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This is a very interesting Matlab´s problem. here, i did parts (b) and (c).
At the Matlab´s workspace, i wrote
A=randn(500,500);
xt=randn(500,1);
b=A*xt;
______________________________________
Now we call the function GMRES at the Matlab´s workspace
X = GMRES(A,b,500,1e-6,500)% The function GMRES with A=randn(500,500);,
xt=randn(500,1); and b=A*xt;, restart 500, tol=1e-6, and max number of iterations= 500* 500
gmres converged at iteration 500 to a solution with relative residual 2e-015% matlab´s answer
__________________________________________________________________________
[X,FLAG,RELRES,ITER,RESVEC] = GMRES(A,b,500,1e-6,500)
__________________________________________________________________________-
X =
0.2903
0.4515
0.5905
-2.3149
0.7838
-0.1707
-0.7265
-0.1288
-0.1718
-1.7897
0.4023
1.5591
-0.4952
0.4149
0.8814
0.3116
0.9356
2.1408
-0.8128
-2.0911
-0.8872
-1.2502
-0.2999
1.0823
0.1077
-1.7463
2.5119
-1.4231
0.5590
-0.4043
1.9992
0.2051
-1.3772
-1.0585
0.4477
-0.5639
0.3367
-0.2447
-0.5664
1.1449
-0.3566
-2.6825
-1.2962
-0.1448
0.7170
-2.7231
-0.3916
-0.5373
0.7689
-0.9344
-0.5826
-1.2695
-0.5434
-0.9964
-1.5921
1.0864
-0.7310
0.4480
1.0037
2.1332
-0.4014
-1.4930
-0.6195
0.8274
-0.8166
0.2653
-0.2648
1.0103
-0.6708
1.1438
0.7474
-0.7137
1.6415
-0.0905
-1.6943
-1.1528
0.9518
-1.0499
-1.3952
0.2144
-2.2509
-0.5927
-1.4691
0.0966
-0.3189
0.3894
-1.4194
-1.0501
1.3104
-1.4714
0.0032
1.1161
0.4819
0.6380
0.2338
-1.4771
1.4076
-0.1804
0.6915
-0.1835
-1.9493
0.7699
1.0844
-0.3553
0.6738
-1.1287
-1.5412
0.7353
0.5980
1.8654
-0.6813
0.6504
-0.2770
2.0231
-0.4616
-0.8840
0.1948
-0.9797
0.0868
-1.1050
1.0278
-0.0378
1.1446
0.7911
-1.7503
-0.5368
1.2638
2.4342
-0.1657
1.6086
-1.3542
-0.0560
-0.2498
0.5969
0.7751
1.4320
0.0754
-0.1178
-0.4731
0.4696
-0.3003
2.0248
-0.5513
0.0753
-0.5614
-2.3836
0.6865
-1.3917
0.4761
-2.7249
-1.4015
-1.4666
-1.5133
-0.1749
-1.2692
0.4316
0.0596
-3.7217
-0.9686
-0.9252
1.8881
-1.2898
0.3755
0.2346
1.7681
-0.3531
1.8124
0.6527
2.5031
0.2648
-0.9290
-0.3747
-1.3343
-1.8087
0.0493
-0.5836
0.0388
0.4662
-0.5439
-0.0833
-1.2181
-0.2610
0.1271
0.9441
-1.7449
0.9170
0.3522
1.1027
-0.2648
-0.2651
0.5734
-0.3438
0.7328
0.1720
-0.4256
1.3016
-1.2562
-2.9605
1.3202
1.0297
0.5734
0.7696
-0.5999
-0.2432
0.5236
-0.7674
-0.8189
-1.6920
-1.5413
-1.5201
0.8551
0.0251
-0.4140
0.4911
-0.7376
-0.7506
0.3365
0.6703
1.1264
-0.9991
-1.2177
0.8000
0.5934
-0.6226
0.3175
1.6497
-0.5892
-0.2685
-0.3085
-0.3484
0.6613
0.2517
-0.0843
1.0262
0.6615
-1.5730
-0.5665
0.2771
-1.0120
-0.5811
-0.9219
-0.0088
