Monday, September 29, 2014

A Unified Computer Program for Solving Schittkowski's Test Problem 395 but with 7000 Unknowns instead of 50 Unknowns

 Jsun Yui Wong

Similar to the computer programs of the preceding papers, the computer program below seeks to solve Schittkowski's last test problem but with 7000 unknowns instead of 50 unknowns; see Schittkowski [14, page 213, Test Problem 395].  The source of this Test Problem 395 is S. Walukiewicz--see Schittkowski [14, p. 213].  Specifically the computer program below tries to minimize the following:

7000
SIGMA   i*(X(i)^2+X(i)^4    )
i=1

subject to

7000
SIGMA     X(i)^2.
i=1

One notes line 406, which is 406 X(1)=(     1+SONE  )^(1/2).

The present paper uses the IBM Personal Computer BASIC Compiler--through A:\>bascom and A:\>link--Copyright IBM Corp 1982 Version 1.00/Copyright Microsoft, Inc. 1982.

0 REM  DEFDBL A-Z
1 DEFINT J,K,B
2 DIM A(7000),X(7000)
88 FOR JJJJ=-32000 TO 32000
89 RANDOMIZE JJJJ
90 M=-3D+30
110 FOR J44=1 TO 7000
112 A(J44)=-.01+RND*.02
114 NEXT J44
128 FOR I=1 TO 32000
129 FOR KKQQ=1 TO 7000
130 X(KKQQ)=A(KKQQ)
131 NEXT KKQQ
139 FOR IPP=1 TO FIX(1+RND*3)
140 B=1+FIX(RND*7000)
144 REM            GOTO 167
145 IF RND<.33 THEN 150 ELSE IF RND<.5 THEN         163 ELSE 167
150 R=(1-RND*2)*A(B)
160 X(B)=(A(B)     +RND^3*R)
162 GOTO 168
163 IF RND<.5 THEN X(B)=(A(B)-.001)   ELSE X(B)=(A(B)     +.001   )
165 GOTO 168
167 IF RND<.5 THEN X(B)=CINT(A(B)-1)   ELSE X(B)=CINT(A(B)     +1   )
168 REM   IF A(B)=0 THEN X(B)=1 ELSE X(B)=0
169 NEXT IPP
170 GOTO 400
396 FOR J44=1 TO 50
397 REM IF X(J44)<-1 THEN X(J44)=A(J44)
398 REM IF X(J44)>1 THEN X(J44)=A(J44)
399 NEXT J44
400 SONE=0
401 FOR J44=2 TO 7000
403 SONE=SONE-X(J44)^2
404 NEXT J44
405 IF  (     1+SONE  )<.0000001 THEN 1670
406 X(1)=(     1+SONE  )^(1/2)
410 STWO=0
411 FOR J44=1 TO 7000
413 STWO=STWO+J44*(X(J44)^2+X(J44)^4    )
415 NEXT J44
457 PD1= -   STWO
1111 IF PD1<=M THEN 1670
1452 M=PD1
1454 FOR KLX=1 TO 7000
1455 A(KLX)=X(KLX)
1456 NEXT KLX
1557 GOTO 128
1670 NEXT I
1889 REM  IF M<-999999999# THEN 1999
1911 GOTO 1935
1922  LPRINT A(1),A(2),A(3),A(4),A(5)
1923  LPRINT A(6),A(7),A(8),A(9),A(10)
1924  LPRINT A(11),A(12),A(13),A(14),A(15)
1925  LPRINT A(16),A(17),A(18),A(19),A(20)
1926  LPRINT A(21),A(22),A(23),A(24),A(25)
1927  LPRINT A(26),A(27),A(28),A(29),A(30)
1928  LPRINT A(31),A(32),A(33),A(34),A(35)
1929  LPRINT A(36),A(37),A(38),A(39),A(40)
1930  LPRINT A(41),A(42),A(43),A(44),A(45)
1931  LPRINT A(46),A(47),A(48),A(49),A(50)
1935  PRINT A(1),A(2),A(3),A(4),A(5)
1937  PRINT A(6996),A(6997),A(6998),A(6999),A(7000)
1939  PRINT M,JJJJ
1999  NEXT JJJJ

This BASIC computer program was run with the IBM Personal Computer BASIC Compiler, Version 1.00.  See the BASIC manual [11, page iii, Preface].  Copied by hand from the screen, the computer program's complete output through JJJJ=-32000 is shown below:

.9129748        .4080154        4.223556E-04        -8.769279E-05
8.233389E-05
-1.720836E-06        1.80706E-06        -5.414935E-07
2.130225E-06        9.461994E-07
-1.916716        -32000

Above there is no rounding by hand.

