Research Article

Data-Driven Model for the Prediction of Total Dissolved Gas: Robust Artificial Intelligence Approach

Table 4

Statistical criteria of each predicted models for USGS 14150000 station during the training set.

ModelMAERMSEMARERMSRERRMSEerMAXU95

ELM-M10.3740.5830.0040.0060.5740.9811.0860.862
SVR-M10.2930.5690.0030.0060.5600.9811.0860.819
ELM-M20.3280.5750.0030.0060.5670.9811.0870.852
SVR-M20.3190.5460.0030.0050.5380.9821.0860.698
ELM-M30.3260.5690.0030.0060.5610.9811.0860.819
SVR-M30.2960.5640.0030.0060.5560.9811.0860.795
ELM-M40.3090.5660.0030.0060.5570.9811.0860.802
SVR-M40.2800.5560.0030.0050.5480.9811.0860.750
ELM-M50.3440.5720.0030.0060.5630.9811.0850.820
SVR-M50.2710.5300.0030.0050.5220.9831.0860.618
ELM-M60.3690.5780.0040.0060.5700.9811.0840.832
SVR-M60.2960.5030.0030.0050.4950.9851.0850.492
ELM-M70.3670.5850.0040.0060.5760.9801.0890.918
SVR-M70.2880.5680.0030.0060.5590.9811.0860.817
ELM-M80.4390.6240.0040.0060.6140.9791.0921.163
SVR-M82.8103.1030.0270.0303.0560.6611.073465.864