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Table 25 Performance analysis of the proposed Battle1 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

1.453478

0.0633

1.0577

0.4873

2.794529

2048

410

0.2

50

1024

14

2.113667

0.0556

0.9283

0.6459

2.953615

2048

512

0.25

50

1024

15

3.530676

0.0560

0.9363

0.5713

2.769843

2048

614

0.3

50

1024

14

3.957949

0.0514

0.8598

1.3125

2.621663

2048

849

0.4

50

1024

14

7.280928

0.0513

0.8571

1.3399

2.846945

2048

1024

0.5

50

1024

14

9.777801

0.0514

0.8587

1.3230

2.858507

2048

1229

0.6

50

1024

13

11.850497

0.0480

0.8013

1.9241

2.643100

2048

1434

0.7

50

1024

13

15.195628

0.0468

0.7827

2.1278

2.621185

2048

1536

0.75

50

1024

12

17.503087

0.0468

0.7817

2.1387

2.804361

2048

1638

0.8

50

1024

11

17.421545

0.0468

0.7816

2.1406

2.835200

2048

1843

0.9

50

1024

11

28.179929

0.0468

0.7816

2.1406

2.869269

2048

2048

1.0

50

1024

9

32.640965

0.0468

0.7815

2.1409

3.447333