Evolutionary Power-Aware Routing in VANETs using Monte-Carlo Simulation

February 01, 2025 ยท Declared Dead ยท ๐Ÿ› International Symposium on High Performance Computing Systems and Applications

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Authors J. Toutouh, S. Nesmachnow, E. Alba arXiv ID 2502.10417 Category cs.NE: Neural & Evolutionary Cross-listed cs.AI, cs.NI Citations 9 Venue International Symposium on High Performance Computing Systems and Applications Last Checked 4 months ago
Abstract
This work addresses the reduction of power consumption of the AODV routing protocol in vehicular networks as an optimization problem. Nowadays, network designers focus on energy-aware communication protocols, specially to deploy wireless networks. Here, we introduce an automatic method to search for energy-efficient AODV configurations by using an evolutionary algorithm and parallel Monte-Carlo simulations to improve the accuracy of the evaluation of tentative solutions. The experimental results demonstrate that significant power consumption improvements over the standard configuration can be attained, with no noteworthy loss in the quality of service.
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