{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "id": "0mVsTnyO1zc8" }, "source": [ "# Simulation in CASA\n", "\n", "Original Author: rurvashi@aoc.nrao.edu\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "-coaNx329NEM" }, "source": [ "## Description\n", "\n", "Get creative with data sets to be used for test scripts and characterization of numerical features/changes. This notebook goes beneath the simobserve task and illustrates simple ways in which developers and test writers can make full use of the flexibility offered by our tools and the imager framework. It also exercises some usage modes that our users regularly encounter and exposes some quirks of our scripting interface(s). Rudimentary image and data display routines are included below.\n", "\n", "__Topics Covered below__\n", "\n", " - Install CASA 6 and Import required libraries\n", " \n", " - Make an empty MS with the desired sub-structure\n", " - Make a true sky model\n", " - Predict visibilities onto the DATA column of the MS\n", " - Add noise and other errors\n", " \n", " - A few example use cases\n", " - Image one channel\n", " - Cube imaging with a spectral line\n", " - Continuum wideband imaging with model subtraction\n", " - Self-calibration and imaging\n", " \n", " - Ideas for CASA developers and test writers to do beyond these examples.\n" ] }, { "cell_type": "markdown", "metadata": { "id": "P6Ys7vbI1zdD" }, "source": [ "## Installation" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "P6Ys7vbI1zdD" }, "outputs": [], "source": [ "import os\n", "\n", "print(\"installing casa...\")\n", "os.system('pip install casaconfig')\n", "os.system('pip install casatools==6.6.4.34')\n", "os.system('pip install casatasks==6.6.4.34')\n", "print(\"complete\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "print(\"configuring casa...\")\n", "## For google colab\n", "mydatapath = '/content/.casa/data'\n", "## For a local install (choose any writeable path for upto 1GB of metadata)\n", "#mydatapath = '/data' \n", "\n", "import pathlib\n", "from casaconfig import config\n", "if not pathlib.Path(mydatapath).exists():\n", " pathlib.Path(mydatapath).mkdir(parents=True)\n", "config.measurespath=mydatapath\n", "print(\"complete\")" ] }, { "cell_type": "markdown", "metadata": { "id": "4GHPhdbe1zdD" }, "source": [ "__Import Libraries__" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "print(\"install external dependencies\")\n", "os.system('pip install astropy')\n", "\n", "## For google colab (py 3.10)\n", "os.system('pip install numpy==1.24.4')\n", "print(\"complete\")" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "id": "f7Fan73F1zdE" }, "outputs": [], "source": [ "# Import required tools/tasks\n", "from casatools import simulator, image, table, coordsys, measures, componentlist, quanta, ctsys, vpmanager\n", "from casatasks import tclean, ft, imhead, listobs, exportfits, flagdata, bandpass, applycal\n", "from casatasks.private import simutil\n", "\n", "import os\n", "import pylab as pl\n", "import numpy as np\n", "from astropy.io import fits\n", "from astropy.wcs import WCS\n", "\n", "\n", "# Instantiate all the required tools\n", "sm = simulator()\n", "ia = image()\n", "tb = table()\n", "cs = coordsys()\n", "me = measures()\n", "qa = quanta()\n", "cl = componentlist()\n", "vp = vpmanager()\n", "qa = quanta()\n", "mysu = simutil.simutil()" ] }, { "cell_type": "markdown", "metadata": { "id": "DJApfWv61zdE" }, "source": [ "## Make an empty MS with the desired uvw/scan/field/ddid setup\n", "\n", "Construct an empty Measurement Set that has the desired observation setup. \n", " This includes antenna configuration, phase center direction, spectral windows, \n", " date and timerange of the observation, structure of scans/spws/obsidd/fieldids \n", " (and all other MS metadata). Evaluate UVW coordinates for the entire observation \n", " and initialize the DATA column to zero.\n", " \n", "__Methods__\n", "\n", "__Make an empty MS__" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "odG05Z5H1zdF" }, "outputs": [], "source": [ "def makeMSFrame(msname = 'sim_data.ms'):\n", " \"\"\" \n", " Construct an empty Measurement Set that has the desired observation setup. \n", " \"\"\"\n", " \n", " os.system('rm -rf '+msname)\n", " \n", " ## Open the simulator\n", " sm.open(ms=msname);\n", "\n", " ## Read/create an antenna configuration. \n", " ## Canned antenna config text files are located here : /home/casa/data/trunk/alma/simmos/*cfg\n", " antennalist = os.path.join( ctsys.resolve(\"alma/simmos\") ,\"vla.d.cfg\") \n", " \n", " ## Read x,y,z locations, antenna diameter and name, and telescope name/position.\n", " ## Fictitious telescopes can be simulated by specifying x, y, z, d, an, telname, antpos.\n", " ## x,y,z are locations in meters in ITRF (Earth centered) coordinates. \n", " ## d, an are lists of antenna diameter and name.\n", " ## telname and obspos are the name and coordinates of the observatory.\n", " (x,y,z,d,an,an2,telname, obspos) = mysu.readantenna(antennalist)\n", " obsposname=telname\n", "\n", " ## Set the antenna configuration\n", " sm.setconfig(telescopename=telname,\n", " x=x,\n", " y=y,\n", " z=z,\n", " dishdiameter=d,\n", " mount=['alt-az'], \n", " antname=an,\n", " coordsystem='global',\n", " referencelocation=me.observatory(obsposname));\n", "\n", " ## Set the polarization mode (this goes to the FEED subtable)\n", " sm.setfeed(mode='perfect R L', pol=['']);\n", "\n", " ## Set the spectral window and polarization (one data-description-id). \n", " ## Call multiple times with different names for multiple SPWs or pol setups.