1.3772
1.0464
-0.7906
0.3415
-0.5550
-0.5335
0.5294
1.4235
1.4320
0.7109
1.0875
-0.4629
-1.0175
-1.5200
-0.2370
0.3736
1.0984
-0.7533
-1.1232
-0.7071
0.9561
-1.1244
-0.2225
0.0695
-0.7289
-0.3421
-0.0128
0.7326
-2.2101
0.5302
-0.9031
0.9820
-1.2067
1.5997
-0.5891
0.7816
1.3365
-0.6816
0.2138
1.3954
1.0152
0.0551
-0.4604
1.1363
0.3186
0.1248
-1.0026
-0.1164
-0.6556
0.2972
0.9503
0.0459
0.1665
-1.6271
1.3488
-0.6102
-0.6156
-0.9144
-1.0883
0.4712
-0.9160
-0.7362
0.1769
-1.4531
1.4286
-0.2409
-0.9243
0.5684
0.1604
-1.2247
-0.5626
0.4244
1.3202
0.9817
-0.6220
0.3174
0.4481
0.6939
-0.4525
-0.6516
0.5699
-0.0003
0.5763
-0.6298
-1.3758
-1.5400
0.4834
-1.3917
-0.1085
-0.2732
0.7542
2.9150
-1.6882
-0.6954
-0.9054
-1.1365
1.5967
0.5084
-0.8297
-0.1748
0.8795
-0.0516
1.9044
-1.3317
-0.2927
0.4429
-0.6024
0.4781
-1.2401
0.1120
0.7375
0.2666
-0.1134
2.2428
-0.1684
0.7604
0.7700
-1.5221
1.2859
-0.0813
-0.1655
-0.0295
1.4354
-1.0634
0.7949
0.9859
2.3122
0.8855
0.2019
2.0714
0.2097
1.3783
0.4040
0.8947
0.6197
0.3290
1.6076
2.3626
0.8275
0.0724
-0.3335
1.4553
-1.5966
0.5616
-0.1758
1.0465
-0.2925
0.9069
0.1435
0.0033
-0.7621
-0.4480
-0.7373
2.0172
0.4566
-0.2554
0.9048
0.1062
1.0033
0.2253
-0.0568
1.5118
0.7252
0.4911
-0.4196
-0.4288
-0.1074
0.2283
-0.3554
-0.2675
-0.4897
-2.5903
-0.6153
1.1390
0.0251
-2.1130
-0.7269
0.6654
-0.3435
1.5071
-0.4354
-0.1800
-1.0355
-0.9292
2.0531
1.0199
-0.5798
0.3370
-0.3372
-1.1275
0.6817
0.4175
0.5193
-2.2257
-0.2102
-0.1382
1.0775
-1.0061
-0.6332
-0.3253
-0.5572
0.1438
0.5237
-0.6365
0.8285
-0.2906
-1.0026
-0.2586
-0.3688
-0.7604
0.7794
0.1165
1.6735
-0.4481
-1.5379
0.4186
-1.3438
-0.0808
-0.1427
-0.5900
0.7158
-0.0752
-0.7028
1.1352
1.5170
0.6715
-0.5214
1.1176
0.3920
-0.6517
0.0452
1.2845
-0.4482
-1.0395
0.3662
-0.7733
-0.6988
-0.0013
-0.5219
0.9578
0.3496
-1.1891
0.8648
0.3212
-0.5464
-1.4398
-0.3965
-0.4357
1.9935
1.0239
1.9519
0.0320
-0.9026
0.1232
-3.0144
-0.8560
-0.4942
-1.8624
_____________________________________________
We can get the same answer with
x = A  b
______________________________________________
But, if we call GMRES(100), then
X = GMRES(A,b,100,1e-6,500)%%% at the Matlab´s workspace with m=100, The answer is
really fascinating!!
gmres(100) stopped at outer iteration 0 (inner iteration 0) without converging to the desired
tolerance 1e-006
because the maximum number of iterations was reached.
The iterate returned (number 469(100)) has relative residual 0.77
_________________________________________________________
I run out of time, i will deliver my final answer in a bit. This is a fascinating question.
