Proceedings of International Conference on Applied Innovation in IT
2024/03/07, Volume 12, Issue 1, pp.19-24

Using a Genetic Algorithm for Telemedicine Network Optimal Topology Synthesis


Roman Tsarov, Lesya Nikityk, Iryna Tymchenko, Vladyslav Kumysh, Kateryna Shulakova, Serhii Siden and Liliia Bodnar


Abstract: A method based on a genetic algorithm is proposed for synthesizing the optimal topological structure of telemedicine network, ensuring that the distribution of users (with a known location) by telemedicine stations (the number and location of which are also known) is optimal in terms of signal delay time during transmission and the cost of network deployment. The method uses: random generating of a base population, a tournament selection of chromosomes among two pairs for crossover, and a homogeneous crossover operator. The results of benchmarking the proposed method are presented. The experiment reveals that the resulting solution is indeed close to optimal, i.e. due to the use of a genetic algorithm, the method avoids falling into the trap of a local extremum. While the current study focused on a specific telemedicine network, future research could explore the scalability of this genetic algorithm approach for larger-scale networks and consider additional factors such as energy efficiency and fault tolerance.

Keywords: Telemedicine, Telemedicine Network, Topology Synthesis, Topology Optimization, Genetic Algorithm

DOI: 10.25673/115637; PPN 1884582435

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References:

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