\n", " sm.setspwindow(spwname=\"LBand\",\n", " freq='1.0GHz',\n", " deltafreq='0.1GHz',\n", " freqresolution='0.2GHz',\n", " nchannels=10,\n", " stokes='RR LL');\n", "\n", " ## Setup source/field information (i.e. where the observation phase center is)\n", " ## Call multiple times for different pointings or source locations.\n", " sm.setfield( sourcename=\"fake\",\n", " sourcedirection=me.direction(rf='J2000', v0='19h59m28.5s',v1='+40d44m01.5s'));\n", "\n", " ## Set shadow/elevation limits (if you care). These set flags.\n", " sm.setlimits(shadowlimit=0.01, elevationlimit='1deg');\n", "\n", " ## Leave autocorrelations out of the MS.\n", " sm.setauto(autocorrwt=0.0); \n", "\n", " ## Set the integration time, and the convention to use for timerange specification\n", " ## Note : It is convenient to pick the hourangle mode as all times specified in sm.observe()\n", " ## will be relative to when the source transits.\n", " sm.settimes(integrationtime='2000s', \n", " usehourangle=True,\n", " referencetime=me.epoch('UTC','2019/10/4/00:00:00'));\n", "\n", " ## Construct MS metadata and UVW values for one scan and ddid \n", " ## Call multiple times for multiple scans.\n", " ## Call this with different sourcenames (fields) and spw/pol settings as defined above.\n", " ## Timesteps will be defined in intervals of 'integrationtime', between starttime and stoptime.\n", " sm.observe(sourcename=\"fake\",\n", " spwname='LBand', \n", " starttime='-5.0h', \n", " stoptime='+5.0h');\n", "\n", " ## Close the simulator\n", " sm.close()\n", " \n", " ## Unflag everything (unless you care about elevation/shadow flags)\n", " flagdata(vis=msname,mode='unflag')" ] }, { "cell_type": "markdown", "metadata": { "id": "KG3iRYgc1zdG" }, "source": [ "__Plot columns of the MS__" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "OJ0ok3Ji1zdG" }, "outputs": [], "source": [ "def plotData(msname='sim_data.ms', myplot='uv'):\n", " \"\"\"\n", " Options : myplot='uv'\n", " myplot='data_spectrum'\n", " \"\"\"\n", " from matplotlib.collections import LineCollection\n", " tb.open(msname)\n", "\n", " # UV coverage plot\n", " if myplot=='uv':\n", " pl.figure(figsize=(4,4))\n", " pl.clf()\n", " uvw = tb.getcol('UVW')\n", " pl.plot( uvw[0], uvw[1], '.')\n", " pl.plot( -uvw[0], -uvw[1], '.')\n", " pl.title('UV Coverage')\n", " \n", " # Spectrum of chosen column. Make a linecollection out of each row in the MS.\n", " if myplot=='data_spectrum' or myplot=='corr_spectrum' or myplot=='resdata_spectrum' or myplot=='rescorr_spectrum' or myplot=='model_spectrum':\n", " dats=None\n", " if myplot=='data_spectrum':\n", " dats = tb.getcol('DATA')\n", " if myplot=='corr_spectrum':\n", " dats = tb.getcol('CORRECTED_DATA')\n", " if myplot=='resdata_spectrum':\n", " dats = tb.getcol('DATA') - tb.getcol('MODEL_DATA') \n", " if myplot=='rescorr_spectrum':\n", " dats = tb.getcol('CORRECTED_DATA') - tb.getcol('MODEL_DATA') \n", " if myplot=='model_spectrum':\n", " dats = tb.getcol('MODEL_DATA')\n", " \n", " xs = np.zeros((dats.shape[2],dats.shape[1]),'int')\n", " for chan in range(0,dats.shape[1]):\n", " xs[:,chan] = chan\n", " \n", " npl = dats.shape[0]\n", " fig, ax = pl.subplots(1,npl,figsize=(10,4))\n", " \n", " for pol in range(0,dats.shape[0]):\n", " x = xs\n", " y = np.abs(dats[pol,:,:]).T\n", " data = np.stack(( x,y ), axis=2)\n", " ax[pol].add_collection(LineCollection(data))\n", " ax[pol].set_title(myplot + ' \\n pol '+str(pol))\n", " ax[pol].set_xlim(x.min(), x.max())\n", " ax[pol].set_ylim(y.min(), y.max())\n", " pl.show()\n", " \n", " tb.close()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "H6NEKSrd1zdH" }, "source": [ "__Examples__\n", "\n", "Make a Measurement Set and inspect it" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "D0RDP_qk1zdH" }, "outputs": [], "source": [ "makeMSFrame()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 281 }, "id": "I5KBfylE1zdI", "outputId": "7c4c2f53-4c96-492c-d22f-82287d10df60" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotData(myplot='uv')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "wVBEL6FG1zdJ", "outputId": "3aa9ddd8-fea7-4dbe-d264-0244c6b9d7a5" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================================================================================\n", " MeasurementSet Name: /home/vega/rurvashi/TestCASA/Test2024/DemoBooks/examples/community/sim_data.ms MS Version 2\n", "================================================================================\n", " Observer: CASA simulator Project: CASA simulation \n", "Observation: VLA(27 antennas)\n", "Data records: 6318 Total elapsed time = 36000 seconds\n", " Observed from 03-Oct-2019/21:21:40.2 to 04-Oct-2019/07:21:40.2 (UTC)\n", "\n", "Fields: 1\n", " ID Code Name RA Decl Epoch SrcId nRows\n", " 0 fake 19:59:28.500000 +40.44.01.50000 J2000 0 6318\n", "Spectral Windows: (1 unique spectral windows and 1 unique polarization setups)\n", " SpwID Name #Chans Frame Ch0(MHz) ChanWid(kHz) TotBW(kHz) CtrFreq(MHz) Corrs \n", " 0 LBand 10 TOPO 1000.000 100000.000 1000000.0 1450.0000 RR LL\n", "Antennas: 27 'name'='station' \n", " ID= 0-5: 'W01'='P', 'W02'='P', 'W03'='P', 'W04'='P', 'W05'='P', 'W06'='P', \n", " ID= 6-11: 'W07'='P', 'W08'='P', 'W09'='P', 'E01'='P', 'E02'='P', 'E03'='P', \n", " ID= 12-17: 'E04'='P', 'E05'='P', 'E06'='P', 'E07'='P', 'E08'='P', 'E09'='P', \n", " ID= 18-23: 'N01'='P', 'N02'='P', 'N03'='P', 'N04'='P', 'N05'='P', 'N06'='P', \n", " ID= 24-26: 'N07'='P', 'N08'='P', 'N09'='P'\n" ] } ], "source": [ "listobs(vis='sim_data.ms', listfile='obslist.txt', verbose=False, overwrite=True)\n", "## print(os.popen('obslist.txt').read()) # ?permission denied?