How to perform fft
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I have 1000 samples from an experiment with frequency Fs=67890 Hz. How can I perform fft on them? I followed the guide here https://uk.mathworks.com/help/matlab/ref/fft.html but it seems that the dominant frequency is zero which has no physical meaning.
These are my data
x =
0.3551
0.2308
0.3209
0.4527
0.4606
0.4511
0.4925
0.4769
0.5424
0.4698
0.4246
0.4502
0.5823
0.5451
0.4235
0.4062
0.3832
0.2749
0.1591
0.1889
0.4155
0.3840
0.3582
0.1852
0.2677
0.2454
0.2458
0.2100
0.1469
0.1186
0
0.4154
0.4807
0.4320
0.4072
0.3352
0.3357
0.2770
0.2801
0.3578
0.2703
0.3626
0.0998
0.3656
0.2590
0.4388
0.4144
0.2631
0
0.1076
0
0.4535
0.4626
0.4159
0.3686
0.4763
0.2582
0.2961
0.3691
0.3860
0.3875
0.4018
0.4292
0.3921
0.3128
0.4884
0.3153
0.2672
0.3448
0.3787
0.4799
0.3870
0.3534
0.3968
0.3006
0.3119
0.3585
0.1352
0.4154
0.3323
0.3733
0.3232
0.4116
0.3276
0.4852
0.3715
0.3991
0.3766
0.4866
0.3483
0.2736
0.3153
0.4049
0.3774
0.3071
0.3831
0.3992
0.3661
0.3337
0.1616
0.3305
0.4556
0.5053
0.4209
0.2868
0.2666
0.3057
0.4016
0.2579
0.4286
0.1672
0.4614
0.3814
0.4272
0.3374
0.4215
0.4788
0.3943
0.4097
0.3937
0.4230
0.4981
0.4821
0.1748
0.4015
0.5066
0.4959
0.4267
0.4692
0.3354
0.2919
0.5676
0.4875
0.4957
0.4122
0.5627
0.4573
0.3724
0.4320
0.4127
0.3655
0.3132
0.1982
0.2905
0.3757
0.5282
0.4584
0.4669
0.4059
0.3229
0.4696
0.3960
0.5024
0.4505
0.4084
0.4720
0.4251
0.3683
0.3791
0.3650
0.2426
0.3169
0.4405
0.4129
0.4839
0.3578
0.3550
0.4090
0.4063
0.4497
0.5195
0.4645
0.4514
0.4375
0.3405
0.5263
0.4195
0.3746
0.2887
0.4121
0.3987
0.4428
0.4065
0.3340
0.3511
0.3328
0.3698
0.4988
0.3478
0.2817
0.2795
0.4926
0.3976
0.3728
0.4816
0.4690
0.4328
0.6150
0.1455
0.3981
0.3184
0.4321
0.3678
0.3407
0.2930
0.3325
0.5747
0.5205
0.4418
0.4604
0.3597
0.3404
0.3153
0.5779
0.3666
0.3215
0.2842
0.2314
0.2940
0.3745
0.3215
0.2711
0.3004
0.3946
0.3942
0.3256
0.2587
0.3177
0.2474
0.2057
0.4025
0.4435
0.4262
0.3123
0.3033
0.3595
0.3224
0.5162
0.5210
0.5185
0.5082
0.5174
0.4634
0.4224
0.5525
0.4637
0.5132
0.5806
0.3519
0.5952
0.5103
0.4021
0.3890
0.3671
0.5863
0.3946
0.3198
0.1014
0.4934
0.4089
0.5890
0.4601
0.5628
0.5392
0.4553
0.4755
0.5468
0.4478
0.4900
0.3323
0.2200
0.4340
0.4119
0.4075
0.3577
0.5101
0.3585
0.3939
0.4366
0.3738
0.3934
0.4416
0.4464
0.3510
0.3791
0.4289
0.3966
0.3113
0.2998
0.4251
0.4033
0.3393
0.3843
0.4246
0.4224
0.4072
0.2900
0.4400
0.5314
0.4580
0.4382
0.4118
0.4298
0.5275
0.4492
0.4100
0.4098
0.4530
0.4531
0.4177
0.5175
0.2001
0.5330
0.4534
0.4613
0.0637
0.4619
0.5318
0.4129
0.3292
0.3293
0.4428
0.3560
0.4558
0.3736
0.2481
0.3881
0.3586
0.3284
0.0465
0.3070
0.4227
0.3891
0.3911
0.5650
0.3529
0.3481
0.3482
0.3682
0.5319
0.5387
0.1824
0.3062
0.4315
0.4625
0.3685
0.5253
0.4801
0.5584
0.4634
0.5326
0.4494
0.4534
0.4064
0.3226
0.1444
