', frameDir, self._insar.interferogram+'.vrt'), self._insar.interferogram+'.vrt')
            # shutil.copy2(os.path.join('../', frameDir, self._insar.interferogram+'.xml'), self._insar.interferogram+'.xml')
            # if not os.path.isfile(self._insar.amplitude):
            #     os.symlink(os.path.join('../', frameDir, self._insar.amplitude), self._insar.amplitude)
            # shutil.copy2(os.path.join('../', frameDir, self._insar.amplitude+'.vrt'), self._insar.amplitude+'.vrt')
            # shutil.copy2(os.path.join('../', frameDir, self._insar.amplitude+'.xml'), self._insar.amplitude+'.xml')

            os.rename(os.path.join('../', frameDir, self._insar.interferogram),
                      self._insar.interferogram)
            os.rename(
                os.path.join('../', frameDir,
                             self._insar.interferogram + '.vrt'),
                self._insar.interferogram + '.vrt')
            os.rename(
                os.path.join('../', frameDir,
                             self._insar.interferogram + '.xml'),
                self._insar.interferogram + '.xml')
            os.rename(os.path.join('../', frameDir, self._insar.amplitude),
                      self._insar.amplitude)
            os.rename(
                os.path.join('../', frameDir, self._insar.amplitude + '.vrt'),
                self._insar.amplitude + '.vrt')
            os.rename(
                os.path.join('../', frameDir, self._insar.amplitude + '.xml'),
                self._insar.amplitude + '.xml')

            #update track parameters, no need to update track parameters here

        else:
            #choose offsets
            if self.frameOffsetMatching:
                rangeOffsets = self._insar.frameRangeOffsetMatchingReference
                azimuthOffsets = self._insar.frameAzimuthOffsetMatchingReference
            else:
                rangeOffsets = self._insar.frameRangeOffsetGeometricalReference
                azimuthOffsets = self._insar.frameAzimuthOffsetGeometricalReference

            #list of input files
            inputInterferograms = []
            inputAmplitudes = []
            for i, frameNumber in enumerate(self._insar.referenceFrames):
                frameDir = 'f{}_{}'.format(i + 1, frameNumber)
                inputInterferograms.append(
                    os.path.join('../', frameDir, 'mosaic',
                                 self._insar.interferogram))
                inputAmplitudes.append(
                    os.path.join('../', frameDir, 'mosaic',
                                 self._insar.amplitude))

            #note that track parameters are updated after mosaicking
            #mosaic amplitudes
            frameMosaic(referenceTrack,
                        inputAmplitudes,
                        self._insar.amplitude,
                        rangeOffsets,
                        azimuthOffsets,
                        self._insar.numberRangeLooks1,
                        self._insar.numberAzimuthLooks1,
                        updateTrack=False,
                        phaseCompensation=False,
                        resamplingMethod=0)
            #mosaic interferograms
            (phaseDiffEst, phaseDiffUsed, phaseDiffSource,
             numberOfValidSamples) = frameMosaic(
                 referenceTrack,
                 inputInterferograms,
                 self._insar.interferogram,
                 rangeOffsets,
                 azimuthOffsets,
                 self._insar.numberRangeLooks1,
                 self._insar.numberAzimuthLooks1,
                 updateTrack=False,
                 phaseCompensation=True,
                 resamplingMethod=1)

            create_xml(self._insar.amplitude, referenceTrack.numberOfSamples,
                       referenceTrack.numberOfLines, 'amp')
            create_xml(self._insar.interferogram,
                       referenceTrack.numberOfSamples,
                       referenceTrack.numberOfLines, 'int')

            catalog.addItem(
                '{} band frame phase diff estimated'.format(
                    ionDir['subband'][k]), phaseDiffEst[1:], 'runIonSubband')
            catalog.addItem(
                '{} band frame phase diff used'.format(ionDir['subband'][k]),
                phaseDiffUsed[1:], 'runIonSubband')
            catalog.addItem(
                '{} band frame phase diff used source'.format(
                    ionDir['subband'][k]), phaseDiffSource[1:],
                'runIonSubband')
            catalog.addItem(
                '{} band frame phase diff samples used'.format(
                    ionDir['subband'][k]), numberOfValidSamples[1:],
                'runIonSubband')

            #update secondary parameters here, no need to update secondary parameters here

        os.chdir('../')
        #save parameter file, no need to save parameter file here
        os.chdir('../')

    ############################################################
    # STEP 5. clear frame processing files
    ############################################################
    import shutil
    from isceobj.Alos2Proc.Alos2ProcPublic import runCmd

    for k in range(2):
        os.chdir(ionDir['subband'][k])
        for i, frameNumber in enumerate(self._insar.referenceFrames):
            frameDir = 'f{}_{}'.format(i + 1, frameNumber)
            #keep subswath interferograms
            #shutil.rmtree(frameDir)
            #cmd = 'rm -rf {}'.format(frameDir)
            #runCmd(cmd)
        os.chdir('../')

    ############################################################
    # STEP 6. create differential interferograms
    ############################################################
    import numpy as np
    from isceobj.Alos2Proc.Alos2ProcPublic import runCmd

    for k in range(2):
        os.chdir(ionDir['subband'][k])

        insarDir = ionDir['insar']
        os.makedirs(insarDir, exist_ok=True)
        os.chdir(insarDir)

        rangePixelSize = self._insar.numberRangeLooks1 * referenceTrack.rangePixelSize
        radarWavelength = subbandRadarWavelength[k]
        rectRangeOffset = os.path.join('../../../', insarDir,
                                       self._insar.rectRangeOffset)

        cmd = "imageMath.py -e='a*exp(-1.0*J*b*4.0*{}*{}/{}) * (b!=0)' --a={} --b={} -o {} -t cfloat".format(
            np.pi, rangePixelSize, radarWavelength, self._insar.interferogram,
            rectRangeOffset, self._insar.differentialInterferogram)
        runCmd(cmd)

        os.chdir('../../')

    os.chdir('../')
    catalog.printToLog(logger, "runIonSubband")
    self._insar.procDoc.addAllFromCatalog(catalog)