Table 8.

Edge intelligence: event-based deep-learning (DL) performance (time in seconds).

	Device	Data-Gathering	Data Transformation Time (s)	DL Model	Training Time (s)	Testing Time (s)
Cloud	NVIDIA	Record every	342	Lw-CNN-1	468	12
	1080 Ti GPU	minute from		Lw-CNN-2	414	7
Edge	NVIDIA Jetson	sensors and select	702	Lw-CNN-1	558	17
	Nano (proposed)	the highest value		Lw-CNN-2	504	9
	Raspberry Pi 4	from 24 readings	936	Lw-CNN-1	756	22
		every day		Lw-CNN-2	642	19

Please note that for the cloud performance, we have not included the time for communication between the cloud and the edge platforms.