M=-1.91667 is optimal.  See Schittkowski [14, p. 213].

Of the 7000 A's, only the 10 A's of line 1935 and  line 1937 are shown above.

On a personal computer with a Pentium Dual-Core CPU E5200 @2.50GHz, 2.50 GHz, 960 MB of RAM, and  the IBM Personal Computer BASIC Compiler, Copyright IBM Corp 1982 Version 1.00/Copyright Microsoft, Inc. 1982, the wall-clock time for obtaining the output through JJJJ=-32000 was 14 hours and a half.

Acknowledgment

I would like to acknowledge the encouragement of Roberta Clark and Tom Clark.

References

[1] E. Balas, An Additive Algorithm for Solving Linear Programs with Zero-One Variables.    Operations Research, Vol. 13, No. 4 (1965), pp. 517-548.

[2] E. Balas, Discrete Programming by the Filter Method.  Operations Research, Vol. 15, No. 5 (Sep. - Oct., 1967), pp. 915-957.

[3] F. Cajori (1911) Historical Note on the Newton-Raphson Method of Approximation.  The American Mathematical Monthly, Volume 18 #2, pp. 29-32.

[4] M. A. Duran, I. E. Grossmann, An Outer-Approximation Algorithm for a Class of Mixed-Integer Nonlinear Programs.  Mathematical Programming, 36:307-339, 1986.

[5] D. M. Himmelblau, Applied Nonlinear Programming.  New York: McGraw-Hill Book Company, 1972.

[6] W. Hock, K. Schittkowski, Test Examples for Nonlinear Programming Codes.  Springer-Verlag, 1981.

[7] Jack Lashover (November 12, 2012).  Monte Carlo Marching.  www.academia.edu/5481312/MONTE_ CARLO_MARCHING

[8] E. L. Lawler, M. D. Bell, A Method for Solving Discrete Optimization Problems.  Operations Research, Vol. 14, No. 6 (Nov. - Dec., 1966), pp. 1098-1112.

[9] E. L. Lawler, M. D. Bell, Errata: A Method for Solving Discrete Optimization Problems.  Operations Research, Vol. 15, No. 3 (May - June, 1967), p. 578.

[10] Duan Li, Xiaoling Sun, Nonlinear Integer Programming.  Springer Science+Business Media,LLC (2006).  http://www.books.google.ca/books?isbn=0387329951

[11] Microsoft Corp., BASIC, Second Edition (May 1982), Version 1.10. Boca Raton, Florida: IBM Corp., Personal Computer, P. O. Box 1328-C,Boca Raton, Floridda 33432, 1981.

[12] Harvey M. Salkin, Integer Programming.  Menlo Park, California: Addison-Wesley Publishing Company (1975).

[13] Harvey M. Salkin, Kamlesh Mathur, Foundations of Integer Programming.  Elsevier Science Ltd (1989).

[14] K. Schittkowski, More Test Examples for Nonlinear Programming Codes.  Springer-Verlag, 1987.

[15] S. Surjanovic, Zakharov Function.  www.sfu.ca/~ssurjano/zakharov.html

[16] Jsun Yui Wong (2012, April 23).  The Domino Method of General Integer Nonlinear Programming Applied to Problem 2 of Lawler and Bell.   http://computationalresultsfromcomputerprograms.wordpress.com/2012/04/23/

[17] Jsun Yui Wong (2013, September 4).  A Nonlinear Integer/Discrete/Continuous Programming Solver Applied to a Literature Problem with Twenty Binary Variables and Three Constraints, Third Edition.  http://myblogsubstance.typepad.com/substance/2013/09/

[18] Jsun Yui Wong (2014, June 27).  A Unified Computer Program for Schittkowski's Test Problem 377, Second Edition.  http://nonlinearintegerprogrammingsolver.blogspot.ca/2014_06_01_archive.html