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| 1 | +## This is a script for the test of deblending using sparsity promotion with shaping regularization (Using the SNR definition from Araz). |
| 2 | + |
| 3 | +## Copyright (C) 2013 |
| 4 | +## Yangkang Chen, The Univeristy of Texas at Austin |
| 5 | + |
| 6 | +## The are several assumptions for implementing the following scripts: |
| 7 | +## 1. data1 and data2 have the same dimensions |
| 8 | +## 2. data1 and data2 are sparse in fourier or seislet domains |
| 9 | +## 3. the unblended data is known (in other words it's used for testing). |
| 10 | +## Otherwise, the unblended1(2) is substituted by blended1(2), in which case |
| 11 | +## The error diagram has no physical meanings. |
| 12 | + |
| 13 | + |
| 14 | + |
| 15 | +from rsf.proj import* |
| 16 | +def Grey(data,other): |
| 17 | + Result(data,'grey label2=Trace unit2="" label1=Time unit1="s" title="" wherexlabel=b wheretitle=t color=b %s'%other) |
| 18 | + |
| 19 | +def Greyplot(data,other): |
| 20 | + Plot(data,'grey label2=Trace unit2="" label1=Time unit1="s" title="" wherexlabel=b wheretitle=t color=b %s'%other) |
| 21 | + |
| 22 | +def Graph(data,other): |
| 23 | + Result(data,'graph label1="" label2="" unit1="" unit2="" title="" wherexlabel=b wheretitle=t %s' %other) |
| 24 | + |
| 25 | +def Graphplot(data,other): |
| 26 | + Plot(data,'graph label1="" label2="" unit1="" unit2="" title="" wherexlabel=b wheretitle=t %s' %other) |
| 27 | + |
| 28 | +def shapeslet(sig1,sig2,dip1,dip2,mute1,mute2,padno,n2,mode,thr,i): #mute1(2) is a string, when there is no mute, mute1(2) is "cp" |
| 29 | + Flow(sig1+"p%g"%(i+1),[sig1,dip1], |
| 30 | + ''' |
| 31 | + %s |pad n2=%g | |
| 32 | + seislet dip=${SOURCES[1]} eps=0.1 |
| 33 | + adj=y inv=y unit=y type=b | |
| 34 | + threshold1 type=%s ifperc=1 thr=%f | |
| 35 | + seislet dip=${SOURCES[1]} eps=0.1 |
| 36 | + inv=y unit=y type=b | |
| 37 | + window n2=%g |%s |
| 38 | + '''%(mute1,padno,mode,thr,n2,mute1)) |
| 39 | + Flow(sig2+"p%g"%(i+1),[sig2,dip2], |
| 40 | + ''' |
| 41 | + %s|pad n2=%g | |
| 42 | + seislet dip=${SOURCES[1]} eps=0.1 |
| 43 | + adj=y inv=y unit=y type=b | |
| 44 | + threshold1 type=%s ifperc=1 thr=%f | |
| 45 | + seislet dip=${SOURCES[1]} eps=0.1 |
| 46 | + inv=y unit=y type=b | |
| 47 | + window n2=%g | %s |
| 48 | + '''%(mute2,padno,mode,thr,n2,mute2)) |
| 49 | + return (sig1+"p%g"%(i+1),sig2+"p%g"%(i+1)) |
| 50 | + |
| 51 | +def shapefft(sig1,sig2,mute1,mute2,mode,thr,i):#mute1(2) is a string, when there is no mute, mute1(2) is "cp" |
| 52 | + Flow(sig1+"p%g"%(i+1),sig1, |
| 53 | + ''' |
| 54 | + %s|fft1 | fft3 axis=2 pad=1| |
| 55 | + threshold1 type=%s ifperc=1 thr=%f | |
| 56 | + fft3 inv=y axis=2 | fft1 inv=y |%s |
| 57 | + '''%(mute1,mode,thr,mute1)) |
