Research Article

BFLP: An Adaptive Federated Learning Framework for Internet of Vehicles

Table 1

Notations and definitions.

NotationDefinition

Hidden neural network of vehicles
Hidden neural network of transportation department
Updated parameters of RSU server
The initialization set of parameters in two neural networks needed by RSU server
Set of parameters in two neural networks needed by terrestrial node servers
Function of updating in RSU server
Public key of hidden neural network for the data sets of vehicles
Public key of hidden neural network for the data sets of transportation
Public key of RSU server
Updated parameter returned to vehicles by RSU server
Updated parameter returned to transportation department by RSU server
[·]Fully homomorphic encryption function
Set of parameters that the hidden neural network of vehicles sent to RSU server
Set of parameters that the hidden neural network of transportation department sent to RSU server