Table 3 Testing the performance of slope stability predictive models.

From: Prediction of slope failure in open-pit mines using a novel hybrid artificial intelligence model based on decision tree and evolution algorithm

Model

Performance of the models

Ranking

Runtime

RMSE

R2

VAF

Rank for RMSE

Rank for R2

Rank for VAF

Total ranking

M5Rules-GA

157.201

0.024

0.983

98.260

11

11

11

33

ANN 5-8-1

31.225

0.031

0.970

97.037

2

2

2

6

ANN 5-11-1

32.033

0.030

0.975

97.280

3

4

3

10

ANN 5-8-11-1

62.779

0.027

0.978

97.707

8

7

8

23

ANN 5-12-16-1

94.542

0.032

0.969

96.840

1

1

1

3

SVR

125.332

0.030

0.974

97.320

3

3

4

10

FFA-SVR

188.382

0.029

0.976

97.517

5

5

5

15

ANN-PSO

217.677

0.026

0.980

97.907

10

10

10

30

ANN-ICA

250.701

0.029

0.976

97.552

5

5

6

16

ANN-GA

282.772

0.027

0.979

97.751

8

9

9

26

ANN-ABC

314.388

0.028

0.978

97.647

7

7

7

21

Back to article page