| 58 | + Flow(sig2+"p%g"%(i+1),sig2, |
| 59 | + ''' |
| 60 | + %s|fft1 | fft3 axis=2 pad=1| |
| 61 | + threshold1 type=%s ifperc=1 thr=%f | |
| 62 | + fft3 inv=y axis=2 | fft1 inv=y | %s |
| 63 | + '''%(mute2,mode,thr,mute2)) |
| 64 | + return (sig1+"p%g"%(i+1),sig2+"p%g"%(i+1)) |
| 65 | + |
| 66 | +def shapefxdecon(sig1,sig2,mute1,mute2,n2,i): #mute1(2) is a string, when there is no mute, mute1(2) is "cp" |
| 67 | + Flow(sig1+"p%g"%(i+1),[sig1], |
| 68 | + ''' |
| 69 | + %s | fxdecon n2w=%g |
| 70 | + |%s |
| 71 | + '''%(mute1,n2,mute1)) |
| 72 | + Flow(sig2+"p%g"%(i+1),[sig2], |
| 73 | + ''' |
| 74 | + %s | fxdecon n2w=%g |
| 75 | + |%s |
| 76 | + '''%(mute2,n2,mute2)) |
| 77 | + return (sig1+"p%g"%(i+1),sig2+"p%g"%(i+1)) |
| 78 | + |
| 79 | +def step(sig1,sig2,blended1,blended2,init1,init2,shottime1,shottime2,i,n2,fraction): |
| 80 | +# Flow(init1+'sigtemp'+'%g'%(i+1),[sig1,sig2],'cat axis=2 ${SOURCES[1]}') |
| 81 | +# Flow(init1+'shottimetemp'+'%g'%(i+1),[shottime1,shottime2],'cat axis=2 ${SOURCES[1]}') |
| 82 | +# Flow(init1+'blendedtemp'+'%g'%(i+1),[init1+'sigtemp'+'%g'%(i+1),init1+'shottimetemp'+'%g'%(i+1)], |
| 83 | +# ''' |
| 84 | +# blend shot_time_in=${SOURCES[1]} shot_time_out=${SOURCES[1]} |
| 85 | +# ''') |
| 86 | +# |
| 87 | +# Flow(init1+"%g"%(i+1),[init1+'blendedtemp'+'%g'%(i+1),blended1,sig1], |
| 88 | +# ''' |
| 89 | +# window n2=%g | add scale=-1,1 ${SOURCES[1]} | add scale=%g,%g ${SOURCES[2]} |
| 90 | +# '''%(n2,fraction,1)) |
| 91 | +# Flow(init2+"%g"%(i+1),[init1+'blendedtemp'+'%g'%(i+1),blended2,sig2], |
| 92 | +# ''' |
| 93 | +# window n2=%g f2=%g | add scale=-1,1 ${SOURCES[1]} | add scale=%g,%g ${SOURCES[2]} |
| 94 | +# '''%(n2,n2-1,fraction,1)) |
| 95 | + |
| 96 | + Flow(init1+"%g"%(i+1),[sig2,shottime1,shottime2,blended1,sig1], |
| 97 | + ''' |
| 98 | + blend shot_time_in=${SOURCES[2]} shot_time_out=${SOURCES[1]} |
| 99 | + | add scale=%f,%f,%f ${SOURCES[3]} ${SOURCES[4]} |
| 100 | + '''%(-fraction,fraction,1-fraction)) |
| 101 | + |
| 102 | + Flow(init2+"%g"%(i+1),[sig1,shottime2,shottime1,blended2,sig2], |
| 103 | + ''' |
| 104 | + blend shot_time_in=${SOURCES[2]} shot_time_out=${SOURCES[1]} |
| 105 | + | add scale=%f,%f,%f ${SOURCES[3]} ${SOURCES[4]} |
| 106 | + '''% (-fraction,fraction,1-fraction)) |
| 107 | + return (init1+"%g"%(i+1),init2+"%g"%(i+1)) |
| 108 | + |
| 109 | + |
| 110 | +def deblendfft(unblended1, |
| 111 | + unblended2, |
| 112 | + blended1, |
| 113 | + blended2, |
| 114 | + init1, |
| 115 | + init2, |
| 116 | + deblended1, |
| 117 | + deblended2, |
| 118 | + shottime1, |
| 119 | + shottime2, |
| 120 | + mute1, |
| 121 | + mute2, |
| 122 | + n1, |
| 123 | + n2, |
| 124 | + niter, |
| 125 | + mode, |
| 126 | + thr, |
| 127 | + clip, |
| 128 | + fraction): |
| 129 | + |
