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1
Function Beale function Booth function Camel3 function Cube function Freudstein Roth function McCormick function
2Quasi-Newton method Starting point (3, 0) (2, -1) (0, 1) (-2, 1) (2, 1) (-1, 5) (-5, 5) (-5, -2) (2, 2) (-3, -3) (4, -4) (-5, 5) (0, 0) (3, 3) (4, 5) (5, -5) (5, 7) (3, 2) (1, 0) (-1, -2) (-1, -1) (0, 0) (0, 2) (3, 3)
3BFGS – Solve3 – Default step 4 Number of iterations 7 9 0 15 4 2 4 4 6 7 6 6 22 25 28 124 4 2 5 3 4 14 7 13
4Result (3.00000, 0.499999) (3.00000, 0.500000) (0, 1) (2.99999, 0.499998) (1,3) (1,3) (1,3) (1,3) (1.74755, -0.873778) (-1.74755, 0.873776) (-1.40873e-05, 8.36144e-06) (3.15455e-05, -2.08159e-05) (1,1) (1.00000, 0.999999) (1.00000, 1.00000) (1.00000, 1.00001) (-15.5583, 4.56866) (3.93979, 2.34174) (3.43127, -1.29338) (15.1835, -0.145270) (-0.547197, -1.54720) (-865968, -865969) (-60.2375, -61.2375) (-44.5295, -45.5295)
5Distance to minimum 1.00E-06 0 3.04138 0.000010198 0 0 0 0 1.95382 1.95382 0.0000163819 0.0000377944 0 1.00E-06 0 0.00001 20.5662 1.96822 5.52094 10.9949 0.0000122066 1.22E+06 84.4148 62.2004
6Function value 1.02E-12 2.01E-15 14.203125 1.56E-11 9.74E-18 0 3.50E-14 4.01E-20 0.298638442243012 0.298638442236861 3.49E-10 1.77E-09 7.90E-19 1.04E-12 7.21E-13 1.75E-11 882.752952450238 1562.46913854855 75.8100260354757 145.078183901214 -1.91322295498084 -865969.361814367 -61.6034833731871 -45.8955201052377
7LBFGS – Default step 4 Number of iterations 8 9 0 10 5 2 4 4 8 8 9 12 23 27 34 37 3 4 5 12 5 5 6 5
8Result (3.00, 0.50) (3.00, 0.50) (0, 1) (3.00, 0.50) (1,3) (1,3) (1,3) (1,3) (-7.21593e-07, 1.79620e-07) (-7.06236e-11, 3.14468e-10) (1.74755, -0.873780) (3.24446e-11, -7.11146e-11) (1,1) (1,1) (1,1) (1,1) (4.42786, 3.95197) (23.2839, -0.0285399) (3.76665, -1.32463) (10.6354, -0.962592) (-0.547198, -1.54720) (-0.547197, -1.54720) (-13.1136, -14.1136) (2.59440, 1.59440)
9Distance to minimum 0 0 3.04138 0 0 0 0 0 7.44E-07 3.22E-10 1.95382 7.82E-11 0 0 0 0 0.574152 18.7224 5.4656 7.509 0.0000128062 0.0000122066 17.7716 4.44288
10Function value 1.56E-14 8.13E-14 14.203125 8.43E-14 0 1.03E-29 0 0 9.44E-13 8.67E-20 0.298638442250412 4.86E-21 9.42E-14 9.49E-16 2.75E-14 3.17E-17 6.56262722589618 135.278205039916 73.0512445293543 49.4194259805292 -1.91322295498104 -1.91322295498088 -14.4795935671925 1.22836969860876
11DmLBFGS – Default step 4 and momentum 0.01 Number of iterations 10 12 0 694 7 2 9 9 9 12 4 12 23 2 2 59 1 2 1 1 5 7 10 6
12Result (3.00, 0.50) (3.00000, 0.500001) (0, 1) (-137209, 1.00001) (0.999999, 3.00000) (0.983160, 3.01684) (1,3) (0.999998, 3.00000) (7.47134e-07, -1.68573e-06) (-1.00095e-06, 1.41276e-06) (-0.0167967, -0.0286764) (2.69254e-07, -6.04864e-07) (1, 1) (0.149412, 3.10558) (0.142150, 5.08037) (0.999999, 0.999997) (4.92953, 6.01251) (16.0046, 2.92309) (2.83208, -1.09925) (-1.05114, -1.01132) (-0.547188, -1.54720) (-0.547199, -1.54720) (-0.547193, -1.54720) (2.59439, 1.59440)
13Distance to minimum 0 1.00E-06 3.04138 137212 1.00E-06 0.0238154 0 2.00E-06 1.84E-06 1.73E-06 0.0332335 6.62E-07 0 2.2709 4.16957 3.16E-06 2.01374 11.0572 5.54096 7.85682 0.000010198 0.0000134536 0.0000104403 4.44287
14Function value 9.75E-15 1.96E-12 14.203125 0.452020049962163 5.49E-12 3.01E-05 8.86E-13 1.78E-11 2.40E-12 2.43E-12 5.42E-04 2.97E-13 6.13E-15 964.268205697261 2580.94643669169 8.85E-13 23951.2334624963 632.997861929357 115.514941015128 293.479274072668 -1.91322295495376 -1.91322295497782 -1.91322295495796 1.22836969861451
