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Entree


A Shapley Value-based Strategy for Resource Allocation in Vehicular Clouds

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Autor(es):
Ribeiro, Aguimar, Jr. ; Rocha Filho, Geraldo P. ; Guidoni, Daniel L. ; De Grande, Robson E. ; Sampaio, Sandra ; Meneguette, Rodolfo I. ; IEEE
Número total de Autores: 7
Tipo de documento: Artigo Científico
Fonte: 2022 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM 2022); v. N/A, p. 6-pg., 2022-01-01.
Resumo

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)

Processo FAPESP: 21/06210-3 - Serviços cientes dos espaços urbanos via federated learning em sistemas de transporte inteligente
Beneficiário:Geraldo Pereira Rocha Filho
Modalidade de apoio: Auxílio à Pesquisa - Regular
Processo FAPESP: 20/07162-0 - Serviços para um sistema de transporte inteligente
Beneficiário:Rodolfo Ipolito Meneguette
Modalidade de apoio: Auxílio à Pesquisa - Regular
Processo FAPESP: 20/05126-6 - Algoritmos e protocolos de comunicação para sistemas de transportes inteligentes
Beneficiário:Daniel Ludovico Guidoni
Modalidade de apoio: Auxílio à Pesquisa - Regular
Processo FAPESP: 22/00660-0 - Gerenciamento de recursos dinâmicos para aplicativos de sistema de transporte inteligente
Beneficiário:Rodolfo Ipolito Meneguette
Modalidade de apoio: Auxílio à Pesquisa - Regular