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// $Header: $ |
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|
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#include "ctypes_def.h" |
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|
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// type specific definitions |
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#if TYPE == FLOAT |
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#define MULTI_BURG smulti_burg |
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#define EPSILON (10*FLT_EPSILON) |
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#elif TYPE == DOUBLE |
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#define MULTI_BURG dmulti_burg |
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#define EPSILON (10*DBL_EPSILON) |
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#elif TYPE == COMPLEXFLOAT |
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#define MULTI_BURG cmulti_burg |
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#define EPSILON (10*FLT_EPSILON) |
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#elif TYPE == COMPLEXDOUBLE |
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#define MULTI_BURG zmulti_burg |
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#define EPSILON (10*DBL_EPSILON) |
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#endif |
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|
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|
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#ifdef NOBLAS |
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|
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int MULTI_BURG( int n, int m[n], CTYPE *x[n], int order, CTYPE a[order+1], |
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RTYPE E[order+1]) |
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{ |
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int k, i, j, skip, N, n_total, effective_order; |
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CTYPE num, *atmp, *parcor, **ef, **eb, pk, cpk; |
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RTYPE den, err, err0, err_old, alpha; |
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|
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effective_order = order; |
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skip = 0; |
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N = 0; |
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n_total=0; |
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for (i=0; i<n; i++) |
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{ |
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n_total += m[i]; |
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if ( m[i] < order ) |
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skip++; |
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else |
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N += m[i]; |
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} |
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#ifdef DEBUGOUT |
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printf("\nMultiburg using %d out of %d samples.\n",N,n_total); |
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#endif |
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|
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if (skip >= n) |
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{ |
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fprintf(stderr,"%s: All data segments are shorter than model order (%d)." |
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" Cannot compute AR model.\n",__func__,order); |
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abort(); |
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} |
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|
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parcor = (CTYPE *)malloc((order+1)*sizeof(CTYPE)); |
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atmp = (CTYPE *)malloc((order+1)*sizeof(CTYPE)); |
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ef = (CTYPE **)malloc(n*sizeof(CTYPE*)); |
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eb = (CTYPE **)malloc(n*sizeof(CTYPE*)); |
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for (i=0; i<n; i++) |
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{ |
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if ( m[i] >= order ) |
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{ |
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ef[i] = (CTYPE *)malloc(m[i]*sizeof(CTYPE)); |
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eb[i] = (CTYPE *)malloc(m[i]*sizeof(CTYPE)); |
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memcpy(ef[i],x[i],m[i]*sizeof(CTYPE)); |
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memcpy(eb[i],x[i],m[i]*sizeof(CTYPE)); |
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} |
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} |
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|
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memset(a,0,(order+1)*sizeof(CTYPE)); |
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a[0] = CONE; |
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|
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// Initial error. |
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err = 0; |
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for (i=0; i<n; i++) |
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{ |
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if ( m[i] >= order ) |
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{ |
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for (j=0; j<m[i]; j++) |
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err += SQR(x[i][j]); |
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} |
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} |
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err /= N; |
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err0 = err; |
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|
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if (E != NULL) |
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E[0] = err; |
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|
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for (k=1; k<=order; k++) |
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{ |
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num = CZERO; |
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den = RZERO; |
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for (i=0; i<n; i++) |
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{ |
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if ( m[i] >= order ) |
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{ |
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for (j=0; j<m[i]-k; j++) |
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{ |
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CTYPE f = ef[i][j+k]; |
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CTYPE b = eb[i][j]; |
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|
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num -= CONJ(b) * f; |
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den += SQR(f) + SQR(b); |
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} |
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} |
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} |
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if (den == RZERO) |
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{ |
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fprintf(stderr,"Data is exactly modelled by an AR(%d) model\n",k-1); |
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effective_order = k-1; |
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break; |
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} |
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parcor[k] = (2*num)/den; |
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pk = parcor[k]; |
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cpk = CONJ(pk); |
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|
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for (i=0; i<n; i++) |
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{ |
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if ( m[i] >= order ) |
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{ |
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for (j=0; j<m[i]-k; j++) |
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{ |
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CTYPE tmp = ef[i][j+k]; |
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|
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ef[i][j+k] += pk * eb[i][j]; |
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eb[i][j] += cpk * tmp; |
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} |
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} |
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} |
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|
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alpha = SQR(pk); |
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/* if ( alpha < EPSILON ) |
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{ |
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fprintf(stderr,"Model order set to %d since error reduction factor - 1 was" |
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" %e.\n",k-1,alpha); |
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effective_order = k-1; |
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break; |
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} */ |
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err_old = err; |
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err *= RONE - alpha; |
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|
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memcpy(atmp, a, k*sizeof(CTYPE)); |
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atmp[k] = RZERO; |
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for (i=1; i<=k; i++) |
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a[i] = atmp[i] + pk * CONJ(atmp[k-i]); |
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|
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if (E != NULL) |
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E[k] = err; |
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|
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|
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if (err < EPSILON*err0 ) |
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{ |
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fprintf(stderr,"Model order set to %d since prediction error was" |
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" reduced to %f x variance.\n",k-1,EPSILON); |
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effective_order = k; |
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break; |
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} |
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} |
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|
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free(parcor); |
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free(atmp); |
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for (i=0; i<n; i++) |
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{ |
