Litcius/Paper detail

PMLC- Predictions of Mobility and Transmission in a Lane-Based Cluster VANET Validated on Machine Learning

Radha Krishna Karne, T. K. Sreeja

2023International Journal on Recent and Innovation Trends in Computing and Communication14 citationsDOIOpen Access PDF

Abstract

VANET refers to a massive network system, to communicate with each vehicle or infrastructure a precision protocol, an advanced view and routing system is required. This means of communication should be appropriate for all kind of vehicles. In this proposed PMLC protocol, which was built on cluster routing in a lane-based road environment. The network requires optimal solutions to form the cluster and choose its leader. All road environment characteristics are chosen, and multilayer estimations are generated to obtain specific deviations and variations, which are calculated based on data transfer and vehicle movement, and exact values are found using the machine learning system. The neural network processes the inputs, selects the required leader, and sends the data to the destination. At the end of this explanation, the execution of this protocol is depicted graphically.

Topics & Concepts

Computer scienceRouting (electronic design automation)Protocol (science)Cluster (spacecraft)Vehicular ad hoc networkRouting protocolTransmission (telecommunications)Data transmissionTransfer (computing)Computer networkArtificial neural networkArtificial intelligenceReal-time computingTelecommunicationsWireless ad hoc networkWirelessAlternative medicinePathologyMedicineParallel computingVehicular Ad Hoc Networks (VANETs)Traffic Prediction and Management Techniques