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decus_20tap2_198111
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decus/20-0026/dllsq.doc
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SUBROUTINE DLLSQ
PURPOSE
TO SOLVE LINEAR LEAST SQUARES PROBLEMS, I.E. TO MINIMIZE
THE EUCLIDEAN NORM OF B-A*X, WHERE A IS A M BY N MATRIX
WITH M NOT LESS THAN N. IN THE SPECIAL CASE M=N SYSTEMS OF
LINEAR EQUATIONS MAY BE SOLVED.
USAGE
CALL DLLSQ (A,B,M,N,L,X,IPIV,EPS,IER,AUX)
DESCRIPTION OF PARAMETERS
A - DOUBLE PRECISION M BY N COEFFICIENT MATRIX
(DESTROYED).
B - DOUBLE PRECISION M BY L RIGHT HAND SIDE MATRIX
(DESTROYED).
M - ROW NUMBER OF MATRICES A AND B.
N - COLUMN NUMBER OF MATRIX A, ROW NUMBER OF MATRIX X.
L - COLUMN NUMBER OF MATRICES B AND X.
X - DOUBLE PRECISION N BY L SOLUTION MATRIX.
IPIV - INTEGER OUTPUT VECTOR OF DIMENSION N WHICH
CONTAINS INFORMATIONS ON COLUMN INTERCHANGES
IN MATRIX A. (SEE REMARK NO.3).
EPS - SINGLE PRECISION INPUT PARAMETER WHICH SPECIFIES
A RELATIVE TOLERANCE FOR DETERMINATION OF RANK OF
MATRIX A.
IER - A RESULTING ERROR PARAMETER.
AUX - A DOUBLE PRECISION AUXILIARY STORAGE ARRAY OF
DIMENSION MAX(2*N,L). ON RETURN FIRST L LOCATIONS
OF AUX CONTAIN THE RESULTING LEAST SQUARES.
REMARKS
(1) NO ACTION BESIDES ERROR MESSAGE IER=-2 IN CASE
M LESS THAN N.
(2) NO ACTION BESIDES ERROR MESSAGE IER=-1 IN CASE
OF A ZERO-MATRIX A.
(3) IF RANK K OF MATRIX A IS FOUND TO BE LESS THAN N BUT
GREATER THAN 0, THE PROCEDURE RETURNS WITH ERROR CODE
IER=K INTO CALLING PROGRAM. THE LAST N-K ELEMENTS OF
VECTOR IPIV DENOTE THE USELESS COLUMNS IN MATRIX A.
THE REMAINING USEFUL COLUMNS FORM A BASE OF MATRIX A.
(4) IF THE PROCEDURE WAS SUCCESSFUL, ERROR PARAMETER IER
IS SET TO 0.
SUBROUTINES AND FUNCTION SUBPROGRAMS REQUIRED
NONE
METHOD
HOUSEHOLDER TRANSFORMATIONS ARE USED TO TRANSFORM MATRIX A
TO UPPER TRIANGULAR FORM. AFTER HAVING APPLIED THE SAME
TRANSFORMATION TO THE RIGHT HAND SIDE MATRIX B, AN
APPROXIMATE SOLUTION OF THE PROBLEM IS COMPUTED BY
BACK SUBSTITUTION. FOR REFERENCE, SEE
G. GOLUB, NUMERICAL METHODS FOR SOLVING LINEAR LEAST
SQUARES PROBLEMS, NUMERISCHE MATHEMATIK, VOL.7,
ISS.3 (1965), PP.206-216.