Simultaneous Load Identification Method Based on Hybrid Features and Genetic Algorithm for Nonintrusive Load Monitoring

Table 3

Sensitivity of crossover rate and population size.

Parameter	Parameter value	SIP (%)					AIP (%)
		NC	FL	WF	HD	TV
Crossover rate	0.6	92.4	94.7	90.8	90.5	92.5	92.6
	0.7	94.6	95.1	92.9	93.2	94.7	93.9
	0.8	96.4	97.4	94.3	94.7	95.8	96.4
	0.9	95.7	96.8	93.7	94.1	95.2	95.6
Population size	10	90.1	91.5	89.7	89.3	90.2	90.8
	20	92.8	93.6	90.4	91.6	92.8	92.7
	30	94.5	95.2	92.1	93.7	94.6	94.4
	40	96.5	97.8	94.6	95.3	96.3	96.8
	50	96.7	98.1	95.0	95.7	96.4	96.9