Research Article

Hybrid Multiple Soft-Sensor Models of Grinding Granularity Based on Cuckoo Searching Algorithm and Hysteresis Switching Strategy

Table 3

Performance comparison of different soft-sensor models.

Soft-sensor modelPerformance
MPEMNESSERMSE

Mechanism model2.7895−4.4902178.0021.334
BPNN model3.0189−3.4657137.4301.172
WNN model2.5782−2.6213115.8001.076
Hybrid model based on HS2.4001−2.196037.3220.6109
Hybrid model based on CS and HS2.40011.283532.8930.5735