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Journal ArticleDOI

AGEN-AODV: an Intelligent Energy-Aware Routing Protocol for Heterogeneous Mobile Ad-Hoc Networks

TLDR
In this article, a novel heterogeneous MANET routing protocol called "learning automata and genetic based Ad hoc On-Demand Distance Vector" (AGEN-AODV) is proposed, in which routes are rated based on energy, stability, traffic, and hop-count criteria.
Abstract
Mobile Ad-hoc Networks (MANETs) consist of mobile nodes that usually have limited energy resources. MANET routing protocols should consider the dynamics and energy constraints of the network, and this makes them an optimization problem. Various optimization-based MANET routing protocols have been proposed in literature and each of them consider different metrics and try to cope with specific problems. In this paper, a novel heterogeneous MANET routing protocol called “learning Automata and Genetic based Ad hoc On-Demand Distance Vector” (AGEN-AODV) is proposed, in which routes are rated based on energy, stability, traffic, and hop-count criteria. The Genetic Algorithm (GA) in conjunction with Learning Automata (LA) is used to select the optimal route. The LA runs concurrent to the GA and initializes, adjusts and optimizes its coefficients based on the network feedback, preventing the GA from divergence or sub-optimal convergence. Compared with related works, the throughput, packet delivery ratio (PDR), delay, network lifetime, and energy consumption are improved by at least 4%, 8%, 8%, 13%, and 30% respectively.

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Citations
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Journal ArticleDOI

Optimal motion sensor placement in smart homes and intelligent environments using a hybrid WOA-PSO algorithm

TL;DR: In this paper, the authors combine the Whale Optimization Algorithm (WOA) and Particle Swarm Optimization (PSO) to find the optimized motion sensor placement in smart homes and intelligent environments.
Journal ArticleDOI

F-LEACH: a fuzzy-based data aggregation scheme for healthcare IoT systems

TL;DR: The F-LEACH is proposed, a Fuzzy-based data aggregation scheme for IoT-enabled healthcare applications aiming to maximize the network lifetime, and according to the simulation results, the proposed method outperformed similar works by 5–20%.
Journal ArticleDOI

Fog-based healthcare systems: A systematic review.

TL;DR: In this article, a systematic review of available approaches in the field of fog-based healthcare systems is proposed; the challenges of its application in healthcare are explored, classified, and discussed.
Journal ArticleDOI

REO: A Reliable and Energy Efficient Optimization Algorithm for Beacon-Enabled 802.15.4–Based Wireless Body Area Networks

TL;DR: In this paper, a numerical MAC optimization algorithm is proposed for the Beacon-enabled IEEE 802.15.4-based WBANs, optimizing the delay, reliability, and energy tradeoffs based on the existing traffic and QoS requirements.
References
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Proceedings ArticleDOI

Ad-hoc on-demand distance vector routing

TL;DR: An ad-hoc network is the cooperative engagement of a collection of mobile nodes without the required intervention of any centralized access point or existing infrastructure and the proposed routing algorithm is quite suitable for a dynamic self starting network, as required by users wishing to utilize ad- hoc networks.
Journal ArticleDOI

Evolution of the mutation rate.

TL;DR: Support is presented for the hypothesis that natural selection pushes mutation rates down to a lower limit set by the power of random genetic drift rather than by intrinsic physiological limitations, and that this has resulted in reduced levels of replication, transcription, and translation fidelity in eukaryotes relative to prokaryotes.
Journal ArticleDOI

Choosing Mutation and Crossover Ratios for Genetic Algorithms—A Review with a New Dynamic Approach

TL;DR: New deterministic control approaches for crossover and mutation rates are defined, namely Dynamic Decreasing of high mutation ratio/dynamic increasing of low crossover ratio (DHM/ILC), and Dynamic Increasing of Low Mutation/Dynamic decreasing of High Crossover (ILM/DHC).
Journal ArticleDOI

Fuzzy Detection Aided Real-Time and Robust Visual Tracking Under Complex Environments

TL;DR: A fuzzy detection strategy to prejudge the tracking result and shows that the proposed auxiliary detection strategy improves the tracking robustness under complex environment by ensuring the tracking speed.
Journal ArticleDOI

Human Memory Update Strategy: A Multi-Layer Template Update Mechanism for Remote Visual Monitoring

TL;DR: A multi-layer template update mechanism to achieve effective monitoring in a multimedia environment by considering the strategy of updating human memory and shows that this strategy does not affect the speed and improves the robustness in the multimedia background.
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