Quasi-Sobol optimization

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• Published Subscription Original Research 10 Jun 2025

  Quasi-Sobol-Based Optimization and Sigmoid Fuzzy Logic for Efficient Task Clustering in Decentralized Edge-Cloud Architectures

  By Dinesh Kumar Reddy Basani, Rajya Lakshmi Gudivaka, Sri Harsha Grandhi, Basava Ramanjaneyulu Gudivaka, Raj Kumar Gudivaka5, M.M. Kamruzzaman

  Abstract: Decentralized edge-cloud systems face a lot of issues in efficient task clustering, resource allocation, and real-time decision-making. Conventional methods mostly fail to work well under dynamic workloads and uncertain conditions. This study intends to optimize task clustering through quasi-Sobol-based optimization and Sigmoid Fuzzy Logic for resource allocation, enhancing decision-making accuracy and achieving efficiency in the system at the edge-cloud environment. A hybrid technique that has incorporated optimization via Quasi-Sobol sequences …

  Published in Trends in Machine design · Vol. 12, Issue 2, 2025 · pp. 9–18 Read article →