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      SUBROUTINE <a name="DLAEBZ.1"></a><a href="dlaebz.f.html#DLAEBZ.1">DLAEBZ</a>( IJOB, NITMAX, N, MMAX, MINP, NBMIN, ABSTOL,
     $                   RELTOL, PIVMIN, D, E, E2, NVAL, AB, C, MOUT,
     $                   NAB, WORK, IWORK, INFO )
<span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  -- LAPACK auxiliary routine (version 3.1) --
</span><span class="comment">*</span><span class="comment">     Univ. of Tennessee, Univ. of California Berkeley and NAG Ltd..
</span><span class="comment">*</span><span class="comment">     November 2006
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">     .. Scalar Arguments ..
</span>      INTEGER            IJOB, INFO, MINP, MMAX, MOUT, N, NBMIN, NITMAX
      DOUBLE PRECISION   ABSTOL, PIVMIN, RELTOL
<span class="comment">*</span><span class="comment">     ..
</span><span class="comment">*</span><span class="comment">     .. Array Arguments ..
</span>      INTEGER            IWORK( * ), NAB( MMAX, * ), NVAL( * )
      DOUBLE PRECISION   AB( MMAX, * ), C( * ), D( * ), E( * ), E2( * ),
     $                   WORK( * )
<span class="comment">*</span><span class="comment">     ..
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  Purpose
</span><span class="comment">*</span><span class="comment">  =======
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  <a name="DLAEBZ.22"></a><a href="dlaebz.f.html#DLAEBZ.1">DLAEBZ</a> contains the iteration loops which compute and use the
</span><span class="comment">*</span><span class="comment">  function N(w), which is the count of eigenvalues of a symmetric
</span><span class="comment">*</span><span class="comment">  tridiagonal matrix T less than or equal to its argument  w.  It
</span><span class="comment">*</span><span class="comment">  performs a choice of two types of loops:
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  IJOB=1, followed by
</span><span class="comment">*</span><span class="comment">  IJOB=2: It takes as input a list of intervals and returns a list of
</span><span class="comment">*</span><span class="comment">          sufficiently small intervals whose union contains the same
</span><span class="comment">*</span><span class="comment">          eigenvalues as the union of the original intervals.
</span><span class="comment">*</span><span class="comment">          The input intervals are (AB(j,1),AB(j,2)], j=1,...,MINP.
</span><span class="comment">*</span><span class="comment">          The output interval (AB(j,1),AB(j,2)] will contain
</span><span class="comment">*</span><span class="comment">          eigenvalues NAB(j,1)+1,...,NAB(j,2), where 1 &lt;= j &lt;= MOUT.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  IJOB=3: It performs a binary search in each input interval
</span><span class="comment">*</span><span class="comment">          (AB(j,1),AB(j,2)] for a point  w(j)  such that
</span><span class="comment">*</span><span class="comment">          N(w(j))=NVAL(j), and uses  C(j)  as the starting point of
</span><span class="comment">*</span><span class="comment">          the search.  If such a w(j) is found, then on output
</span><span class="comment">*</span><span class="comment">          AB(j,1)=AB(j,2)=w.  If no such w(j) is found, then on output
</span><span class="comment">*</span><span class="comment">          (AB(j,1),AB(j,2)] will be a small interval containing the
</span><span class="comment">*</span><span class="comment">          point where N(w) jumps through NVAL(j), unless that point
</span><span class="comment">*</span><span class="comment">          lies outside the initial interval.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  Note that the intervals are in all cases half-open intervals,
</span><span class="comment">*</span><span class="comment">  i.e., of the form  (a,b] , which includes  b  but not  a .
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  To avoid underflow, the matrix should be scaled so that its largest
</span><span class="comment">*</span><span class="comment">  element is no greater than  overflow**(1/2) * underflow**(1/4)
</span><span class="comment">*</span><span class="comment">  in absolute value.  To assure the most accurate computation
</span><span class="comment">*</span><span class="comment">  of small eigenvalues, the matrix should be scaled to be
</span><span class="comment">*</span><span class="comment">  not much smaller than that, either.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  See W. Kahan &quot;Accurate Eigenvalues of a Symmetric Tridiagonal
</span><span class="comment">*</span><span class="comment">  Matrix&quot;, Report CS41, Computer Science Dept., Stanford
</span><span class="comment">*</span><span class="comment">  University, July 21, 1966
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  Note: the arguments are, in general, *not* checked for unreasonable
</span><span class="comment">*</span><span class="comment">  values.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  Arguments
</span><span class="comment">*</span><span class="comment">  =========
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  IJOB    (input) INTEGER
</span><span class="comment">*</span><span class="comment">          Specifies what is to be done:
</span><span class="comment">*</span><span class="comment">          = 1:  Compute NAB for the initial intervals.
