Table 8 Evaluation Index of Each Model in JNU.

From: An adaptive hierarchical hybrid kernel ELM optimized by aquila optimizer algorithm for bearing fault diagnosis

Evaluation Index

Model

Fault Type

IRF1

IRF2

IRF3

ORF1

ORF2

ORF3

REF1

REF2

REF3

F1-score

SVM

0.7541

0.8966

0.7302

0.8400

0.9474

0.8889

0.8788

0.9153

0.8519

SDAE-SVM

0.7556

0.9351

0.7692

0.9153

0.9804

0.9375

0.7869

0.9355

0.8116

KELM

0.4000

0.6133

0.3810

0.5600

0.6885

0.5000

0.3462

0.5783

0.4691

SDAE-KELM

0.5882

0.7308

0.6824

0.4789

0.6885

0.5301

0.7451

0.5630

0.5487

HHKELM

0.6429

0.8611

0.6667

0.8148

0.8750

0.8615

0.8400

0.8214

0.7667

SDAE-HHKELM

0.8846

0.7619

0.9333

0.8519

0.9552

0.8529

0.8966

0.9355

0.9032

IAO-HHKELM

0.9091

0.9211

0.8615

0.9630

0.9394

0.9538

0.8000

0.9200

0.8475

SDAE-AHHKELM

1.0000

0.9412

0.9867

0.9811

0.9552

0.9859

0.9667

1.0000

0.9677

Precision

SVM

0.8214

0.9286

0.6571

0.8750

0.9000

0.8889

0.9355

0.9000

0.8214

SDAE-SVM

0.6800

0.9231

0.8696

0.9000

0.9615

0.9677

0.7273

0.9667

0.8485

KELM

0.4000

0.6053

0.2759

0.4828

0.8400

0.4242

0.3214

0.7500

0.5278

SDAE-KELM

0.4464

0.7308

0.6170

0.3400

0.8077

0.4000

0.7451

0.7917

0.7949

HHKELM

0.6429

0.8857

0.6364

0.7857

0.8000

0.8750

0.8750

0.8846

0.7931

SDAE-HHKELM

0.8519

1.0000

0.9211

0.8846

0.9412

0.8056

0.8387

0.9062

0.9333

IAO-HHKELM

0.8929

1.0000

0.8485

0.9286

0.8857

0.9688

0.8333

0.8846

0.8621

SDAE-AHHKELM

1.0000

1.0000

0.9737

1.0000

0.9412

0.9722

0.9355

1.0000

1.0000

Recall

SVM

0.6970

0.8667

0.8214

0.8077

1.0000

0.8889

0.8286

0.9310

0.8840

SDAE-SVM

0.8500

0.9474

0.6897

0.9310

1.0000

0.9091

0.8571

0.9062

0.7778

KELM

0.4000

0.6216

0.6154

0.6667

0.5833

0.6087

0.3750

0.4706

0.4222

SDAE-KELM

0.8621

0.7308

0.7632

0.8095

0.6000

0.7857

0.7451

0.4368

0.4189

HHKELM

0.6429

0.8378

0.7000

0.8462

0.9655

0.8485

0.8077

0.7667

0.7419

SDAE-HHKELM

0.9200

0.6154

0.9459

0.8214

0.9697

0.9062

0.9630

0.9667

0.8750

IAO-HHKELM

0.9259

0.8537

0.8750

1.0000

1.0000

0.9394

0.7692

0.9583

0.8333

SDAE-AHHKELM

1.0000

0.8889

1.0000

0.9630

0.9697

1.0000

1.0000

1.0000

0.9375

Back to article page