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if ( m[i] >= order ) |
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{ |
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free(ef[i]); |
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free(eb[i]); |
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} |
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} |
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free(ef); |
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free(eb); |
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return effective_order; |
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} |
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|
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#else |
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|
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int MULTI_BURG( int n, int m[n], CTYPE *x[n], int order, CTYPE a[order+1], |
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RTYPE E[order+1]) |
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{ |
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int k, i, j, skip, N, n_total, effective_order; |
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CTYPE num, *atmp, *parcor, **ef, **eb, pk, cpk; |
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RTYPE den, err, err0, err_old, alpha; |
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|
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effective_order = order; |
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skip = 0; |
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N = 0; |
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n_total=0; |
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for (i=0; i<n; i++) |
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{ |
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n_total += m[i]; |
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if ( m[i] < order ) |
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skip++; |
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else |
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N += m[i]; |
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} |
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#ifdef DEBUGOUT |
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printf("\nMultiburg using %d out of %d samples.\n",N,n_total); |
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#endif |
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|
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if (skip >= n) |
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{ |
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fprintf(stderr,"%s: All data segments are shorter than model order (%d)." |
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" Cannot compute AR model.\n",__func__,order); |
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abort(); |
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} |
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|
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parcor = (CTYPE *)malloc((order+1)*sizeof(CTYPE)); |
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atmp = (CTYPE *)malloc((order+1)*sizeof(CTYPE)); |
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ef = (CTYPE **)malloc(n*sizeof(CTYPE*)); |
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eb = (CTYPE **)malloc(n*sizeof(CTYPE*)); |
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for (i=0; i<n; i++) |
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{ |
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if ( m[i] >= order ) |
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{ |
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ef[i] = (CTYPE *)malloc(m[i]*sizeof(CTYPE)); |
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eb[i] = (CTYPE *)malloc(m[i]*sizeof(CTYPE)); |
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memcpy(ef[i],x[i],m[i]*sizeof(CTYPE)); |
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memcpy(eb[i],x[i],m[i]*sizeof(CTYPE)); |
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} |
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} |
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|
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memset(a,0,(order+1)*sizeof(CTYPE)); |
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a[0] = CONE; |
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|
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// Initial error. |
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err = 0; |
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for (i=0; i<n; i++) |
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{ |
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if ( m[i] >= order ) |
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err += DOTC(m[i], x[i], 1, x[i],1); |
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} |
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err /= N; |
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err0 = err; |
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|
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if (E != NULL) |
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E[0] = err; |
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|
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for (k=1; k<=order; k++) |
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{ |
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num = CZERO; |
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den = RZERO; |
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for (i=0; i<n; i++) |
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{ |
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if ( m[i] >= order ) |
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{ |
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num -= DOTC(m[i]-k, eb[i], 1, &(ef[i][k]), 1); |
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den += DOTC(m[i]-k, &(ef[i][k]), 1, &(ef[i][k]), 1) + |
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DOTC(m[i]-k, eb[i], 1, eb[i], 1); |
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|
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} |
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} |
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if (den == RZERO) |
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{ |
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fprintf(stderr,"Data is exactly modelled by an AR(%d) model\n",k-1); |
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effective_order = k-1; |
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break; |
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} |
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parcor[k] = (2*num)/den; |
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pk = parcor[k]; |
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cpk = CONJ(pk); |
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|
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for (i=0; i<n; i++) |
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{ |
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if ( m[i] >= order ) |
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{ |
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for (j=0; j<m[i]-k; j++) |
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{ |
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CTYPE tmp = ef[i][j+k]; |
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|
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ef[i][j+k] += pk * eb[i][j]; |
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eb[i][j] += cpk * tmp; |
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} |
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} |
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} |
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|
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alpha = SQR(pk); |
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/* if ( alpha < EPSILON ) |
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{ |
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fprintf(stderr,"Model order set to %d since error reduction factor - 1 was" |
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" %e.\n",k-1,alpha); |
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effective_order = k-1; |
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break; |
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} */ |
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err_old = err; |
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err *= RONE - alpha; |
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|
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memcpy(atmp, a, k*sizeof(CTYPE)); |
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atmp[k] = RZERO; |
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for (i=1; i<=k; i++) |
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a[i] = atmp[i] + pk * CONJ(atmp[k-i]); |
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|
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if (E != NULL) |
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E[k] = err; |
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|
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|
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if (err < EPSILON*err0 ) |
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{ |
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fprintf(stderr,"Model order set to %d since prediction error was" |
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" reduced to %f x variance.\n",k-1,EPSILON); |
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effective_order = k; |
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break; |
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} |
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} |
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|
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free(parcor); |
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free(atmp); |
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for (i=0; i<n; i++) |
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{ |
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if ( m[i] >= order ) |
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{ |
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free(ef[i]); |
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free(eb[i]); |
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} |
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} |
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free(ef); |
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free(eb); |
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return effective_order; |
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} |
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|
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#endif /* NOBLAS */ |
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|
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#undef DOTC |
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#undef MULTI_BURG |
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#undef EPSILON |
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#undef SQR |
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#include "ctypes_undef.h" |
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