Research Article

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

Table 5

Test results of cut out events.

Off eventTransition pointPartial extraction of characteristic

A : Load4 off(1527–1568)(642.3375, 647.3315, 647.4980, ...)
B : Load2 off(3430–3432)(447.7275, 448.5026, 442.4409, ...)
C : Load5 off(3532–3534)(591.7536, 591.6710, 591.6920, ...)
D : Load3 off(3742–3744)(720.0392, 720.0419, 720.1326, ...)
E : Load1 off(4135–4137)(74.0710, 74.0809, 74.0907, ...)