| 130 | + sig1, sig2 = (init1,init2) |
| 131 | + sigs1=[] |
| 132 | + sigs2=[] |
| 133 | + snrsa=[] |
| 134 | + snrsb=[] |
| 135 | + Flow('zero',unblended1,'math output=0') |
| 136 | + Flow('energy1',[unblended1, 'zero'],'diff match=${SOURCES[1]}') |
| 137 | + Flow('energy2',[unblended2, 'zero'],'diff match=${SOURCES[1]}') |
| 138 | + for i in range(niter): |
| 139 | + old1,old2 = (sig1,sig2) |
| 140 | + snra=init1+'-snra%g'%i |
| 141 | + snrb=init2+'-snrb%g'%i |
| 142 | + |
| 143 | + Flow(snra,[unblended1,sig1,'energy1'],'diff match=${SOURCES[1]} | math a=${SOURCES[2]} output="a/input"' ) |
| 144 | + Flow(snrb,[unblended2,sig2,'energy2'],'diff match=${SOURCES[1]} | math a=${SOURCES[2]} output="a/input"' ) |
| 145 | + |
| 146 | + (nsig1,nsig2)=step(sig1,sig2,blended1,blended2,init1,init2,shottime1,shottime2,i,n2,fraction) |
| 147 | + (sig1,sig2)=shapefft(nsig1,nsig2,mute1,mute2,mode,thr,i) |
| 148 | + |
| 149 | + |
| 150 | + Greyplot(sig1,'title="Esti R 1 (iter=%g)" clip=%g'% (i+1,clip)) |
| 151 | + Greyplot(sig2,'title="Esti R 2 (iter=%g)" clip=%g' % (i+1,clip)) |
| 152 | + |
| 153 | + sigs1.append(sig1) |
| 154 | + sigs2.append(sig2) |
| 155 | + snrsa.append(snra) |
| 156 | + snrsb.append(snrb) |
| 157 | + |
| 158 | + Flow(init1+'-snrsa',snrsa,'cat axis=2 ${SOURCES[1:%g]}|math output="10*log(input)/log(10)" | transp | put n1=%g o1=0 d1=1 '%(len(snrsa),len(snrsa))) |
| 159 | + Flow(init2+'-snrsb',snrsb,'cat axis=2 ${SOURCES[1:%g]}|math output="10*log(input)/log(10)" | transp | put n1=%g o1=0 d1=1'%(len(snrsb),len(snrsb))) |
| 160 | + |
| 161 | + Graph(init1+'-snrsa','title="Data error 1" label1=Iteration label2="c(n)" symbosz=5 symbol="o" min1=0 max1=%g d1=1'%niter) |
| 162 | + Graph(init2+'-snrsb','title="Data error 2" label1=Iteration label2="c(n)" symbosz=5 symbol="o" min1=0 max1=%g d1=1'%niter) |
| 163 | + |
| 164 | +#Making movie |
| 165 | + Plot(init1+'-sigs1',sigs1,'Movie') |
| 166 | + Plot(init2+'-sigs2',sigs2,'Movie') |
| 167 | + Flow(deblended1,sig1,'cp') |
| 168 | + Flow(deblended2,sig2,'cp') |
| 169 | + |
| 170 | +def deblendslet(unblended1, |
| 171 | + unblended2, |
| 172 | + blended1, |
| 173 | + blended2, |
| 174 | + init1, |
| 175 | + init2, |
| 176 | + deblended1, |
| 177 | + deblended2, |
| 178 | + shottime1, |
| 179 | + shottime2, |
| 180 | + mute1, |
| 181 | + mute2, |
| 182 | + n1, |
| 183 | + n2, |
| 184 | + r1, |
| 185 | + r2, |
| 186 | + padno, |
| 187 | + niter, |
| 188 | + ddip, |
| 189 | + mode, |
| 190 | + thr, |
| 191 | + clip, |
| 192 | + fhi, |
| 193 | + fraction): |
| 194 | + Flow('mask',blended1,'math output=1 | pad n2=%g'%(padno)) |
| 195 | + sig1, sig2 = (init1,init2) |
| 196 | + sigs1=[] |
| 197 | + sigs2=[] |
| 198 | + sigs=[] |
| 199 | + snrsa=[] |
| 200 | + snrsb=[] |
