Research Article

A Novel Fault Diagnosis Strategy for Heterogeneous Wireless Sensor Networks

Table 5

Comparison of experimental results of the classification data sets of four algorithms.

Data setBlood transfusionEcoliIrisWine
AccuracyStd. Dev.AccuracyStd. Dev.AccuracyStd. Dev.AccuracyStd. Dev.

PSO-KELM79.67%0.00890.47%0.02293.89%0.01591.13%0.020
GWO-KELM80.36%0.00990.57%0.02894.11%0.02791.85%0.028
ABC-KELM80.81%0.01390.78%0.01994.35%0.01992.15%0.023
IABC-KELM81.26%0.01491.67%0.02795.56%0.01693.54%0.025