测控技术2025，Vol.44Issue(9)：45-51,7.DOI:10.19708/j.ckjs.2025.07.236
轻量网络环境下基于萤火虫算法的多源异构大数据均衡调度方法
Multi-Source Heterogeneous Big Data Balancing and Scheduling Method Based on Firefly Algorithm in Lightweight Network Environment
摘要
Abstract
A multi-source heterogeneous big data balancing and scheduling method based on firefly algorithm is proposed to address the problem of overlapping or crossing between multi-source heterogeneous data in light-weight network environment,making it difficult to distinguish between key data and emergency data,and reduc-ing overall scheduling efficiency.Based on the characteristics of lightweight network multi-source heterogeneous big data,a lightweight network multi-source heterogeneous big data balancing and scheduling model is con-structed,fully considering the two objectives of task completion time and load balancing effectiveness.Firstly,server nodes with lower loads are selected to process task requests,alleviating the problem of resource con-straints in network transmission of heterogeneous data from different sources,achieving balanced scheduling of data and optimizing resource utilization.The firefly algorithm is used to solve the model.In this algorithm,fire-flies with high brightness will automatically attract fireflies with low brightness.During the scheduling process,it tends to focus more on key and emergency data in the fitness function.By adjusting parameters such as light absorption coefficient and step size factor,the ability of local search and global exploration are balanced,the o-verlap or intersection problem between multi-source heterogeneous data is reduced,and balancing and schedu-ling of multi-source heterogeneous big data in lightweight networks is achieved.The experimental results show that the proposed method can effectively improve the load balancing of multi-source heterogeneous big data,en-hance network utilization,effectively reduce transmission energy consumption,and obtain a more satisfactory big data balancing and scheduling solutions.关键词
萤火虫算法/轻量网络/多源异构大数据/均衡调度Key words
firefly algorithm/lightweight network/multi-source heterogeneous big data/balancing and scheduling分类
信息技术与安全科学引用本文复制引用
孙莉莉..轻量网络环境下基于萤火虫算法的多源异构大数据均衡调度方法[J].测控技术,2025,44(9):45-51,7.基金项目
吉林省科技创新专项项目(2022030226GX) （2022030226GX）