| 201 | + Flow('zero',unblended1,'math output=0') |
| 202 | + Flow('energy1',[unblended1, 'zero'],'diff match=${SOURCES[1]}') |
| 203 | + Flow('energy2',[unblended2, 'zero'],'diff match=${SOURCES[1]}') |
| 204 | + for i in range(niter): |
| 205 | +####################################################################################### |
| 206 | +# update dip map every "ddip" iterations |
| 207 | +####################################################################################### |
| 208 | + if i % ddip ==0 : |
| 209 | + dip1=init1+'dip%g'%int(i/ddip) |
| 210 | + dip2=init2+'udip%g'%int(i/ddip) |
| 211 | + Flow(dip1,[sig1,'mask'], |
| 212 | + ''' |
| 213 | + bandpass fhi=%g | pad n2=%g | |
| 214 | + dip mask=${SOURCES[1]} rect1=%g rect2=%g |
| 215 | + '''%(fhi,padno,r1,r2)) |
| 216 | + Flow(dip2,[sig2,'mask'], |
| 217 | + ''' |
| 218 | + bandpass fhi=%g | pad n2=%g | |
| 219 | + dip mask=${SOURCES[1]} rect1=%g rect2=%g |
| 220 | + '''%(fhi,padno,r1,r2)) |
| 221 | +####################################################################################### |
| 222 | + old1,old2 = (sig1,sig2) |
| 223 | + snra=init1+'-snra%g'%i |
| 224 | + snrb=init2+'-snrb%g'%i |
| 225 | + |
| 226 | + Flow(snra,[unblended1,sig1,'energy1'],'diff match=${SOURCES[1]} | math a=${SOURCES[2]} output="a/input"' ) |
| 227 | + Flow(snrb,[unblended2,sig2,'energy2'],'diff match=${SOURCES[1]} | math a=${SOURCES[2]} output="a/input"' ) |
| 228 | + |
| 229 | + (nsig1,nsig2)=step(sig1,sig2,blended1,blended2,init1,init2,shottime1,shottime2,i,n2,fraction) |
| 230 | + (sig1,sig2)=shapeslet(nsig1,nsig2,dip1,dip2,mute1,mute2,padno,n2,mode,thr,i) |
| 231 | + |
| 232 | + Greyplot(sig1,'title="Esti R 1 (iter=%g)" clip=%g'% (i+1,clip)) |
| 233 | + Greyplot(sig2,'title="Esti R 2 (iter=%g)" clip=%g' % (i+1,clip)) |
| 234 | + |
| 235 | + sigs1.append(sig1) |
| 236 | + sigs2.append(sig2) |
| 237 | + |
| 238 | + Plot(sig1+'t',[sig1,sig2],'SideBySideAniso') |
| 239 | + sigs.append(sig1+'t') |
| 240 | + |
| 241 | + snrsa.append(snra) |
| 242 | + snrsb.append(snrb) |
| 243 | + |
| 244 | + Flow(init1+'-snrsa',snrsa,'cat axis=2 ${SOURCES[1:%g]}|math output="10*log(input)/log(10)" | transp | put n1=%g o1=0 d1=1 '%(len(snrsa),len(snrsb))) |
| 245 | + Flow(init2+'-snrsb',snrsb,'cat axis=2 ${SOURCES[1:%g]}|math output="10*log(input)/log(10)" | transp | put n1=%g o1=0 d1=1'%(len(snrsb),len(snrsb))) |
| 246 | + |
| 247 | + Graph(init1+'-snrsa','title="Data error 1" label1=Iteration label2="c(n)" symbosz=5 symbol="o" min1=0 max1=%g d1=1'%niter) |
| 248 | + Graph(init2+'-snrsb','title="Data error 2" label1=Iteration label2="c(n)" symbosz=5 symbol="o" min1=0 max1=%g d1=1'%niter) |
| 249 | + |
| 250 | +#Making movie |
| 251 | + Plot(init1+'-sigs1',sigs1,'Movie') |
| 252 | + Plot(init2+'-sigs2',sigs2,'Movie') |