\n", "fp = open('obslist.txt')\n", "for aline in fp.readlines():\n", " print(aline.replace('\\n',''))\n", "fp.close()" ] }, { "cell_type": "markdown", "metadata": { "id": "HasEM5-k1zdJ" }, "source": [ "## Make a True Sky Model (component list and/or image) \n", "\n", "Construct a true sky model for which visibilities will be simulated and stored in the DATA column. This could be a component list (with real-world positions and point or gaussian component types), or a CASA image with a real-world coordinate system and pixels containing model sky values. It is possible to also evaluate component lists onto CASA images." ] }, { "cell_type": "markdown", "metadata": { "id": "CE-_k_n51zdJ" }, "source": [ "__Methods__\n", "\n", "__Make a source list__\n", "\n", "Once made,it can be used either for direction evaluation of simulated visibilities, or first evaluated onto a CASA image before visibility prediction." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "Zcz8YrHK1zdK" }, "outputs": [], "source": [ "def makeCompList(clname_true='sim_onepoint.cl', \n", " dirn='J2000 19h59m28.5s +40d44m01.5s',\n", " flux=5.0,\n", " index=-1.0):\n", " # Make sure the cl doesn't already exist. The tool will complain otherwise.\n", " os.system('rm -rf '+clname_true)\n", " cl.done()\n", " \n", " # Add sources, one at a time. \n", " # Call multiple times to add multiple sources. ( Change the 'dir', obviously )\n", " cl.addcomponent(dir=dirn, \n", " flux=flux, # For a gaussian, this is the integrated area.\n", " fluxunit='Jy', \n", " freq='1.5GHz', \n", " shape='point', ## Point source\n", " # shape='gaussian', ## Gaussian\n", " # majoraxis=\"5.0arcmin\", \n", " # minoraxis='2.0arcmin', \n", " spectrumtype=\"spectral index\",\n", " index=index)\n", "\n", " # Print out the contents of the componentlist\n", " #print('Contents of the component list')\n", " #print(cl.torecord())\n", " \n", " # Save the file\n", " cl.rename(filename=clname_true)\n", " cl.done()" ] }, { "cell_type": "markdown", "metadata": { "id": "gbXGQnjF1zdK" }, "source": [ "__Make an empty CASA image__" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "s-Gi7rL81zdK" }, "outputs": [], "source": [ "def makeEmptyImage(imname_true='sim_onepoint_true.im'):\n", " ## Define the center of the image\n", " radir = '19h59m28.5s'\n", " decdir = '+40d44m01.5s'\n", " \n", " ## Make the image from a shape\n", " ia.close()\n", " ia.fromshape(imname_true,[256,256,1,10],overwrite=True)\n", " \n", " ## Make a coordinate system\n", " cs=ia.coordsys()\n", " cs.setunits(['rad','rad','','Hz'])\n", " cell_rad=qa.convert(qa.quantity('8.0arcsec'),\"rad\")['value']\n", " cs.setincrement([-cell_rad,cell_rad],'direction')\n", " cs.setreferencevalue([qa.convert(radir,'rad')['value'],qa.convert(decdir,'rad')['value']],type=\"direction\")\n", " cs.setreferencevalue('1.0GHz','spectral')\n", " cs.setreferencepixel([0],'spectral')\n", " cs.setincrement('0.1GHz','spectral')\n", " \n", " ## Set the coordinate system in the image\n", " ia.setcoordsys(cs.torecord())\n", " ia.setbrightnessunit(\"Jy/pixel\")\n", " ia.set(0.0)\n", " ia.close() \n", " \n", "### Note : If there is an error in this step, subsequent steps will give errors of \" Invalid Table Operation : SetupNewTable.... imagename is already opened (is in the table cache)\"\n", "## The only way out of this is to restart the kernel (equivalent to exit and restart CASA).\n", "## Any other way ? " ] }, { "cell_type": "markdown", "metadata": { "id": "63dEWO-F1zdK" }, "source": [ "__Evaluate the component list onto the image cube__" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "uvu7SzKj1zdL" }, "outputs": [], "source": [ "def evalCompList(clname='sim_onepoint.cl', imname='sim_onepoint_true.im'):\n", " ## Evaluate a component list\n", " cl.open(clname)\n", " ia.open(imname)\n", " ia.modify(cl.torecord(),subtract=False)\n", " ia.close()\n", " cl.done()" ] }, { "cell_type": "markdown", "metadata": { "id": "CVOKUOhq1zdL" }, "source": [ "__Edit pixel values directly__" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "2CG0Uodx1zdL" }, "outputs": [], "source": [ "def editPixels(imname='sim_onepoint_true.im'):\n", " ## Edit pixel values directly\n", " ia.open(imname)\n", " pix = ia.getchunk()\n", " shp = ia.shape()\n", " #pix.fill(0.0)\n", " #pix[ int(shp[0]/2), int(shp[1]/2), 0, :] = 4.0 # A flat spectrum unpolarized source of amplitude 1 Jy and located at the center of the image.\n", " pix[ int(shp[0]/2), int(shp[1]/2), 0, 6] = pix[ int(shp[0]/2), int(shp[1]/2), 0, 6] + 2.0 # Add a spectral line in channel 1\n", " ia.putchunk( pix )\n", " ia.close()" ] }, { "cell_type": "markdown", "metadata": { "id": "EI1gzscC1zdL" }, "source": [ "__View an Image Cube__\n", "\n", "Use some image viewer, or just pull the pixels out and use matplotlib" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "4cT7n3OJ1zdM" }, "outputs": [], "source": [ "# Display an image using AstroPy, with coordinate system rendering.