0.4603
0.4277
0
0.3656
0.4511
0.5926
0.4544
0.4301
0.3542
0.3607
0.3684
0.4694
0.5180
0.3940
0.4657
0.3901
0.4060
0.3740
0.3351
0.3571
0.3845
0.3225
0.4296
0.3675
0.4469
0.3926
0.3571
0.3877
0.2835
0.4564
0.4695
0.3038
0.4322
0.3454
0.4157
0.4131
0.3656
0.3244
0.3835
0.3835
0.3669
0.3769
0.3392
0.4072
0.4156
0.4026
0.4092
0.3624
0.4615
0.3921
0.4848
0.4077
0.2904
0.3404
0.3485
0.4472
0.4097
0.3488
0.3555
0.2958
0.1905
0.2594
0.5082
0.3526
0.5096
0.2486
0.3777
0.3662
0.4036
0.4170
0.4132
0.4760
0.4813
0.2767
0.4714
0.3762
0.3883
0.2067
0.1974
0.3166
0.3852
0.2576
0.3949
0.2443
0.3779
0.4300
0.3881
0.3786
0.3516
0.4147
0.3850
0.4277
0.4620
0.4737
0.4113
0.3448
0.3532
0.3431
0.2336
0.4660
0.4304
0.4478
0.2664
0.3472
0.3404
0.3530
0.5004
0.4685
0.4902
0.5056
0.4876
0.3388
0.3673
0.4873
0.3627
0.3553
0.3385
0.3725
0.5111
0.4345
0.3356
0.3316
0.3864
0.3736
0.3033
0.4409
0.4224
0.3873
0.3507
0.3317
0.3222
0.2853
0.3617
0.4143
0.4293
0.3870
0.3259
0.4120
0.3762
0.3981
0.4022
0.3711
0.3616
0.4801
0.3860
0.2593
0.5820
0.4110
0.4032
0.4109
0.3933
0.4776
0.2430
0.4151
0.4863
0.3633
0.1881
0.1723
0.4596
0.3971
0.3804
0.4301
0.2390
0.4319
0.3753
0.4073
0.4224
0.4255
0.4830
0.3504
0.3461
0.1993
0.4117
0.4678
0.4710
0.3577
0.3979
0.3993
0.3446
0.3214
0.3113
0.3695
0.3847
0.4664
0.4420
0.3579
0.5084
0.4741
0.4416
0.4036
0.3741
0.4747
0.5657
0.4787
0.4972
0.3841
0.2781
0.4447
0.5256
0.4557
0.4701
0.4399
0.3622
0.3493
0.3782
0.3784
0.6737
0.5224
0.4507
0.2935
0.4661
0.3368
0.3713
0.4094
0.3704
0.4510
0.3874
0.4808
0.3836
0.4163
0.2954
0.4038
0.3723
0.3454
0.3572
0.2956
0.3123
0.3045
0.3775
0.3586
0.3899
0.3283
0.2579
0.3975
0.3386
0.3333
0.3667
0.2439
0.3291
0.4948
0.4187
0.4469
0.3125
0.2881
0.1765
0.3667
0.4266
0.4227
0.4985
0.3694
0.3063
0.3647
0.3031
0.4227
0.4508
0.3426
0.2608
0.3380
0.4410
0.2822
0.3007
0.2079
0.3175
0.2548
0.2257
0.2664
0.2629
0.3153
0.2829
0.1878
0.2932
0.4240
0.3506
0.3450
0.3436
0.3147
0.4307
0.3297
0.3263
0.2626
0.3670
0.3903
0.3504
0.3635
0.3506
0.3645
0.3349
0.3742
0.4376
0.3087
0.1669
0.5031
0.4398
0.3169
0.1251
0.3737
0.4122
0.3529
0.3419
0.3728
0.3230
0.3516
0.3272
0.4056
0.4307
0.4187
0.3042
0.3735
0.3499
0.4240
0.1846
0.2853
0.2608
0.3536
0.3915
0.4461
0.4830
0.4267
0.2480
0.4508
0.1829
0.2214
0.3592
0.4563
0.2695
0.3125
0.2981
0.4959
0.3519
0.1361
0.3236
0.3682
0.3274
0.4352
0.3589
0.3794
0.3441
0.4345
0.3739
0.3811
0.3532
0.3125
0.4182
0.2854
0.3541
0.3988
0.4035
0.3540
0.3104
0.4531
0.5163
0.5809
0.3362
0.4588
0.4724
0.4871
0.4134
0.4033
0.3325
0.4309
0.3734
0.3137
0.3562
0.4370
0.2704
0.3935
0.3315
0.3020
0.3531
0.2427
0.3931
0.3654
0.3365
0.5205
0.3245
0.6086
0.4521
0.3837
0.4901
0.3527
0.4278
0.2909
0.3649
0.3479
0.2947
0.5558
0.4566
0.5902
0.4304
0.5311
0.5395
0.3745
0.5311
0.3001
0.4030
0.4117
0.3925
0.4652
0.3820
0.2739
0.4634
0.3541
0.3096
0.3282
0.3180