| 253 | + |
| 254 | + Plot(init1+'-sigs',sigs,'Movie') |
| 255 | + |
| 256 | + Flow(deblended1,sig1,'cp') |
| 257 | + Flow(deblended2,sig2,'cp') |
| 258 | + |
| 259 | + |
| 260 | +def deblendfxdecon(unblended1, |
| 261 | + unblended2, |
| 262 | + blended1, |
| 263 | + blended2, |
| 264 | + init1, |
| 265 | + init2, |
| 266 | + deblended1, |
| 267 | + deblended2, |
| 268 | + shottime1, |
| 269 | + shottime2, |
| 270 | + mute1, |
| 271 | + mute2, |
| 272 | + n1, |
| 273 | + n2, |
| 274 | + niter, |
| 275 | + clip, |
| 276 | + fraction): |
| 277 | + sig1, sig2 = (init1,init2) |
| 278 | + sigs1=[] |
| 279 | + sigs2=[] |
| 280 | + snrsa=[] |
| 281 | + snrsb=[] |
| 282 | + Flow('zero',unblended1,'math output=0') |
| 283 | + Flow('energy1',[unblended1, 'zero'],'diff match=${SOURCES[1]}') |
| 284 | + Flow('energy2',[unblended2, 'zero'],'diff match=${SOURCES[1]}') |
| 285 | + for i in range(niter): |
| 286 | +####################################################################################### |
| 287 | + old1,old2 = (sig1,sig2) |
| 288 | + snra=init1+'-snra%g'%i |
| 289 | + snrb=init2+'-snrb%g'%i |
| 290 | + |
| 291 | + Flow(snra,[unblended1,sig1,'energy1'],'diff match=${SOURCES[1]} | math a=${SOURCES[2]} output="a/input"' ) |
| 292 | + Flow(snrb,[unblended2,sig2,'energy2'],'diff match=${SOURCES[1]} | math a=${SOURCES[2]} output="a/input"' ) |
| 293 | + |
| 294 | + (nsig1,nsig2)=step(sig1,sig2,blended1,blended2,init1,init2,shottime1,shottime2,i,n2,fraction) |
| 295 | + (sig1,sig2)=shapefxdecon(nsig1,nsig2,mute1,mute2,n2,i) |
| 296 | + |
| 297 | + |
| 298 | + Greyplot(sig1,'title="Esti R 1 (iter=%g)" clip=%g'% (i+1,clip)) |
| 299 | + Greyplot(sig2,'title="Esti R 2 (iter=%g)" clip=%g' % (i+1,clip)) |
| 300 | + |
| 301 | + sigs1.append(sig1) |
| 302 | + sigs2.append(sig2) |
| 303 | + snrsa.append(snra) |
| 304 | + snrsb.append(snrb) |
| 305 | + |
| 306 | + Flow(init1+'-snrsa',snrsa,'cat axis=2 ${SOURCES[1:%g]}|math output="10*log(input)/log(10)" | transp | put n1=%g o1=0 d1=1 '%(len(snrsa),len(snrsb))) |
| 307 | + Flow(init2+'-snrsb',snrsb,'cat axis=2 ${SOURCES[1:%g]}|math output="10*log(input)/log(10)" | transp | put n1=%g o1=0 d1=1'%(len(snrsb),len(snrsb))) |
| 308 | + |
| 309 | + Graph(init1+'-snrsa','title="Data error 1" label1=Iteration label2="c(n)" symbosz=5 symbol="o" min1=0 max1=%g d1=1'%niter) |
| 310 | + Graph(init2+'-snrsb','title="Data error 2" label1=Iteration label2="c(n)" symbosz=5 symbol="o" min1=0 max1=%g d1=1'%niter) |
| 311 | + |
| 312 | +#Making movie |
| 313 | + Plot(init1+'-sigs1',sigs1,'Movie') |
| 314 | + Plot(init2+'-sigs2',sigs2,'Movie') |
| 315 | + |
| 316 | + Flow(deblended1,sig1,'cp') |
| 317 | + Flow(deblended2,sig2,'cp') |
| 318 | + |
| 319 | + |
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