15DmLBFGS – Default step 4 and momentum 0.1 Number of iterations 1 1 0 5 1 2 14 2 14 15 2 2 28 2 2 3 1 1 1 1 1 12 8 4
16Result (2.80429, 0.335507) (1.70396, -0.150082) (0, 1) (-0.809168, 1.70512) (2.40249, 1.80498) (0.827608, 3.17239) (0.999994, 3.00001) (0.0273837, 2.90196) (2.18751e-06, -3.62317e-07) (1.74755, -0.873776) (-1.67223, -3.97001) (0.219181, 4.98997) (1.00000, 0.999999) (0.791619, 3.08179) (-0.461242, 5.09294) (-1.49342, -4.91342) (4.93594, 6.10228) (3.84581, 2.30757) (2.66553, -0.999318) (-1.04649, -1.10120) (-0.390821, -1.66250) (-0.547201, -1.54720) (-0.532360, -1.67301) (2.60080, 1.59547)
17Distance to minimum 0.255657 1.45E+00 3.04138 3.99526 1.84E+00 0.243798 0.0000116619 9.78E-01 2.22E-06 1.95E+00 4.30782 4.99E+00 1.00E-06 2.09219 4.34596 6.41761 2.10326 2.04853 5.51751 7.9109 0.194288 0.0000148661 0.126691 4.44816
18Function value 8.16E-02 1.32E+00 14.203125 1.61754686750773 3.78E+00 3.21E-03 6.40E-11 4.25E-01 8.56E-12 2.99E-01 2.85E+01 2.91E+01 3.56E-14 793.882969610977 3287.32929203811 7.29E+00 23951.2334624963 1562.46913854855 115.514941015128 293.479274072668 -1.74213821714839 -1.91322295495903 -1.91029820295244 1.22837301519369
19DmLBFGS – Default step 4 and momentum 0.9 Number of iterations 1 1 0 2 1 2 2 2 2 3 2 2 1 2 2 2 1 1 1 1 1 1 2 1
20Result (2.97825, 0.0372786) (1.96711, -0.905565) (0, 1) (-1.79358, -0.644633) (2.04472, 1.08944) (-0.784331, 4.78433) (-4.74242, 5.16388) (-4.44185, -1.45302) (1.69775, 1.78393) (-2.30148, -2.95646) (3.55530, -3.99768) (-4.41733, 4.99889) (0.0255778, 0.00000) (2.66779, 3.01230) (3.54809, 5.00941) (4.15325, -4.98871) (4.99288, 6.90025) (3.09398, 2.03417) (1.18506, -0.111035) (-1.00517, -1.90013) (-0.932313, -1.07361) (0.0141421, -0.0989949) (0.154860, 1.84074) (3.01541, 2.90120)
21Distance to minimum 0.463232 1.74427 3.04138 4.92835 2.17754 2.52342 6.13659 7.03158 2.46267 3.74666 5.34992 6.67096 1.39624 2.61359 4.75059 6.76813 2.90026 2.73814 5.60842 8.41865 0.610408 1.55318 3.45991 5.69915
22Function value 0.0816002048334095 1.32034383860438 14.203125 4.1510780781747 3.78359213500126 0.460239406396516 31.6863439543563 7.11958856270286 0.187239436105983 6.3048575110819 14.4164010185532 24.5506505634639 0.581867472626275 839.635549231954 2520.66688797003 14479.1433447801 23951.2334624963 1562.46913854855 115.514941015128 293.479274072668 -1.74213821714839 -1.15731395572753 3.18703095912642 1.70444281974627
23DmLBFGS – Default step 4 and momentum 0.99 Number of iterations 1 1 0 2 1 2 2 2 2 2 2 2 1 2 2 2 1 1 1 1 1 1 2 1
24Result (2.99783, 0.00372786) (1.99671, -0.990556) (0, 1) (-1.97719, -0.960731) (2.00447, 1.00894) (-0.978398, 4.97840) (-4.97424, 5.01639) (-4.94418, -1.94530) (1.96785, 1.97703) (-2.96270, -2.99768) (3.95333, -3.99976) (-4.94206, 4.99989) (0.00255778, 0.00000) (2.96536, 3.00128) (3.95558, 5.00093) (4.90849, -4.99878) (4.99929, 6.99003) (3.00940, 2.00342) (1.01851, -0.0111035) (-1.00052, -1.99001) (-0.993231, -1.00736) (0.00141421, -0.00989949) (0.0154925, 1.98407) (3.00154, 2.99012)
25Distance to minimum 0.496277 1.79676 3.04138 5.18711 2.23E+00 2.79788 6.30534 7.73E+00 2.79E+00 4.21E+00 5.62378 7.03E+00 1.41241 2.80495 4.97422 7.15972 2.99003 2.81937 5.65166 8.47859 0.700264 1.63225 3.57581 5.76027
26Function value 8.16E-02 1.32E+00 14.203125 4.82266977376039 3.78E+00 5.83E-01 3.31E+01 8.59E+00 2.70E-01 8.86E+00 1.48E+01 2.40E+01 5.82E-01 868.274668601301 2408.27976294674 7.13E+04 23951.2334624963 1562.46913854855 115.514941015128 293.479274072668 -1.74213821714839 -1.15731395572753 3.48833375360427 1.70444281974627