</span><span class="comment">*</span><span class="comment">          = 2:  Perform bisection iteration to find eigenvalues of T.
</span><span class="comment">*</span><span class="comment">          = 3:  Perform bisection iteration to invert N(w), i.e.,
</span><span class="comment">*</span><span class="comment">                to find a point which has a specified number of
</span><span class="comment">*</span><span class="comment">                eigenvalues of T to its left.
</span><span class="comment">*</span><span class="comment">          Other values will cause <a name="DLAEBZ.70"></a><a href="dlaebz.f.html#DLAEBZ.1">DLAEBZ</a> to return with INFO=-1.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  NITMAX  (input) INTEGER
</span><span class="comment">*</span><span class="comment">          The maximum number of &quot;levels&quot; of bisection to be
</span><span class="comment">*</span><span class="comment">          performed, i.e., an interval of width W will not be made
</span><span class="comment">*</span><span class="comment">          smaller than 2^(-NITMAX) * W.  If not all intervals
</span><span class="comment">*</span><span class="comment">          have converged after NITMAX iterations, then INFO is set
</span><span class="comment">*</span><span class="comment">          to the number of non-converged intervals.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  N       (input) INTEGER
</span><span class="comment">*</span><span class="comment">          The dimension n of the tridiagonal matrix T.  It must be at
</span><span class="comment">*</span><span class="comment">          least 1.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  MMAX    (input) INTEGER
</span><span class="comment">*</span><span class="comment">          The maximum number of intervals.  If more than MMAX intervals
</span><span class="comment">*</span><span class="comment">          are generated, then <a name="DLAEBZ.85"></a><a href="dlaebz.f.html#DLAEBZ.1">DLAEBZ</a> will quit with INFO=MMAX+1.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  MINP    (input) INTEGER
</span><span class="comment">*</span><span class="comment">          The initial number of intervals.  It may not be greater than
</span><span class="comment">*</span><span class="comment">          MMAX.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  NBMIN   (input) INTEGER
</span><span class="comment">*</span><span class="comment">          The smallest number of intervals that should be processed
</span><span class="comment">*</span><span class="comment">          using a vector loop.  If zero, then only the scalar loop
</span><span class="comment">*</span><span class="comment">          will be used.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  ABSTOL  (input) DOUBLE PRECISION
</span><span class="comment">*</span><span class="comment">          The minimum (absolute) width of an interval.  When an
</span><span class="comment">*</span><span class="comment">          interval is narrower than ABSTOL, or than RELTOL times the
</span><span class="comment">*</span><span class="comment">          larger (in magnitude) endpoint, then it is considered to be
</span><span class="comment">*</span><span class="comment">          sufficiently small, i.e., converged.  This must be at least
</span><span class="comment">*</span><span class="comment">          zero.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  RELTOL  (input) DOUBLE PRECISION
</span><span class="comment">*</span><span class="comment">          The minimum relative width of an interval.  When an interval
</span><span class="comment">*</span><span class="comment">          is narrower than ABSTOL, or than RELTOL times the larger (in
</span><span class="comment">*</span><span class="comment">          magnitude) endpoint, then it is considered to be
</span><span class="comment">*</span><span class="comment">          sufficiently small, i.e., converged.  Note: this should
</span><span class="comment">*</span><span class="comment">          always be at least radix*machine epsilon.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  PIVMIN  (input) DOUBLE PRECISION
</span><span class="comment">*</span><span class="comment">          The minimum absolute value of a &quot;pivot&quot; in the Sturm
</span><span class="comment">*</span><span class="comment">          sequence loop.  This *must* be at least  max |e(j)**2| *
</span><span class="comment">*</span><span class="comment">          safe_min  and at least safe_min, where safe_min is at least
</span><span class="comment">*</span><span class="comment">          the smallest number that can divide one without overflow.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  D       (input) DOUBLE PRECISION array, dimension (N)
</span><span class="comment">*</span><span class="comment">          The diagonal elements of the tridiagonal matrix T.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  E       (input) DOUBLE PRECISION array, dimension (N)
</span><span class="comment">*</span><span class="comment">          The offdiagonal elements of the tridiagonal matrix T in
</span><span class="comment">*</span><span class="comment">          positions 1 through N-1.  E(N) is arbitrary.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  E2      (input) DOUBLE PRECISION array, dimension (N)
</span><span class="comment">*</span><span class="comment">          The squares of the offdiagonal elements of the tridiagonal
</span><span class="comment">*</span><span class="comment">          matrix T.  E2(N) is ignored.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  NVAL    (input/output) INTEGER array, dimension (MINP)
</span><span class="comment">*</span><span class="comment">          If IJOB=1 or 2, not referenced.