Solution
This is a very interesting Matlab´s problem. here, i did parts (b) and (c).
At the Matlab´s workspace, i wrote
A=randn(500,500);
xt=randn(500,1);
b=A*xt;
______________________________________
Now we call the function GMRES at the Matlab´s workspace
X = GMRES(A,b,500,1e-6,500)% The function GMRES with A=randn(500,500);,
xt=randn(500,1); and b=A*xt;, restart 500, tol=1e-6, and max number of iterations= 500* 500
gmres converged at iteration 500 to a solution with relative residual 2e-015% matlab´s answer
__________________________________________________________________________
[X,FLAG,RELRES,ITER,RESVEC] = GMRES(A,b,500,1e-6,500)
__________________________________________________________________________-
X =
0.2903
0.4515
0.5905
-2.3149
0.7838
-0.1707
-0.7265
-0.1288
-0.1718
-1.7897
0.4023
1.5591
-0.4952
0.4149
0.8814
0.3116
0.9356
2.1408
-0.8128
-2.0911
-0.8872
-1.2502
-0.2999
1.0823
0.1077
-1.7463
2.5119
-1.4231
0.5590
-0.4043
1.9992
0.2051
-1.3772
-1.0585
0.4477
-0.5639
0.3367
-0.2447
-0.5664
1.1449
-0.3566
-2.6825
-1.2962
-0.1448
0.7170
-2.7231
-0.3916
-0.5373
0.7689
-0.9344
-0.5826
-1.2695
-0.5434
-0.9964
-1.5921
1.0864
-0.7310
0.4480
1.0037
2.1332
-0.4014
-1.4930
-0.6195
0.8274
-0.8166
0.2653
-0.2648
1.0103
-0.6708
1.1438
0.7474
-0.7137
1.6415
-0.0905
-1.6943
-1.1528
0.9518
-1.0499
-1.3952
0.2144
-2.2509
-0.5927
-1.4691
0.0966
-0.3189
0.3894
-1.4194
-1.0501
1.3104
-1.4714
0.0032
1.1161
0.4819
0.6380
0.2338
-1.4771
1.4076
-0.1804
0.6915
-0.1835
-1.9493
0.7699
1.0844
-0.3553
0.6738
-1.1287
-1.5412
0.7353
0.5980
1.8654
-0.6813
0.6504
-0.2770
2.0231
-0.4616
-0.8840
0.1948
-0.9797
0.0868
-1.1050
1.0278
-0.0378
1.1446
0.7911
-1.7503
-0.5368
1.2638
2.4342
-0.1657
1.6086
-1.3542
-0.0560
-0.2498
0.5969
0.7751
1.4320
0.0754
-0.1178
-0.4731
0.4696
-0.3003
2.0248
-0.5513
0.0753
-0.5614
-2.3836
0.6865
-1.3917
0.4761
-2.7249
-1.4015
-1.4666
-1.5133
-0.1749
-1.2692
0.4316
0.0596
-3.7217
-0.9686
-0.9252
1.8881
-1.2898
0.3755
0.2346
1.7681
-0.3531
1.8124
0.6527
2.5031
0.2648
-0.9290
-0.3747
-1.3343
-1.8087
0.0493
-0.5836
0.0388
0.4662
-0.5439
-0.0833
-1.2181
-0.2610
0.1271
0.9441
-1.7449
0.9170
0.3522
1.1027
-0.2648
-0.2651
0.5734
-0.3438
0.7328
0.1720
-0.4256
1.3016
-1.2562
-2.9605
1.3202
1.0297
0.5734
0.7696
-0.5999
-0.2432
0.5236
-0.7674
-0.8189
-1.6920
-1.5413
-1.5201
0.8551
0.0251
-0.4140
0.4911
-0.7376
-0.7506
0.3365
0.6703
1.1264
-0.9991
-1.2177
0.8000
0.5934
-0.6226
0.3175
1.6497
-0.5892
-0.2685
-0.3085
-0.3484
0.6613
0.2517
-0.0843
1.0262
0.6615
-1.5730
-0.5665
0.2771
-1.0120
-0.5811
-0.9219
-0.0088
1.3772
1.0464
-0.7906
0.3415
-0.5550
-0.5335
