A Nonintrusive Load Monitoring Method for Microgrid EMS Using Bi-LSTM Algorithm

Table 4

Test results of input events.

On event	Transition point	Partial extraction of characteristic
A : Load1 on	(180–183)	(63.7532, 63.4903, 62.2736, ...)
b : Load2 on	(325–327)	(449.4157, 449.4989, 449.5203, …)
c : Load3 on	(598–600)	(725.9656, 725.9343, 726.2512, …)
d : Load4 on	(998–1000)	(673.6530, 673.8846, 674.1954, …)
e : Load5 on	(2283–2287)	(602.8433, 603.1875, 601.6605, …)