</span><span class="comment">*</span><span class="comment">          If IJOB=3, the desired values of N(w).  The elements of NVAL
</span><span class="comment">*</span><span class="comment">          will be reordered to correspond with the intervals in AB.
</span><span class="comment">*</span><span class="comment">          Thus, NVAL(j) on output will not, in general be the same as
</span><span class="comment">*</span><span class="comment">          NVAL(j) on input, but it will correspond with the interval
</span><span class="comment">*</span><span class="comment">          (AB(j,1),AB(j,2)] on output.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  AB      (input/output) DOUBLE PRECISION array, dimension (MMAX,2)
</span><span class="comment">*</span><span class="comment">          The endpoints of the intervals.  AB(j,1) is  a(j), the left
</span><span class="comment">*</span><span class="comment">          endpoint of the j-th interval, and AB(j,2) is b(j), the
</span><span class="comment">*</span><span class="comment">          right endpoint of the j-th interval.  The input intervals
</span><span class="comment">*</span><span class="comment">          will, in general, be modified, split, and reordered by the
</span><span class="comment">*</span><span class="comment">          calculation.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  C       (input/output) DOUBLE PRECISION array, dimension (MMAX)
</span><span class="comment">*</span><span class="comment">          If IJOB=1, ignored.
</span><span class="comment">*</span><span class="comment">          If IJOB=2, workspace.
</span><span class="comment">*</span><span class="comment">          If IJOB=3, then on input C(j) should be initialized to the
</span><span class="comment">*</span><span class="comment">          first search point in the binary search.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  MOUT    (output) INTEGER
</span><span class="comment">*</span><span class="comment">          If IJOB=1, the number of eigenvalues in the intervals.
</span><span class="comment">*</span><span class="comment">          If IJOB=2 or 3, the number of intervals output.
</span><span class="comment">*</span><span class="comment">          If IJOB=3, MOUT will equal MINP.
</span><span class="comment">*</span><span class="comment">
</span><span class="comment">*</span><span class="comment">  NAB     (input/output) INTEGER array, dimension (MMAX,2)
</span><span class="comment">*</span><span class="comment">          If IJOB=1, then on output NAB(i,j) will be set to N(AB(i,j)).
</span><span class="comment">*</span><span class="comment">          If IJOB=2, then on input, NAB(i,j) should be set.  It must
</span><span class="comment">*</span><span class="comment">             satisfy the condition:
</span><span class="comment">*</span><span class="comment">             N(AB(i,1)) &lt;= NAB(i,1) &lt;= NAB(i,2) &lt;= N(AB(i,2)),
</span><span class="comment">*</span><span class="comment">             which means that in interval i only eigenvalues
</span><span class="comment">*</span><span class="comment">             NAB(i,1)+1,...,NAB(i,2) will be considered.  Usually,
</span><span class="comment">*</span><span class="comment">             NAB(i,j)=N(AB(i,j)), from a previous call to <a name="DLAEBZ.160"></a><a href="dlaebz.f.html#DLAEBZ.1">DLAEBZ</a> with
</span><span class="comment">*</span><span class="comment">             IJOB=1.
</span><span class="comment">*</span><span class="comment">             On output, NAB(i,j) will contain
</span><span class="comment">*</span><span class="comment">             max(na(k),min(nb(k),N(AB(i,j)))), where k is the index of
</span><span class="comment">*</span><span class="comment">             the input interval that the output interval
</span><span class="comment">*</span><span class="comment">             (AB(j,1),AB(j,2)] came from, and na(k) and nb(k) are the
</span><span class="comment">*</span><span class="comment">             the input values of NAB(k,1) and NAB(k,2).
</span><span class="comment">*</span><span class="comment">          If IJOB=3, then on output, NAB(i,j) contains N(AB(i,j)),
</span><span class="comment">*</span><span class="comment">             unless N(w) &gt; NVAL(i) for all search points  w , in which
</span><span class="comment">*</span><span class="comment">             case NAB(i,1) will not be modified, i.e., the output
</span><span class="comment">*</span><span class="comment">             value will be the same as the input value (modulo
</span><span class="comment">*</span><span class="comment">             reorderings -- see NVAL and AB), or unless N(w) &lt; NVAL(i)
</span><span class="comment">*</span><span class="comment">             for all search points  w , in which case NAB(i,2) will
</span><span class="comment">*</span><span class="comment">             not be modified.  Normally, NAB should be set to some
</span><span class="comment">*</span><span class="comment">             distinctive value(s) before <a name="DLAEBZ.174"></a><a href="dlaebz.f.html#DLAEBZ.1">DLAEBZ</a> is called.
</span><span class="comment">*</span><span class="comment">

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