0.5294
1.4235
1.4320
0.7109
1.0875
-0.4629
-1.0175
-1.5200
-0.2370
0.3736
1.0984
-0.7533
-1.1232
-0.7071
0.9561
-1.1244
-0.2225
0.0695
-0.7289
-0.3421
-0.0128
0.7326
-2.2101
0.5302
-0.9031
0.9820
-1.2067
1.5997
-0.5891
0.7816
1.3365
-0.6816
0.2138
1.3954
1.0152
0.0551
-0.4604
1.1363
0.3186
0.1248
-1.0026
-0.1164
-0.6556
0.2972
0.9503
0.0459
0.1665
-1.6271
1.3488
-0.6102
-0.6156
-0.9144
-1.0883
0.4712
-0.9160
-0.7362
0.1769
-1.4531
1.4286
-0.2409
-0.9243
0.5684
0.1604
-1.2247
-0.5626
0.4244
1.3202
0.9817
-0.6220
0.3174
0.4481
0.6939
-0.4525
-0.6516
0.5699
-0.0003
0.5763
-0.6298
-1.3758
-1.5400
0.4834
-1.3917
-0.1085
-0.2732
0.7542
2.9150
-1.6882
-0.6954
-0.9054
-1.1365
1.5967
0.5084
-0.8297
-0.1748
0.8795
-0.0516
1.9044
-1.3317
-0.2927
0.4429
-0.6024
0.4781
-1.2401
0.1120
0.7375
0.2666
-0.1134
2.2428
-0.1684
0.7604
0.7700
-1.5221
1.2859
-0.0813
-0.1655
-0.0295
1.4354
-1.0634
0.7949
0.9859
2.3122
0.8855
0.2019
2.0714
0.2097
1.3783
0.4040
0.8947
0.6197
0.3290
1.6076
2.3626
0.8275
0.0724
-0.3335
1.4553
-1.5966
0.5616
-0.1758
1.0465
-0.2925
0.9069
0.1435
0.0033
-0.7621
-0.4480
-0.7373
2.0172
0.4566
-0.2554
0.9048
0.1062
1.0033
0.2253
-0.0568
1.5118
0.7252
0.4911
-0.4196
-0.4288
-0.1074
0.2283
-0.3554
-0.2675
-0.4897
-2.5903
-0.6153
1.1390
0.0251
-2.1130
-0.7269
0.6654
-0.3435
1.5071
-0.4354
-0.1800
-1.0355
-0.9292
2.0531
1.0199
-0.5798
0.3370
-0.3372
-1.1275
0.6817
0.4175
0.5193
-2.2257
-0.2102
-0.1382
1.0775
-1.0061
-0.6332
-0.3253
-0.5572
0.1438
0.5237
-0.6365
0.8285
-0.2906
-1.0026
-0.2586
-0.3688
-0.7604
0.7794
0.1165
1.6735
-0.4481
-1.5379
0.4186
-1.3438
-0.0808
-0.1427
-0.5900
0.7158
-0.0752
-0.7028
1.1352
1.5170
0.6715
-0.5214
1.1176
0.3920
-0.6517
0.0452
1.2845
-0.4482
-1.0395
0.3662
-0.7733
-0.6988
-0.0013
-0.5219
0.9578
0.3496
-1.1891
0.8648
0.3212
-0.5464
-1.4398
-0.3965
-0.4357
1.9935
1.0239
1.9519
0.0320
-0.9026
0.1232
-3.0144
-0.8560
-0.4942
-1.8624
_____________________________________________
We can get the same answer with
x = A  b
______________________________________________
But, if we call GMRES(100), then
X = GMRES(A,b,100,1e-6,500)%%% at the Matlab´s workspace with m=100, The answer is
really fascinating!!
gmres(100) stopped at outer iteration 0 (inner iteration 0) without converging to the desired
tolerance 1e-006
because the maximum number of iterations was reached.
The iterate returned (number 469(100)) has relative residual 0.77
_________________________________________________________
I run out of time, i will deliver my final answer in a bit. This is a fascinating question.

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