An enhanced QoS approach for multi-objective optimization using social spider optimization 5G enable IoMT network

International Journal of Information Technology, Journal Year: 2024, Volume and Issue: unknown

Published: July 1, 2024

Language: Английский

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Optimizing resource allocation for IoT applications in the edge cloud continuum using hybrid metaheuristic algorithms

Scientific Reports, Journal Year: 2025, Volume and Issue: 15(1)

Published: April 25, 2025

The rise of Internet Things (IoT) applications has heightened the need for efficient resource allocation across edge-cloud continuum, combining low-latency edge nodes with high powered cloud servers. Optimizing this is challenging, especially when balancing cost and task completion time (makespan). Traditional algorithms often fall short in these dynamic environments, leading to suboptimal solutions. This paper introduces a hybrid Flower Pollination Algorithm Tabu Search (FPA-TS) algorithm address IoT-specific requirements multi objective optimization. enhanced FPA incorporates adaptive probability based on solution diversity levy flight control effective global search, while contributes memory guided local refinement further minimize makespan costs. Extensive simulations IoT scenarios show that FPA-TS outperforms existing algorithms, offering robust approach optimizing IoT-driven continuum.

Language: Английский

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An intelligent and resolute Traffic Management System using GRCNet-StMO model for smart vehicular networks

International Journal of Information Technology, Journal Year: 2024, Volume and Issue: 16(8), P. 5077 - 5090

Published: Aug. 16, 2024

Language: Английский

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