Cooperative Coevolution Genetic Programming for Dynamic Joint Workflow Scheduling and Container Scaling in Cloud-Fog Computing

Created by W.Langdon from gp-bibliography.bib Revision:1.8721

@Article{Zaixing_Sun:TSC2,

• author = "Zaixing Sun and Fangfang Zhang and Yi Mei and Hejiao Huang and Chonglin Gu and Bin Wang and Mengjie Zhang",
• title = "Cooperative Coevolution Genetic Programming for Dynamic Joint Workflow Scheduling and Container Scaling in Cloud-Fog Computing",
• journal = "IEEE Transactions on Services Computing",
• keywords = "genetic algorithms, genetic programming, CCGP, Containers, Dynamic scheduling, Processor scheduling, Resource management, Virtual machines, Cloud computing, Real-time systems, Costs, Energy consumption, Elasticity",
• ISSN = "1939-1374",
• URL = "https://doi.ieeecomputersociety.org/10.1109/TSC.2025.3636121",
• DOI = "10.1109/TSC.2025.3636121",
• abstract = "... considers both vertical and horizontal scaling of containers, allowing for real-time adjustments of container configurations based on task-specific requirements. To address this complex problem, we first develop a dynamic workflow scheduling simulator that models real-world scenarios, including a variety of task categories and container scalability. Based on this simulator, we propose a Cooperative Coevolution Genetic Programming (CCGP) approach that evolves specialised heuristics for task selection, resource allocation, and container deployment to facilitate adaptive and efficient scheduling in MDWS-CoCF. Extensive simulations using real-world data traces show that the proposed CCGP approach significantly outperforms existing baseline algorithms, achieving superior performance as measured by the HyperVolume and Inverted Generational Distance metrics. The results show that the evolved heuristics are robust and effective under different dynamic scenarios, ensuring balanced optimisation of many objectives.",
• notes = "Also known as \cite{11267070}",

}

Genetic Programming entries for Zaixing Sun Fangfang Zhang Yi Mei Hejiao Huang Chonglin Gu Bin Wang Mengjie Zhang

Citations