\n", "def dispAstropy(imname='sim_onepoint_true.im'):\n", " exportfits(imagename=imname, fitsimage=imname+'.fits', overwrite=True)\n", " hdu = fits.open(imname+'.fits')[0]\n", " wcs = WCS(hdu.header,naxis=2)\n", " fig = pl.figure()\n", " fig.add_subplot(121, projection=wcs)\n", " pl.imshow(hdu.data[0,0,:,:], origin='lower', cmap=pl.cm.viridis)\n", " pl.xlabel('RA')\n", " pl.ylabel('Dec')\n", "\n", "\n", "# Display an image cube or a single plane image.\n", "# For a Cube, show the image at chan 0 and a spectrum at the location of the peak in chan0.\n", "# For a Single plane image, show the image.\n", "def dispImage(imname='sim_onepoint_true.im', useAstropy=False):\n", " ia.open(imname)\n", " pix = ia.getchunk()\n", " shp = ia.shape()\n", " ia.close()\n", " pl.figure(figsize=(10,4))\n", " pl.clf()\n", " if shp[3]>1:\n", " pl.subplot(121)\n", " if useAstropy==False:\n", " pl.imshow(pix[:,:,0,0]) \n", " pl.title('Image from channel 0')\n", " else:\n", " dispAstropy(imname)\n", " if shp[3]>1:\n", " pl.subplot(122)\n", " ploc = np.where( pix == pix.max() )\n", " pl.plot(pix[ploc[0][0], ploc[1][0],0,:])\n", " pl.title('Spectrum at source peak')\n", " pl.xlabel('Channel')\n", " " ] }, { "cell_type": "markdown", "metadata": { "id": "M6oblp4u1zdM" }, "source": [ "__Examples__\n", "\n", "Make a component list and evaluate it onto a CASA image" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 295 }, "id": "FB8Qsuwx1zdM", "outputId": "108ee174-ba61-4038-f581-2192139873b5" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Make the component list\n", "makeCompList()\n", "\n", "## Make an empty CASA image\n", "makeEmptyImage()\n", "## Evaluate the component list onto the CASA image\n", "evalCompList()\n", "\n", "## Display\n", "dispImage()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 295 }, "id": "8Nfl5dY61zdN", "outputId": "ce0a779e-9e1e-4190-b94d-a569d2586ef3" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Edit the pixels of the CASA image directly (e.g. add a spectral line)\n", "editPixels()\n", "\n", "## Display\n", "dispImage()" ] }, { "cell_type": "markdown", "metadata": { "id": "70f-Qbr61zdN" }, "source": [ "## Simulate visibilities from the sky model into the DATA column of the MS\n", "\n", "Simulate visibilities for the true sky model, applying a variety of instrumental effects. This step either evaluates the DFT of a component model, or uses an imaging (de)gridder. Instrumental effects can be applied either by pre-processing the sky model before 'standard' degridding, or by invoking one of the wide-field imaging gridders to apply W-term, A-term and mosaicing effects. Noise, extra spectral lines or RFI may be added at this point, as well as gain errors via the application of carefully constructed calibration tables. " ] }, { "cell_type": "markdown", "metadata": { "id": "MVkQtEQc1zdN" }, "source": [ "__Methods__\n", "\n", "__Use the simulator tool__\n", "\n", "Visibilities are predicted and saved in the DATA column of the MS.\n", "It is preferable to use the simulator only when the standard gridder is desired. \n", "Prediction can be done from an input model image or a component list" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "JWTf3-bb1zdN" }, "outputs": [], "source": [ "def predictSim(msname='sim_data.ms',\n", " imname='sim_onepoint_true.im', \n", " clname='sim_onepoint.cl',\n", " usemod='im',\n", " usepb=False,\n", " vptable=''):\n", " \"\"\"\n", " usemod = 'im' : use the imname image\n", " usemod = 'cl' : use the clname component list\n", " usepb = True : to include static primary beams in the simulation.\n", " \"\"\"\n", " ## Open an existing MS Frame\n", " sm.openfromms(msname)\n", "\n", " # Include primary Beams\n", " if usepb==True:\n", " if vptable=='':\n", " sm.setvp( dovp = True, usedefaultvp = True )\n", " else:\n", " sm.setvp( dovp = True, usedefaultvp = False, vptable=vptable )\n", "\n", " if usemod=='im':\n", " # Predict from a model image\n", " sm.predict( imagename = imname, incremental=False)\n", " else:\n", " # Predict from a component list\n", " sm.predict( complist = clname ,incremental=False)\n", "\n", " # Close the tool\n", " sm.close()" ] }, { "cell_type": "markdown", "metadata": { "id": "HCGLmV6B1zdO" }, "source": [ "__Use imager (or ft)__\n", "\n", "Visibilities are predicted and saved in the MODEL_DATA column of the MS. The values must then be copied to the DATA column. Use this approach when non-standard gridders are required, typically when instrument-dependent effects are included, or when Taylor-coefficient wideband image models are to be used for visibility prediction.\n", "\n", "__Step 1__ : Simulate visibilities into the MODEL column using tclean\n", "\n", "tclean can be used for model prediction with all gridders ('standard', 'wproject', 'mosaic', 'awproject'). Wide-field and full-beam effects along with parallactic angle rotation may be included with appropriate settings. tclean can predict model visibilities only from input images and not component lists." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "US1TN7ha1zdO" }, "outputs": [], "source": [ "## Use an input model sky image - widefield gridders\n", "def predictImager(msname='sim_data.ms',\n", " imname_true='sim_onepoint_true.im',\n", " gridder='standard'):\n", " \n", " os.system('rm -rf sim_predict.