A Deep Intelligent Attack Detection Framework for Fog-Based IoT Systems

Table 3

Simulation of IoT device communication behaviour at the fog layer.

Sl. no.	Variable	Value
i	Cloud server	1
ii	Fognode count	1–10
iii	Connected device count	10–100
iv	Dataset used	IoTID20
v	Average of DNMLP for 10 specimens	0.0000672 sec
vi	Average of LSTM for 10 specimens	0.0024924 sec
vii	Average of Bi-LSTM for 10 specimens	0.004164 sec
viii	Average of GRU for 10 specimens	0.0021 sec
ix	Average of CNN + LSTM for 10 specimens	0.000476 sec
x	Average of HEM for 10 specimens	0.008 sec
xi	Count of simulations run	10