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Table 6 Selected ANN for prediction of total machinery cost (TMC), total machinery energy (TME)

From: Prediction of environmental indicators in land leveling using artificial intelligence techniques

Selected ANN for prediction of total machinery cost (TMC)

Selected ANN for prediction of total machinery energy (TME)

NTF

Network topology

RMSE

R 2

NTF

Network topology

RMSE

R 2

trainlm

5-8-10

0.0287

0.9966

trainlm

6-4

0.0157

0.9990

trainlm

7-9-2

0.0298

0.9963

trainlm

4-5-3

0.0158

0.9990

trainlm

4-5-7

0.0304

0.9961

trainlm

6-2-4

0.0160

0.9990

trainlm

7-8

0.0329

0.9957

trainlm

2-7

0.0163

0.9989

trainlm

7-2-2

0.0332

0.9954

trainlm

3-2

0.0164

0.9989

trainlm

3-2-3

0.0332

0.9954

trainbr

5-6

0.0167

0.9989

trainlm

2-4-10

0.0343

0.9951

trainlm

3-2-8

0.0168

0.9989

trainlm

2-2-5

0.0345

0.9951

trainlm

9-2-10

0.0171

0.9989

trainbr

3-9

0.0345

0.9950

trainlm

2-4-2

0.0192

0.9985

trainbr

5-8

0.0349

0.9950

trainlm

2-2-2

0.0199

0.9984

trainscg

7

0.0321

0.9958

trainscg

8

0.0164

0.9989

trainlm

2

0.0325

0.9948

trainlm

3

0.0176

0.9987

trainbr

5

0.0328

0.9955

traingdx

2

0.0300

0.9964

trainrp

4

0.0368

0.9944

    

traingdx

2

0.0433

0.9922