*')\n", " \n", " # Run tclean in predictModel mode. \n", " tclean(vis=msname,\n", " startmodel=imname_true,\n", " imagename='sim_predict',\n", " savemodel='modelcolumn',\n", " imsize=256,\n", " cell='8.0arcsec',\n", " specmode='cube',\n", " interpolation='nearest',\n", " start='1.0GHz',\n", " width='0.1GHz',\n", " nchan=10,\n", " reffreq='1.5Hz',\n", " gridder=gridder,\n", " normtype='flatsky', # sky model is flat-sky\n", " cfcache='sim_predict.cfcache',\n", " wbawp=True, # ensure that gridders='mosaic' and 'awproject' do freq-dep PBs\n", " pblimit=0.05, \n", " conjbeams=False, \n", " calcres=False, \n", " calcpsf=True, \n", " niter=0, \n", " wprojplanes=1)" ] }, { "cell_type": "markdown", "metadata": { "id": "mjXIV3DQ1zdO" }, "source": [ "__Step 1__ : Simulate visibilities into the MODEL column using ft \n", "\n", "The 'ft' task implements the equivalent of gridder='standard' in tclean. Wide-field effects cannot be simulated. \n", "\n", "In addition, it offers the ability to predict visibilities from component lists (which tclean does not). " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "EuFvbH3c1zdO" }, "outputs": [], "source": [ "def predictFt(msname='sim_data.ms',\n", " imname='sim_onepoint_true.im', \n", " clname='sim_onepoint.cl',\n", " usemod='im'):\n", " \n", " if usemod=='im':\n", " ## Use an image name and the ft task\n", " ft(vis = msname, model = imname, incremental = False, usescratch=True) \n", " else:\n", " ## Use a component list and the ft task \n", " ft(vis = msname, complist = clname, incremental = False, usescratch=True)\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "u4ZR4V7M1zdO" }, "source": [ "__Step 2__ : Copy contents of the MODEL column to the DATA column" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "JNu3wniI1zdO" }, "outputs": [], "source": [ "### Copy visibilities from the MODEL column to the data columns\n", "### This is required when predicting using tclean or ft as they will only write to the MODEL column\n", "def copyModelToData(msname='sim_data.ms'):\n", " tb.open(msname,nomodify=False);\n", " moddata = tb.getcol(columnname='MODEL_DATA');\n", " tb.putcol(columnname='DATA',value=moddata);\n", " #tb.putcol(columnname='CORRECTED_DATA',value=moddata);\n", " moddata.fill(0.0);\n", " tb.putcol(columnname='MODEL_DATA',value=moddata);\n", " tb.close();" ] }, { "cell_type": "markdown", "metadata": { "id": "yRZR0E5b1zdP" }, "source": [ "__Examples__\n", "\n", "If the above commands were run in order, the component list contains only a steep-spectrum continuum source, but the model image cube contains an additional spectral line in it. \n", "\n", "__Option 1__ : Predict using the simulator and a componentlist" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 296 }, "id": "aU8n5EME1zdP", "outputId": "5f32c733-ae93-4b2e-8877-cbbbb597f9bd" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Predict Visibilities\n", "predictSim(usemod='cl')\n", "\n", "# Plot\n", "plotData(myplot='data_spectrum')" ] }, { "cell_type": "markdown", "metadata": { "id": "0PnukRFt1zdP" }, "source": [ "__Option 2__ : Predict using the simulator and an input image" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 296 }, "id": "RL8yY1bF1zdP", "outputId": "64f22079-a790-47f1-c366-20c47816cb7f" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Predict visibilities\n", "predictSim(usemod='im')\n", "\n", "# Plot\n", "plotData(myplot='data_spectrum')" ] }, { "cell_type": "markdown", "metadata": { "id": "wvudzVA51zdP" }, "source": [ "__Option 3__ : Predict using tclean and a model image with gridder='standard'" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 296 }, "id": "f7CejiPO1zdQ", "outputId": "8f7f53ec-6e95-4bdd-f9df-80533668f03e" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "predictImager()\n", "copyModelToData()\n", "plotData(myplot='data_spectrum')" ] }, { "cell_type": "markdown", "metadata": { "id": "I-hqwGqe1zdQ" }, "source": [ "__Option 4__ : Predict using ft and a component list" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 296 }, "id": "rBLAJPus1zdQ", "outputId": "3cd1569a-10f6-43b8-b601-947733a727fc" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Predict using ft\n", "predictFt(usemod='cl')\n", "copyModelToData()\n", "\n", "# Plot\n", "plotData(myplot='data_spectrum')" ] }, { "cell_type": "markdown", "metadata": { "id": "tKWXmDYL1zdQ" }, "source": [ "__Option 5__ : Predict using ft and an input image" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 296 }, "id": "S8Pm794g1zdR", "outputId": "e1099063-6517-4880-ceb3-740974711b66" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Predict using ft\n", "predictFt(usemod='im')\n", "copyModelToData()\n", "\n", "# Plot\n", "plotData(myplot='data_spectrum')" ] }, { "cell_type": "markdown", "metadata": { "id": "O0CnHaJE1zdR" }, "source": [ "## Add Noise and other errors to the simulated visibilities\n", "\n", "__Methods__\n", "\n", "__Add Visibility noise__" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "id": "BBcmgzz01zdR" }, "outputs": [], "source": [ "## Add Gaussian random noise \n", "def addNoiseSim(msname='sim_data.ms'):\n", " sm.openfromms(msname);\n", " sm.setseed(50)\n", " sm.setnoise(mode='simplenoise',simplenoise='0.05Jy');\n", " sm.corrupt(); \n", " sm.close();" ] }, { "cell_type": "markdown", "metadata": { "id": "WHF6RpFF1zdR" }, "source": [ "__Add random numbers__" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "id": "u2PR78ms1zdR" }, "outputs": [], "source": [ "def addNoiseRand(msname = 'sim_data.ms'):\n", " ## Add noise and other variations\n", " tb.open( msname, nomodify=False )\n", " dat = tb.getcol('DATA')\n", " \n", " ## Add noise to the first few channels only. ( Ideally, add separately to real and imag parts... )\n", " from numpy import random\n", " dat[:,0:4,:] = dat[:,0:4,:] + 0.5 * random.random( dat[:,0:4,:].shape )\n", "\n", " ## Add some RFI in a few rows and channels.... \n", " #dat[ :, :, 1 ] = dat[ :, :, 1] + 2.0\n", " \n", " tb.putcol( 'DATA', dat )\n", " tb.close()" ] }, { "cell_type": "markdown", "metadata": { "id": "zfPZuaU51zdS" }, "source": [ "__Add antenna gain errors__" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "id": "nOzNAc571zdS" }, "outputs": [], "source": [ "## Add antenna gain errors.