0.2612
0.2147
0.4373
0.4462
0.4324
0.4857
0.2976
0.3247
0.3276
0.3106
0.5885
0.5510
0.3492
0.3284
0.4325
0.4530
0.5664
0.5522
0.4787
0.4568
0.4210
0.5093
0.4775
0.4069
0.4151
0.4295
0.4312
0.3926
0.3863
0.3583
0.4121
0.3848
0.3773
0.3826
0.3374
0.3023
0.3368
0.4261
0.2167
0.4879
0.3032
0.2540
0.5302
0.4484
0.4872
0.3173
0.3800
0.4337
0.3698
0.3272
0.2498
0.3854
0.4042
0.4299
0.4018
0.3248
0.3756
0.3824
0.4029
0.4295
0.3573
0.3036
0.0557
0.4097
0.5186
0.4060
0.3733
0.2700
0.4013
0.2437
0.4369
0.3374
0.3853
0.4096
0.3145
0.3664
0.4738
0.2346
0.3548
0.2804
0.4698
0.4039
0.4628
0.4387
0.3089
0.3981
0.4727
0.4335
0.3591
0.4623
0.3922
0.4100
0.3585
0.4101
0.3834
0.2742
0.2886
0.4118
0.4812
0.4434
0.4607
0.3134
0.0859
0.1066
0.3441
0.2788
0.3310
0.4330
0.3551
0.4324
0.4427
0.3585
0.4497
0.1920
0.3622
0.4184
0.4762
0.4427
0.4545
0.4054
0.4440
0.3977
0.5034
0.5101
0.3951
0.5061
0.4242
0.4591
0.5080
0.4194
0.6229
0.3667
0.4874
0.4718
0.4996
0.2885
0.4989
0.5071
0.4529
0.5001
0.4165
0.4620
0.4430
0.3566
0.3709
0.4315
0.4694
0.3501
0.3343
0.4227
0.3484
0.3737
0.1854
0.4691
0.4328
0.4059
0.4462
0.4397
0.3578
0.3274
0.4586
0.4864
0.5225
0.3509
0.4212
0.4003
0.4854
0.1942
0.4785
0.4362
0.4213
0.4979
0.4989
0.3758
0.4904
0.6655
0.4860
0.4498
0.4712
0.3502
0.3666
0.3871
0.5061
0.3993
0.2872
0.3147
0.3531
0.4126
0.4546
0.4136
0.4674
0.4634
0.4877
0.4136
0.3401
0.4442
0.3997
0.3753
0.4675
0.3769
0.3556
0.3799
0.5048
0.3805
0.4656
0.4621
0.3986
0.2977
0.3280
0.4630
0.4375
0.3109
0.3265
0.4582
0.4432
0.3801
0.4558
0.4408
0.4279
0.3974
0.3856
0.4107
0.4463
0.4646
0.3674
0.4938
0.3389
0.4625
0.3187
0.3233
0.4389
0.3224
0.3140
0.4371
0.3664
0.4664
0.4350
0.4211
0.3415
and here is the code I have used for the fft
fs=67890;
T = 1/fs; % Sampling period
L = 1000; % Length of signal
t = (0:L-1)*T; % Time vector
y = fft(x);
P2 = abs(y/L);
P1 = P2(1:L/2+1);
P1(2:end-1) = 2*P1(2:end-1);
f = fs*(0:(L/2))/L;
subplot(2,1,1), plot(t,x),title('original data'),ylabel('x'),xlabel('t')
subplot(2,1,2), plot(f,P1),title('fft'),ylabel('magnitude'),xlabel('frequency')
This gives me this image
Hope it's clear
5 个评论
Adam
2017-2-23
So just do what Rik Wisselink suggests to zero-centre your data or simply remove the 0-frequency component from the final result and plot it without if you just want to look at the frequency spectrum.
采纳的回答
Rik
2017-2-23
[moved from comments]
To remove the 0Hz-component from the analysis, use y=fft(x-mean(x));
0 个评论
更多回答(1 个)
Pooja Patel
2017-2-23
- amp1 = abs(fft(x1)); %Retain Magnitude
- % amp11 = amp1(1:Nsamps1/2); %Discard Half of Points
- % f11 = Fs*(0:Nsamps1/2-1)/Nsamps1; %Prepare freq data for plot
- f11 = 0:(fs1/Nsamps1):1000; %Prepare freq data for plot
- amp11 = amp1(1:length(f11)); % keep data till 1kHz
- plot(f11,amp11);
0 个评论
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