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Table 5 Performance analysis of the proposed db5 wavelet based sensing matrix

From: Application of 1-D discrete wavelet transform based compressed sensing matrices for speech compression

Length of signal (N)

Number of measurements (m)

Compression ratio (CR = m/N)

Sparsity level = (k/N) × 100 (%)

No. of non-zeros (k)

No. of iterations required

Signal reconstruction time (s)

RMSE

Relative error

SNR (db)

Construction time for sensing matrix (s)

2048

205

0.1

50

1024

15

1.308421

0.0550

0.9192

0.7316

2.240430

2048

410

0.2

50

1024

15

2.164346

0.0508

0.8496

1.4162

2.211380

2048

512

0.25

50

1024

15

3.399650

0.0509

0.8498

1.4138

2.250745

2048

614

0.3

50

1024

15

3.924939

0.0491

0.8201

1.7221

2.412286

2048

849

0.4

50

1024

14

5.935914

0.0481

0.8030

1.9057

2.270019

2048

1024

0.5

50

1024

14

9.353480

0.0481

0.8031

1.9048

2.337383

2048

1229

0.6

50

1024

13

11.118477

0.0470

0.7848

2.1053

2.216672

2048

1434

0.7

50

1024

13

17.975014

0.0468

0.7822

2.1335

2.245930

2048

1536

0.75

50

1024

11

15.538426

0.0468

0.7816

2.1405

2.440602

2048

1638

0.8

50

1024

11

16.539879

0.0468

0.7816

2.1407

2.182187

2048

1843

0.9

50

1024

11

20.442859

0.0468

0.7816

2.1407

2.235392

2048

2048

1.0

50

1024

9

22.641664

0.0468

0.7815

2.1409

2.210355