\n", "def addGainErrors(msname='sim_data.ms'):\n", " sm.openfromms(msname);\n", " sm.setseed(50)\n", " sm.setgain(mode='fbm',amplitude=0.1)\n", " sm.corrupt()\n", " sm.close();\n", "\n", "## Note : This step sometimes produces NaN/Inf in the visibilities and plotData() will complain ! If so, just run it again. I thought that setting the seed will control this, but apparently not. " ] }, { "cell_type": "markdown", "metadata": { "id": "4v9RE0tT1zdS" }, "source": [ "__Examples__\n", "\n", "Use the simulator to add Gaussian random noise (1 Jy rms noise)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 296 }, "id": "s0olTHcm1zdS", "outputId": "2ceb851e-9179-421d-cfce-6ccfe4264dfe" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "addNoiseSim()\n", "plotData(myplot='data_spectrum')" ] }, { "cell_type": "markdown", "metadata": { "id": "c4-dMvRo1zdS" }, "source": [ "## A few Imaging and Calibration examples\n", "\n", "### Image one channel" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Vzj2ZQV61zdT", "outputId": "11428e22-8b31-4e01-b996-7573316f23cb" }, "outputs": [], "source": [ "# Call tclean\n", "os.system('rm -rf try0.*')\n", "\n", "tclean(vis='sim_data.ms', \n", " imagename='try0',\n", " datacolumn='data',\n", " spw='0:5', # pick channel 5 and image it\n", " imsize=300,\n", " cell='8.0arcsec',\n", " specmode='mfs',\n", " gridder='standard',\n", " niter=200,\n", " gain=0.3,\n", " interactive=False,\n", " usemask='auto-multithresh');" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 281 }, "id": "7Z3yUaiT1zdT", "outputId": "9bab20ff-312e-4713-aaa4-bd6e2e7923ff" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display the output restored image\n", "dispImage('try0.image')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 281 }, "id": "ETUpAxYd1zdT", "outputId": "6bc5a168-3ed2-4b08-8361-8a17d374c95a" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display the point spread function\n", "dispImage('try0.psf')" ] }, { "cell_type": "markdown", "metadata": { "id": "RhRuXd181zdT" }, "source": [ "### Cube Imaging of a spectral-line dataset\n", "\n", "This is a spectral line dataset with noise" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "xeWR84lW1zdU", "outputId": "dc9dacf8-5556-4600-dca1-dfafa109ae4a" }, "outputs": [], "source": [ "# Call tclean\n", "os.system('rm -rf try1.*')\n", "\n", "tclean(vis='sim_data.ms', \n", " imagename='try1',\n", " datacolumn='data',\n", " imsize=300,\n", " cell='8.0arcsec',\n", " specmode='cube',\n", " interpolation='nearest',\n", " gridder='standard',\n", " niter=200,\n", " gain=0.3,\n", " savemodel='modelcolumn');" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 295 }, "id": "UMyJeVQ81zdU", "outputId": "6ce3861b-8d15-4a65-b0d4-be180093a3aa" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display the output restored image\n", "dispImage('try1.image')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 295 }, "id": "q3dCO_6A1zdU", "outputId": "4d145e4a-1e45-4712-f334-fd4520295641" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display the residual image\n", "dispImage('try1.residual')" ] }, { "cell_type": "markdown", "metadata": { "id": "dhH2vs-61zdU" }, "source": [ "### Continuum imaging with model subtraction\n", "\n", "Pick the line-free channels (all but chan 6) and fit a 2nd order polynomial to the spectrum." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Vbl1cnto1zdU", "outputId": "1da0cfee-7606-4daf-abfa-aa501b816181" }, "outputs": [], "source": [ "# Call tclean\n", "os.system('rm -rf try2.*')\n", "\n", "tclean(vis='sim_data.ms', \n", " imagename='try2',\n", " datacolumn='data',\n", " spw='0:0~5,0:7~9', # Select line-free channels\n", " imsize=300,\n", " cell='8.0arcsec',\n", " specmode='mfs',\n", " deconvolver='mtmfs',\n", " nterms=3,\n", " gridder='standard',\n", " niter=150,\n", " gain=0.3);" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 281 }, "id": "iHoSs84I1zdV", "outputId": "b2ca7b6f-55f2-41f0-958f-caffacf585bb" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display the output restored image\n", "dispImage('try2.image.tt0')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "DohPDI8M1zdV", "outputId": "b90963a8-545e-441b-c62a-faecd53f77fb" }, "outputs": [], "source": [ "# Predict the tclean mtmfs model onto all channels.\n", "tclean(vis='sim_data.ms', \n", " imagename='try2',\n", " datacolumn='data',\n", " spw='', # Select all channels to predict onto.\n", " imsize=300,\n", " cell='8.0arcsec',\n", " specmode='mfs',\n", " deconvolver='mtmfs',\n", " nterms=3,\n", " gridder='standard',\n", " niter=0,\n", " calcres=False,\n", " calcpsf=False,\n", " savemodel='modelcolumn');" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 296 }, "id": "e-lRmz9I1zdW", "outputId": "2bba63fb-bf5c-4280-9b12-ced3f62120cd" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot residual data. \n", "plotData(myplot='resdata_spectrum')" ] }, { "cell_type": "markdown", "metadata": { "id": "zTHCej-L1zdW" }, "source": [ "This shows the continuum power law emission subtracted out and only the spectral line remaining in the data (if the model is subtracted).