Vehicular cloud computing for information management in intelligent transportation...
A framework for vehicular networks aid in the big cities management
N-DEPLOYMENT: Proposal for Implementation of Fixed V2I Infrastructure for the Pur...
Full text | |
Author(s): |
Ribeiro, Aguimar, Jr.
;
Rocha Filho, Geraldo P.
;
Guidoni, Daniel L.
;
De Grande, Robson E.
;
Sampaio, Sandra
;
Meneguette, Rodolfo I.
;
IEEE
Total Authors: 7
|
Document type: | Journal article |
Source: | 2022 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM 2022); v. N/A, p. 6-pg., 2022-01-01. |
Abstract | |
The continuous emergence of new applications for Internet-connected road vehicles is imposing unprecedented resource demand. Motivated by the incorporation of ever more resources into vehicles, this is a trend that, on the downside, is causing vehicular networks to become increasingly more challenging to manage. Departing from the proposition that computing capabilities can help overcome resource allocation problems in vehicular clouds (VCs), in this paper, we formulate ALTAIC, a coalition game to maximize resource utilization while dynamically load-balancing the usage among the VCs. First, we define a Shapley value-based strategy to determine the order in which the tasks are allocated. Then, with the marginal contribution of each task calculated, we employ a simple queue to allocate the tasks in VCs using these values. Finally, we conduct a comparative performance analysis of ALTAIC and relevant approaches. Simulation results show that the proposed solution allocates more tasks than the others and reduces 27.12% the load average of the VCs. (AU) | |
FAPESP's process: | 21/06210-3 - Urban spaces-aware services via federated learning in intelligent transport systems |
Grantee: | Geraldo Pereira Rocha Filho |
Support Opportunities: | Regular Research Grants |
FAPESP's process: | 20/07162-0 - Services for an intelligent transport system |
Grantee: | Rodolfo Ipolito Meneguette |
Support Opportunities: | Regular Research Grants |
FAPESP's process: | 20/05126-6 - Algorithms and protocols for intelligent transportation systems |
Grantee: | Daniel Ludovico Guidoni |
Support Opportunities: | Regular Research Grants |
FAPESP's process: | 22/00660-0 - Dynamic resource management for intelligent transportation system applications |
Grantee: | Rodolfo Ipolito Meneguette |
Support Opportunities: | Regular Research Grants |