\n", "\n", "If the 'uvsub' task is run, this is what would get saved in corrected_data. It is also a form of continuum modeling and subtraction." ] }, { "cell_type": "markdown", "metadata": { "id": "mS1qF7Ry1zdW" }, "source": [ "### Imaging with Gain Errors and Self Calibration\n", "\n", "First, re-simulate by starting from ideal visibilities, and adding gain errors and noise. " ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "id": "M7wwIg0o1zdW" }, "outputs": [], "source": [ "# Predict visibilities\n", "predictSim(usemod='im')" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 296 }, "id": "VPL6D2cR1zdW", "outputId": "be9414f3-8e71-4b1f-80d3-af89f3f1ba44" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Simulate antenna gain errors\n", "addGainErrors()\n", "# Add noise on top of the gain-corrupted data\n", "addNoiseSim()\n", "# Display\n", "plotData(myplot='data_spectrum')" ] }, { "cell_type": "markdown", "metadata": { "id": "K5gvmS761zdX" }, "source": [ "Image the corrupted data" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "VBBi51kC1zdX", "outputId": "99b189e3-6fc2-420c-c119-3479df39a8a9" }, "outputs": [], "source": [ "# Call tclean\n", "os.system('rm -rf try3.*')\n", "\n", "tclean(vis='sim_data.ms', \n", " imagename='try3',\n", " datacolumn='data',\n", " imsize=300,\n", " cell='8.0arcsec',\n", " specmode='cube',\n", " interpolation='nearest',\n", " gridder='standard',\n", " niter=150, # Don't go too deep since the data are corrupted\n", " gain=0.3,\n", " mask='circle[[150pix,150pix],3pix]', # Give it a mask to help. Without this, the self-cal isn't as good.\n", " savemodel='modelcolumn');" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 295 }, "id": "5DwWqmXn1zdX", "outputId": "057d678f-8251-484f-8e95-7f6cef29b55a" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display the output restored image\n", "dispImage('try3.image')" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 295 }, "id": "slz9_PVh1zdX", "outputId": "49b0196c-511a-4bd5-8822-1e90265e2c3a" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display the new residual image\n", "dispImage('try3.residual')" ] }, { "cell_type": "markdown", "metadata": { "id": "RXnkE1CX1zdX" }, "source": [ "This image shows artifacts from gain errors (different from the pure noise-like errors in the previous simulation)\n", "\n", "Calculate gain solutions (since we have already saved the model)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "id": "US5eVUSQ1zdY" }, "outputs": [], "source": [ "bandpass(vis='sim_data.ms',\n", " caltable='sc.tab',solint='int');" ] }, { "cell_type": "markdown", "metadata": { "id": "ujuF_xmE1zdY" }, "source": [ "Apply gain solutions" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "id": "TgzISixt1zdY" }, "outputs": [], "source": [ "applycal(vis='sim_data.ms',\n", " gaintable='sc.tab')" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 296 }, "id": "JzpEY7b-1zdY", "outputId": "7b4b48d1-2d6c-4104-fb93-e32df5dde935" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Plot Calibrated data\n", "plotData(myplot='corr_spectrum')" ] }, { "cell_type": "markdown", "metadata": { "id": "pbvRdYKv1zdY" }, "source": [ "Compare with the above uncalibrated data. Also, compare with visibilities simulated just with noise. Subsequent imaging should use the corrected_data column." ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "0qxz4uVy1zdY", "outputId": "c2a99100-33a6-4956-e911-a4ddafacd227" }, "outputs": [], "source": [ "# Call tclean to image the corrected data\n", "os.system('rm -rf try4.*')\n", "\n", "tclean(vis='sim_data.ms', \n", " imagename='try4',\n", " datacolumn='corrected',\n", " imsize=300,\n", " cell='8.0arcsec',\n", " specmode='cube',\n", " interpolation='nearest',\n", " gridder='standard',\n", " niter=200, # Go deeper now. Also, no mask needed\n", " gain=0.3,\n", " savemodel='modelcolumn');" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 295 }, "id": "YqxTmIOo1zdZ", "outputId": "f81bc4f1-cd04-47ae-d5cb-f9ce793e86ae" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display the output restored image\n", "dispImage('try4.image')" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 295 }, "id": "wSixWSjX1zdZ", "outputId": "c31f0800-63f2-4119-e852-102d1e572f04" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display the residual image\n", "dispImage('try4.residual')" ] }, { "cell_type": "raw", "metadata": { "id": "quliXdzL1zdZ" }, "source": [ "Lower residuals, compared to before self-calibration. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use custom primary beams for simulation\n", "\n", "This section illustrates how to use the vpmanager tool to create primary beam models that may be used during simulation (of multi-channel datasets). \n", "\n", "__Start with a flat spectrum sky model__ : To clearly assess the effect of a primary beam, let us start with a flat spectrum 1 Jy source in the sky model. The source is located away from the pointing center, to see the effect of the primary beam." ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Make the component list\n", "## Note : The 1Jy flat spectrum source is located slightly offset \n", "## from the phase/pointing center\n", "makeCompList(clname_true='sim_onepoint_offset.cl', \n", " dirn='J2000 19h59m28.5s +40d50m01.5s', #+40d44m01.5s',\n", " flux=1.0,index=0.0)\n", "\n", "## Make an empty CASA image\n", "makeEmptyImage(imname_true='sim_onepoint_offset_true.im')\n", "## Evaluate the component list onto the CASA image\n", "evalCompList(clname='sim_onepoint_offset.cl', imname='sim_onepoint_offset_true.im')\n", "\n", "## Display\n", "dispImage(imname='sim_onepoint_offset_true.im')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above is a flat spectrum source. When visibilities are simulated with a primary beam, the PB amplitude (and frequency dependence) should be evident in a similar plot below.\n", "\n", "__Make an MS with the desired telescope name__" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "makeMSFrame(msname='sim_custompb.ms')" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================================================================================\n", " MeasurementSet Name: /home/vega/rurvashi/TestCASA/Test2024/DemoBooks/examples/community/sim_custompb.ms MS Version 2\n", "================================================================================\n", " Observer: CASA simulator Project: CASA simulation \n", "Observation: VLA(27 antennas)\n", "Data records: 6318 Total elapsed time = 36000 seconds\n", " Observed from 03-Oct-2019/21:21:40.2 to 04-Oct-2019/07:21:40.2 (UTC)\n", "\n", "Fields: 1\n", " ID Code Name RA Decl Epoch SrcId nRows\n", " 0 fake 19:59:28.500000 +40.44.01.50000 J2000 0 6318\n", "Spectral Windows: (1 unique spectral windows and 1 unique polarization setups)\n", " SpwID Name #Chans Frame Ch0(MHz) ChanWid(kHz) TotBW(kHz) CtrFreq(MHz) Corrs \n", " 0 LBand 10 TOPO 1000.000 100000.000 1000000.0 1450.0000 RR LL\n", "Antennas: 27 'name'='station' \n", " ID= 0-5: 'W01'='P', 'W02'='P', 'W03'='P', 'W04'='P', 'W05'='P', 'W06'='P', \n", " ID= 6-11: 'W07'='P', 'W08'='P', 'W09'='P', 'E01'='P', 'E02'='P', 'E03'='P', \n", " ID= 12-17: 'E04'='P', 'E05'='P', 'E06'='P', 'E07'='P', 'E08'='P', 'E09'='P', \n", " ID= 18-23: 'N01'='P', 'N02'='P', 'N03'='P', 'N04'='P', 'N05'='P', 'N06'='P', \n", " ID= 24-26: 'N07'='P', 'N08'='P', 'N09'='P'\n" ] } ], "source": [ "listobs(vis='sim_custompb.ms', listfile='obslist_custom.txt', verbose=False, overwrite=True)\n", "fp = open('obslist_custom.txt')\n", "for aline in fp.readlines():\n", " print(aline.replace('\\n',''))\n", "fp.close()\n", "\n", "## Check the telescope name below. \n", "## This is the name that must be used to make a VPTable" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Make a VP table__\n", "First, we create a vp table using polynomial models. We will call this 'VLA' to match with the telescope name (telname) used in makeMSFrame(). " ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [], "source": [ "def make_vp_table_poly(vptab='my_beams.vp'):\n", "\n", " os.system('rm -rf '+vptab)\n", " vp.reset()\n", "\n", " # frequency polynomial to be given here\n", " vp.setpbpoly(telescope ='VLA', ## Use whatever telescope name is in makeMSFrame()\n", " coeff=np.array([1, -2.608e-3, 27.357e-7, -13.091e-10, 2.368e-13])) \n", "\n", " # Construct an airy disk from a dish diameter\n", " #vp.setpbairy(telescope='VLA',\n", " # dishdiam=[qa.quantity('45m')])\n", "\n", " # Construct a Gaussian PB\n", " #vp.setpbgauss(telescope='VLA',\n", " # halfwidth=[qa.quantity('0.2deg')])\n", " \n", "\n", " vp.summarizevps()\n", " vp.saveastable(vptab)" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2024-07-19 21:24:07\tWARN\tPBMath::pbMathInterfaceForCommonPB\tATCA_L3 not yet implemented defaulting to L2 version\n" ] } ], "source": [ "make_vp_table_poly(vptab='my_beams.vp')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Predict visibilities with the vptable model__" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "predictSim(msname='sim_custompb.ms',\n", " imname='sim_onepoint_offset_true.im', \n", " clname='sim_onepoint_offset.cl',\n", " usemod='im', ### or 'cl'\n", " usepb=True,\n", " vptable='my_beams.vp')\n", "\n", "plotData(msname='sim_custompb.ms', myplot='data_spectrum')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The spectral slope seen above is from the frequency dependence of the primary beam used in the simulation. The source is at approximately the 0.8 gain level of the primary beam at the middle frequency of 1.5 GHz. \n", "\n", "The same custom PBs may be used during imaging by supplying the vptable as an input parameter to tclean (with its 'standard', 'mosaic' and 'wproject' gridder options). " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Predict visibilities with the default PB model__\n", "\n", "For 'known' observatories, canned PB models may also be used. The following shows how to use the canned VLA PB model. Note the difference from the custom model used above in the simulation. " ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "predictSim(msname='sim_custompb.ms',\n", " imname='sim_onepoint_offset_true.im', \n", " clname='sim_onepoint_offset.cl',\n", " usemod='im', ### or 'cl'\n", " usepb=True) ### Let it pick the default PB model for the telname\n", "\n", "plotData(msname='sim_custompb.ms', myplot='data_spectrum')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "name": "simulation_script_demo.ipynb", "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 }